{
 "current": {
  "observation/adoption-survey-ai-2025/DZA": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "DZA",
   "country_iso3": "DZA",
   "label": "Algeria",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/AGO": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "AGO",
   "country_iso3": "AGO",
   "label": "Angola",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/BEN": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "BEN",
   "country_iso3": "BEN",
   "label": "Benin",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/BWA": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "BWA",
   "country_iso3": "BWA",
   "label": "Botswana",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/BFA": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "BFA",
   "country_iso3": "BFA",
   "label": "Burkina Faso",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/BDI": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "BDI",
   "country_iso3": "BDI",
   "label": "Burundi",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/CPV": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "CPV",
   "country_iso3": "CPV",
   "label": "Cabo Verde",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/CMR": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "CMR",
   "country_iso3": "CMR",
   "label": "Cameroon",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/CAF": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "CAF",
   "country_iso3": "CAF",
   "label": "Central African Republic",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/TCD": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "TCD",
   "country_iso3": "TCD",
   "label": "Chad",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/COM": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "COM",
   "country_iso3": "COM",
   "label": "Comoros",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/CIV": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "CIV",
   "country_iso3": "CIV",
   "label": "Côte d'Ivoire",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/COD": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "COD",
   "country_iso3": "COD",
   "label": "Democratic Republic of the Congo",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/DJI": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "DJI",
   "country_iso3": "DJI",
   "label": "Djibouti",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/EGY": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "EGY",
   "country_iso3": "EGY",
   "label": "Egypt",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/GNQ": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "GNQ",
   "country_iso3": "GNQ",
   "label": "Equatorial Guinea",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/ERI": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "ERI",
   "country_iso3": "ERI",
   "label": "Eritrea",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/SWZ": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "SWZ",
   "country_iso3": "SWZ",
   "label": "Eswatini",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/ETH": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "ETH",
   "country_iso3": "ETH",
   "label": "Ethiopia",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/GAB": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "GAB",
   "country_iso3": "GAB",
   "label": "Gabon",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/GMB": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "GMB",
   "country_iso3": "GMB",
   "label": "Gambia",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/GHA": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "GHA",
   "country_iso3": "GHA",
   "label": "Ghana",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/GIN": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "GIN",
   "country_iso3": "GIN",
   "label": "Guinea",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/GNB": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "GNB",
   "country_iso3": "GNB",
   "label": "Guinea-Bissau",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/KEN": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "KEN",
   "country_iso3": "KEN",
   "label": "Kenya",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/LSO": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "LSO",
   "country_iso3": "LSO",
   "label": "Lesotho",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/LBR": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "LBR",
   "country_iso3": "LBR",
   "label": "Liberia",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/LBY": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "LBY",
   "country_iso3": "LBY",
   "label": "Libya",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/MDG": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "MDG",
   "country_iso3": "MDG",
   "label": "Madagascar",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/MWI": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "MWI",
   "country_iso3": "MWI",
   "label": "Malawi",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/MLI": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "MLI",
   "country_iso3": "MLI",
   "label": "Mali",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/MRT": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "MRT",
   "country_iso3": "MRT",
   "label": "Mauritania",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/MUS": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "MUS",
   "country_iso3": "MUS",
   "label": "Mauritius",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/MAR": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "MAR",
   "country_iso3": "MAR",
   "label": "Morocco",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/MOZ": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "MOZ",
   "country_iso3": "MOZ",
   "label": "Mozambique",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/NAM": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "NAM",
   "country_iso3": "NAM",
   "label": "Namibia",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/NER": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "NER",
   "country_iso3": "NER",
   "label": "Niger",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/NGA": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "NGA",
   "country_iso3": "NGA",
   "label": "Nigeria",
   "value": 88,
   "unit": "% of respondents",
   "availability": "available",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/COG": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "COG",
   "country_iso3": "COG",
   "label": "Republic of the Congo",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/RWA": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "RWA",
   "country_iso3": "RWA",
   "label": "Rwanda",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/SEN": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "SEN",
   "country_iso3": "SEN",
   "label": "Senegal",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/SYC": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "SYC",
   "country_iso3": "SYC",
   "label": "Seychelles",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/SLE": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "SLE",
   "country_iso3": "SLE",
   "label": "Sierra Leone",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/SOM": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "SOM",
   "country_iso3": "SOM",
   "label": "Somalia",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/ZAF": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "ZAF",
   "country_iso3": "ZAF",
   "label": "South Africa",
   "value": 72,
   "unit": "% of respondents",
   "availability": "available",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/SSD": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "SSD",
   "country_iso3": "SSD",
   "label": "South Sudan",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/SDN": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "SDN",
   "country_iso3": "SDN",
   "label": "Sudan",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/STP": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "STP",
   "country_iso3": "STP",
   "label": "São Tomé and Príncipe",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/TZA": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "TZA",
   "country_iso3": "TZA",
   "label": "Tanzania",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/TGO": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "TGO",
   "country_iso3": "TGO",
   "label": "Togo",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/TUN": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "TUN",
   "country_iso3": "TUN",
   "label": "Tunisia",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/UGA": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "UGA",
   "country_iso3": "UGA",
   "label": "Uganda",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/ZMB": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "ZMB",
   "country_iso3": "ZMB",
   "label": "Zambia",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-ai-2025/ZWE": {
   "series_id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "AI use reported by online survey respondents",
   "record_id": "ZWE",
   "country_iso3": "ZWE",
   "label": "Zimbabwe",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/DZA": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "DZA",
   "country_iso3": "DZA",
   "label": "Algeria",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/AGO": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "AGO",
   "country_iso3": "AGO",
   "label": "Angola",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/BEN": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "BEN",
   "country_iso3": "BEN",
   "label": "Benin",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/BWA": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "BWA",
   "country_iso3": "BWA",
   "label": "Botswana",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/BFA": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "BFA",
   "country_iso3": "BFA",
   "label": "Burkina Faso",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/BDI": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "BDI",
   "country_iso3": "BDI",
   "label": "Burundi",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/CPV": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "CPV",
   "country_iso3": "CPV",
   "label": "Cabo Verde",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/CMR": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "CMR",
   "country_iso3": "CMR",
   "label": "Cameroon",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/CAF": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "CAF",
   "country_iso3": "CAF",
   "label": "Central African Republic",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/TCD": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "TCD",
   "country_iso3": "TCD",
   "label": "Chad",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/COM": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "COM",
   "country_iso3": "COM",
   "label": "Comoros",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/CIV": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "CIV",
   "country_iso3": "CIV",
   "label": "Côte d'Ivoire",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/COD": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "COD",
   "country_iso3": "COD",
   "label": "Democratic Republic of the Congo",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/DJI": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "DJI",
   "country_iso3": "DJI",
   "label": "Djibouti",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/EGY": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "EGY",
   "country_iso3": "EGY",
   "label": "Egypt",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/GNQ": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "GNQ",
   "country_iso3": "GNQ",
   "label": "Equatorial Guinea",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/ERI": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "ERI",
   "country_iso3": "ERI",
   "label": "Eritrea",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/SWZ": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "SWZ",
   "country_iso3": "SWZ",
   "label": "Eswatini",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/ETH": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "ETH",
   "country_iso3": "ETH",
   "label": "Ethiopia",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/GAB": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "GAB",
   "country_iso3": "GAB",
   "label": "Gabon",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/GMB": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "GMB",
   "country_iso3": "GMB",
   "label": "Gambia",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/GHA": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "GHA",
   "country_iso3": "GHA",
   "label": "Ghana",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/GIN": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "GIN",
   "country_iso3": "GIN",
   "label": "Guinea",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/GNB": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "GNB",
   "country_iso3": "GNB",
   "label": "Guinea-Bissau",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/KEN": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "KEN",
   "country_iso3": "KEN",
   "label": "Kenya",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/LSO": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "LSO",
   "country_iso3": "LSO",
   "label": "Lesotho",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/LBR": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "LBR",
   "country_iso3": "LBR",
   "label": "Liberia",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/LBY": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "LBY",
   "country_iso3": "LBY",
   "label": "Libya",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/MDG": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "MDG",
   "country_iso3": "MDG",
   "label": "Madagascar",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/MWI": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "MWI",
   "country_iso3": "MWI",
   "label": "Malawi",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/MLI": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "MLI",
   "country_iso3": "MLI",
   "label": "Mali",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/MRT": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "MRT",
   "country_iso3": "MRT",
   "label": "Mauritania",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/MUS": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "MUS",
   "country_iso3": "MUS",
   "label": "Mauritius",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/MAR": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "MAR",
   "country_iso3": "MAR",
   "label": "Morocco",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/MOZ": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "MOZ",
   "country_iso3": "MOZ",
   "label": "Mozambique",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/NAM": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "NAM",
   "country_iso3": "NAM",
   "label": "Namibia",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/NER": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "NER",
   "country_iso3": "NER",
   "label": "Niger",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/NGA": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "NGA",
   "country_iso3": "NGA",
   "label": "Nigeria",
   "value": 84,
   "unit": "% of respondents",
   "availability": "available",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/COG": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "COG",
   "country_iso3": "COG",
   "label": "Republic of the Congo",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/RWA": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "RWA",
   "country_iso3": "RWA",
   "label": "Rwanda",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/SEN": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "SEN",
   "country_iso3": "SEN",
   "label": "Senegal",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/SYC": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "SYC",
   "country_iso3": "SYC",
   "label": "Seychelles",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/SLE": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "SLE",
   "country_iso3": "SLE",
   "label": "Sierra Leone",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/SOM": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "SOM",
   "country_iso3": "SOM",
   "label": "Somalia",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/ZAF": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "ZAF",
   "country_iso3": "ZAF",
   "label": "South Africa",
   "value": 70,
   "unit": "% of respondents",
   "availability": "available",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/SSD": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "SSD",
   "country_iso3": "SSD",
   "label": "South Sudan",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/SDN": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "SDN",
   "country_iso3": "SDN",
   "label": "Sudan",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/STP": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "STP",
   "country_iso3": "STP",
   "label": "São Tomé and Príncipe",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/TZA": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "TZA",
   "country_iso3": "TZA",
   "label": "Tanzania",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/TGO": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "TGO",
   "country_iso3": "TGO",
   "label": "Togo",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/TUN": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "TUN",
   "country_iso3": "TUN",
   "label": "Tunisia",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/UGA": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "UGA",
   "country_iso3": "UGA",
   "label": "Uganda",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/ZMB": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "ZMB",
   "country_iso3": "ZMB",
   "label": "Zambia",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-survey-genai-2025/ZWE": {
   "series_id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Generative AI use reported by online survey respondents",
   "record_id": "ZWE",
   "country_iso3": "ZWE",
   "label": "Zimbabwe",
   "value": null,
   "unit": "% of respondents",
   "availability": "no_information_in_source",
   "observation_period": "2025 fieldwork; use in preceding 12 months",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "source_url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "source_id": "ipsos",
   "published_at": "2026-01-15",
   "reviewed_at": "2026-10-01",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "note": "No information: country outside this survey’s African sample.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/DZA": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "DZA",
   "country_iso3": "DZA",
   "label": "Algeria",
   "value": 11.3,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/AGO": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "AGO",
   "country_iso3": "AGO",
   "label": "Angola",
   "value": 8.9,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/BEN": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "BEN",
   "country_iso3": "BEN",
   "label": "Benin",
   "value": 8.7,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/BWA": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "BWA",
   "country_iso3": "BWA",
   "label": "Botswana",
   "value": 12.8,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/BFA": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "BFA",
   "country_iso3": "BFA",
   "label": "Burkina Faso",
   "value": 8.7,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/BDI": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "BDI",
   "country_iso3": "BDI",
   "label": "Burundi",
   "value": 6.4,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/CPV": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "CPV",
   "country_iso3": "CPV",
   "label": "Cabo Verde",
   "value": null,
   "unit": "% of working-age population",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "No information: no country estimate in the reviewed appendix.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/CMR": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "CMR",
   "country_iso3": "CMR",
   "label": "Cameroon",
   "value": 7.0,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/CAF": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "CAF",
   "country_iso3": "CAF",
   "label": "Central African Republic",
   "value": 7.0,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/TCD": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "TCD",
   "country_iso3": "TCD",
   "label": "Chad",
   "value": 7.0,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/COM": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "COM",
   "country_iso3": "COM",
   "label": "Comoros",
   "value": null,
   "unit": "% of working-age population",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "No information: no country estimate in the reviewed appendix.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/CIV": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "CIV",
   "country_iso3": "CIV",
   "label": "Côte d'Ivoire",
   "value": 10.8,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/COD": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "COD",
   "country_iso3": "COD",
   "label": "Democratic Republic of the Congo",
   "value": 7.0,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/DJI": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "DJI",
   "country_iso3": "DJI",
   "label": "Djibouti",
   "value": null,
   "unit": "% of working-age population",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "No information: no country estimate in the reviewed appendix.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/EGY": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "EGY",
   "country_iso3": "EGY",
   "label": "Egypt",
   "value": 12.5,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/GNQ": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "GNQ",
   "country_iso3": "GNQ",
   "label": "Equatorial Guinea",
   "value": null,
   "unit": "% of working-age population",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "No information: no country estimate in the reviewed appendix.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/ERI": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "ERI",
   "country_iso3": "ERI",
   "label": "Eritrea",
   "value": 6.4,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/SWZ": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "SWZ",
   "country_iso3": "SWZ",
   "label": "Eswatini",
   "value": null,
   "unit": "% of working-age population",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "No information: no country estimate in the reviewed appendix.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/ETH": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "ETH",
   "country_iso3": "ETH",
   "label": "Ethiopia",
   "value": 6.4,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/GAB": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "GAB",
   "country_iso3": "GAB",
   "label": "Gabon",
   "value": 12.3,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/GMB": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "GMB",
   "country_iso3": "GMB",
   "label": "Gambia",
   "value": 10.6,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/GHA": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "GHA",
   "country_iso3": "GHA",
   "label": "Ghana",
   "value": 8.7,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/GIN": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "GIN",
   "country_iso3": "GIN",
   "label": "Guinea",
   "value": 8.7,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/GNB": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "GNB",
   "country_iso3": "GNB",
   "label": "Guinea-Bissau",
   "value": 8.7,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/KEN": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "KEN",
   "country_iso3": "KEN",
   "label": "Kenya",
   "value": 7.8,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/LSO": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "LSO",
   "country_iso3": "LSO",
   "label": "Lesotho",
   "value": 8.8,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/LBR": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "LBR",
   "country_iso3": "LBR",
   "label": "Liberia",
   "value": 8.7,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/LBY": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "LBY",
   "country_iso3": "LBY",
   "label": "Libya",
   "value": 12.7,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/MDG": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "MDG",
   "country_iso3": "MDG",
   "label": "Madagascar",
   "value": 8.9,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/MWI": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "MWI",
   "country_iso3": "MWI",
   "label": "Malawi",
   "value": 8.9,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/MLI": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "MLI",
   "country_iso3": "MLI",
   "label": "Mali",
   "value": 8.7,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/MRT": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "MRT",
   "country_iso3": "MRT",
   "label": "Mauritania",
   "value": 8.7,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/MUS": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "MUS",
   "country_iso3": "MUS",
   "label": "Mauritius",
   "value": null,
   "unit": "% of working-age population",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "No information: no country estimate in the reviewed appendix.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/MAR": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "MAR",
   "country_iso3": "MAR",
   "label": "Morocco",
   "value": 10.5,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/MOZ": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "MOZ",
   "country_iso3": "MOZ",
   "label": "Mozambique",
   "value": 8.9,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/NAM": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "NAM",
   "country_iso3": "NAM",
   "label": "Namibia",
   "value": 13.0,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/NER": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "NER",
   "country_iso3": "NER",
   "label": "Niger",
   "value": 8.7,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/NGA": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "NGA",
   "country_iso3": "NGA",
   "label": "Nigeria",
   "value": 8.7,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/COG": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "COG",
   "country_iso3": "COG",
   "label": "Republic of the Congo",
   "value": 7.0,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/RWA": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "RWA",
   "country_iso3": "RWA",
   "label": "Rwanda",
   "value": 6.0,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/SEN": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "SEN",
   "country_iso3": "SEN",
   "label": "Senegal",
   "value": 12.4,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/SYC": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "SYC",
   "country_iso3": "SYC",
   "label": "Seychelles",
   "value": null,
   "unit": "% of working-age population",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "No information: no country estimate in the reviewed appendix.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/SLE": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "SLE",
   "country_iso3": "SLE",
   "label": "Sierra Leone",
   "value": 8.7,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/SOM": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "SOM",
   "country_iso3": "SOM",
   "label": "Somalia",
   "value": 6.4,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/ZAF": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "ZAF",
   "country_iso3": "ZAF",
   "label": "South Africa",
   "value": 19.3,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/SSD": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "SSD",
   "country_iso3": "SSD",
   "label": "South Sudan",
   "value": 6.4,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/SDN": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "SDN",
   "country_iso3": "SDN",
   "label": "Sudan",
   "value": 6.4,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/STP": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "STP",
   "country_iso3": "STP",
   "label": "São Tomé and Príncipe",
   "value": null,
   "unit": "% of working-age population",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "No information: no country estimate in the reviewed appendix.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/TZA": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "TZA",
   "country_iso3": "TZA",
   "label": "Tanzania",
   "value": 6.4,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/TGO": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "TGO",
   "country_iso3": "TGO",
   "label": "Togo",
   "value": 8.7,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/TUN": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "TUN",
   "country_iso3": "TUN",
   "label": "Tunisia",
   "value": 12.3,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/UGA": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "UGA",
   "country_iso3": "UGA",
   "label": "Uganda",
   "value": 6.4,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/ZMB": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "ZMB",
   "country_iso3": "ZMB",
   "label": "Zambia",
   "value": 11.7,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h1-2025/ZWE": {
   "series_id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H1 2025",
   "record_id": "ZWE",
   "country_iso3": "ZWE",
   "label": "Zimbabwe",
   "value": 6.9,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H1 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/DZA": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "DZA",
   "country_iso3": "DZA",
   "label": "Algeria",
   "value": 12.0,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/AGO": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "AGO",
   "country_iso3": "AGO",
   "label": "Angola",
   "value": 9.7,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/BEN": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "BEN",
   "country_iso3": "BEN",
   "label": "Benin",
   "value": 9.3,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/BWA": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "BWA",
   "country_iso3": "BWA",
   "label": "Botswana",
   "value": 13.7,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/BFA": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "BFA",
   "country_iso3": "BFA",
   "label": "Burkina Faso",
   "value": 9.3,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/BDI": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "BDI",
   "country_iso3": "BDI",
   "label": "Burundi",
   "value": 6.8,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/CPV": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "CPV",
   "country_iso3": "CPV",
   "label": "Cabo Verde",
   "value": null,
   "unit": "% of working-age population",
   "availability": "no_information_in_source",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "No information: no country estimate in the reviewed appendix.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/CMR": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "CMR",
   "country_iso3": "CMR",
   "label": "Cameroon",
   "value": 7.8,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/CAF": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "CAF",
   "country_iso3": "CAF",
   "label": "Central African Republic",
   "value": 7.8,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/TCD": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "TCD",
   "country_iso3": "TCD",
   "label": "Chad",
   "value": 7.8,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/COM": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "COM",
   "country_iso3": "COM",
   "label": "Comoros",
   "value": null,
   "unit": "% of working-age population",
   "availability": "no_information_in_source",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "No information: no country estimate in the reviewed appendix.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/CIV": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "CIV",
   "country_iso3": "CIV",
   "label": "Côte d'Ivoire",
   "value": 11.7,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/COD": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "COD",
   "country_iso3": "COD",
   "label": "Democratic Republic of the Congo",
   "value": 7.8,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/DJI": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "DJI",
   "country_iso3": "DJI",
   "label": "Djibouti",
   "value": null,
   "unit": "% of working-age population",
   "availability": "no_information_in_source",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "No information: no country estimate in the reviewed appendix.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/EGY": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "EGY",
   "country_iso3": "EGY",
   "label": "Egypt",
   "value": 13.4,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/GNQ": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "GNQ",
   "country_iso3": "GNQ",
   "label": "Equatorial Guinea",
   "value": null,
   "unit": "% of working-age population",
   "availability": "no_information_in_source",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "No information: no country estimate in the reviewed appendix.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/ERI": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "ERI",
   "country_iso3": "ERI",
   "label": "Eritrea",
   "value": 6.8,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/SWZ": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "SWZ",
   "country_iso3": "SWZ",
   "label": "Eswatini",
   "value": null,
   "unit": "% of working-age population",
   "availability": "no_information_in_source",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "No information: no country estimate in the reviewed appendix.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/ETH": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "ETH",
   "country_iso3": "ETH",
   "label": "Ethiopia",
   "value": 6.8,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/GAB": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "GAB",
   "country_iso3": "GAB",
   "label": "Gabon",
   "value": 13.4,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/GMB": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "GMB",
   "country_iso3": "GMB",
   "label": "Gambia",
   "value": 10.9,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/GHA": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "GHA",
   "country_iso3": "GHA",
   "label": "Ghana",
   "value": 9.3,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/GIN": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "GIN",
   "country_iso3": "GIN",
   "label": "Guinea",
   "value": 9.3,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/GNB": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "GNB",
   "country_iso3": "GNB",
   "label": "Guinea-Bissau",
   "value": 9.3,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/KEN": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "KEN",
   "country_iso3": "KEN",
   "label": "Kenya",
   "value": 8.1,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/LSO": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "LSO",
   "country_iso3": "LSO",
   "label": "Lesotho",
   "value": 9.1,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/LBR": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "LBR",
   "country_iso3": "LBR",
   "label": "Liberia",
   "value": 9.3,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/LBY": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "LBY",
   "country_iso3": "LBY",
   "label": "Libya",
   "value": 13.7,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/MDG": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "MDG",
   "country_iso3": "MDG",
   "label": "Madagascar",
   "value": 9.7,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/MWI": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "MWI",
   "country_iso3": "MWI",
   "label": "Malawi",
   "value": 9.7,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/MLI": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "MLI",
   "country_iso3": "MLI",
   "label": "Mali",
   "value": 9.3,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/MRT": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "MRT",
   "country_iso3": "MRT",
   "label": "Mauritania",
   "value": 9.3,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/MUS": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "MUS",
   "country_iso3": "MUS",
   "label": "Mauritius",
   "value": null,
   "unit": "% of working-age population",
   "availability": "no_information_in_source",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "No information: no country estimate in the reviewed appendix.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/MAR": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "MAR",
   "country_iso3": "MAR",
   "label": "Morocco",
   "value": 10.9,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/MOZ": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "MOZ",
   "country_iso3": "MOZ",
   "label": "Mozambique",
   "value": 9.7,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/NAM": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "NAM",
   "country_iso3": "NAM",
   "label": "Namibia",
   "value": 13.8,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/NER": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "NER",
   "country_iso3": "NER",
   "label": "Niger",
   "value": 9.3,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/NGA": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "NGA",
   "country_iso3": "NGA",
   "label": "Nigeria",
   "value": 9.3,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/COG": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "COG",
   "country_iso3": "COG",
   "label": "Republic of the Congo",
   "value": 7.8,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/RWA": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "RWA",
   "country_iso3": "RWA",
   "label": "Rwanda",
   "value": 6.3,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/SEN": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "SEN",
   "country_iso3": "SEN",
   "label": "Senegal",
   "value": 12.9,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/SYC": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "SYC",
   "country_iso3": "SYC",
   "label": "Seychelles",
   "value": null,
   "unit": "% of working-age population",
   "availability": "no_information_in_source",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "No information: no country estimate in the reviewed appendix.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/SLE": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "SLE",
   "country_iso3": "SLE",
   "label": "Sierra Leone",
   "value": 9.3,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/SOM": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "SOM",
   "country_iso3": "SOM",
   "label": "Somalia",
   "value": 6.8,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/ZAF": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "ZAF",
   "country_iso3": "ZAF",
   "label": "South Africa",
   "value": 21.1,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/SSD": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "SSD",
   "country_iso3": "SSD",
   "label": "South Sudan",
   "value": 6.8,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/SDN": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "SDN",
   "country_iso3": "SDN",
   "label": "Sudan",
   "value": 6.8,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/STP": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "STP",
   "country_iso3": "STP",
   "label": "São Tomé and Príncipe",
   "value": null,
   "unit": "% of working-age population",
   "availability": "no_information_in_source",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "No information: no country estimate in the reviewed appendix.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/TZA": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "TZA",
   "country_iso3": "TZA",
   "label": "Tanzania",
   "value": 6.8,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/TGO": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "TGO",
   "country_iso3": "TGO",
   "label": "Togo",
   "value": 9.3,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/TUN": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "TUN",
   "country_iso3": "TUN",
   "label": "Tunisia",
   "value": 12.7,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/UGA": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "UGA",
   "country_iso3": "UGA",
   "label": "Uganda",
   "value": 6.8,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/ZMB": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "ZMB",
   "country_iso3": "ZMB",
   "label": "Zambia",
   "value": 12.3,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-estimate-h2-2025/ZWE": {
   "series_id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "metric": "Estimated generative AI use — H2 2025",
   "record_id": "ZWE",
   "country_iso3": "ZWE",
   "label": "Zimbabwe",
   "value": 7.6,
   "unit": "% of working-age population",
   "availability": "available",
   "observation_period": "H2 2025",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "source": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "source_url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "source_id": "microsoft",
   "published_at": "2026-01",
   "reviewed_at": "2026-10-01",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "details": {},
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/DZA": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "DZA",
   "country_iso3": "DZA",
   "label": "Algeria",
   "value": 2.23,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB2548",
    "source_code": "i271mb_5GB$",
    "source_value": 2.23,
    "metadata_source_id": "itu-detail",
    "operator": "Algérie Télécom Mobile \"MOBILIS\"",
    "allowance_gb": 5,
    "technology": " 4G",
    "tax_rate_as_published": 19,
    "operator_notes": "Zero-rated Facebook and WhatsApp access for 30 days."
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/AGO": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "AGO",
   "country_iso3": "AGO",
   "label": "Angola",
   "value": 5.48,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB118",
    "source_code": "i271mb_5GB$",
    "source_value": 5.48,
    "metadata_source_id": "itu-detail",
    "operator": "Unitel",
    "allowance_gb": 6,
    "technology": "2G& 3G & 4G & 5G",
    "tax_rate_as_published": 14,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/BEN": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "BEN",
   "country_iso3": "BEN",
   "label": "Benin",
   "value": 8.21,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB748",
    "source_code": "i271mb_5GB$",
    "source_value": 8.21,
    "metadata_source_id": "itu-detail",
    "operator": "SPACETEL BENIN (MTN)",
    "allowance_gb": 5,
    "technology": "2G&3G&4G&5G",
    "tax_rate_as_published": 18,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/BWA": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "BWA",
   "country_iso3": "BWA",
   "label": "Botswana",
   "value": 8.68,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB1423",
    "source_code": "i271mb_5GB$",
    "source_value": 8.68,
    "metadata_source_id": "itu-detail",
    "operator": "Mascom",
    "allowance_gb": 6.5,
    "technology": "2G&3G&4G&5G",
    "tax_rate_as_published": 14,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/BFA": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "BFA",
   "country_iso3": "BFA",
   "label": "Burkina Faso",
   "value": 6.74,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB793",
    "source_code": "i271mb_5GB$",
    "source_value": 6.74,
    "metadata_source_id": "itu-detail",
    "operator": "ORANGE BURKINA FASO SA",
    "allowance_gb": 8,
    "technology": "4G+",
    "tax_rate_as_published": 18,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/BDI": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "BDI",
   "country_iso3": "BDI",
   "label": "Burundi",
   "value": 5.34,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB658",
    "source_code": "i271mb_5GB$",
    "source_value": 5.34,
    "metadata_source_id": "itu-detail",
    "operator": "Econet Leo",
    "allowance_gb": 5,
    "technology": "3G",
    "tax_rate_as_published": 18,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/CPV": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "CPV",
   "country_iso3": "CPV",
   "label": "Cabo Verde",
   "value": 6.67,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB2008",
    "source_code": "i271mb_5GB$",
    "source_value": 6.67,
    "metadata_source_id": "itu-detail",
    "operator": "CVTelecom",
    "allowance_gb": 5,
    "technology": "3G",
    "tax_rate_as_published": 15,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/CMR": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "CMR",
   "country_iso3": "CMR",
   "label": "Cameroon",
   "value": 8.02,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB1738",
    "source_code": "i271mb_5GB$",
    "source_value": 8.02,
    "metadata_source_id": "itu-detail",
    "operator": "ORANGE Cameroun",
    "allowance_gb": 5,
    "technology": "LTE",
    "tax_rate_as_published": 2,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/CAF": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "CAF",
   "country_iso3": "CAF",
   "label": "Central African Republic",
   "value": 23.8,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB1468",
    "source_code": "i271mb_5GB$",
    "source_value": 23.8,
    "metadata_source_id": "itu-detail",
    "operator": "Orange",
    "allowance_gb": 5.6,
    "technology": "3G+",
    "tax_rate_as_published": 19,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/TCD": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "TCD",
   "country_iso3": "TCD",
   "label": "Chad",
   "value": 9.62,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB8578",
    "source_code": "i271mb_5GB$",
    "source_value": 9.62,
    "metadata_source_id": "itu-detail",
    "operator": "Airtel",
    "allowance_gb": 6,
    "technology": "2G/3G/4G LTE",
    "tax_rate_as_published": 18,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/COM": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "COM",
   "country_iso3": "COM",
   "label": "Comoros",
   "value": 10.7,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB1963",
    "source_code": "i271mb_5GB$",
    "source_value": 10.7,
    "metadata_source_id": "itu-detail",
    "operator": "Comores Telecom",
    "allowance_gb": 10,
    "technology": "4.5G",
    "tax_rate_as_published": 10,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/CIV": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "CIV",
   "country_iso3": "CIV",
   "label": "Côte d'Ivoire",
   "value": 6.42,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB1693",
    "source_code": "i271mb_5GB$",
    "source_value": 6.42,
    "metadata_source_id": "itu-detail",
    "operator": "Orange Cote d'Ivoire",
    "allowance_gb": 12,
    "technology": "UMTS & LTE",
    "tax_rate_as_published": 18,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/COD": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "COD",
   "country_iso3": "COD",
   "label": "Democratic Republic of the Congo",
   "value": 10.0,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB1783",
    "source_code": "i271mb_5GB$",
    "source_value": 10,
    "metadata_source_id": "itu-detail",
    "operator": "Vodacom",
    "allowance_gb": 10,
    "technology": "3G",
    "tax_rate_as_published": 26,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/DJI": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "DJI",
   "country_iso3": "DJI",
   "label": "Djibouti",
   "value": 16.88,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB2368",
    "source_code": "i271mb_5GB$",
    "source_value": 16.88,
    "metadata_source_id": "itu-detail",
    "operator": "Djibouti Telecom",
    "allowance_gb": 20,
    "technology": "4G",
    "tax_rate_as_published": 10,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/EGY": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "EGY",
   "country_iso3": "EGY",
   "label": "Egypt",
   "value": 2.97,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB2638",
    "source_code": "i271mb_5GB$",
    "source_value": 2.97,
    "metadata_source_id": "itu-detail",
    "operator": "Vodafone Egypt",
    "allowance_gb": 6,
    "technology": "2G, 3G, 4G",
    "tax_rate_as_published": 42.86000061035156,
    "operator_notes": "This includes (22%) tax rate and administrative fee.\n"
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/GNQ": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "GNQ",
   "country_iso3": "GNQ",
   "label": "Equatorial Guinea",
   "value": null,
   "unit": "USD per month",
   "availability": "no_information_in_source",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
   "details": {
    "source_cell": "economies_2008-2025!AB3493",
    "source_code": "i271mb_5GB$",
    "source_value": "NA",
    "metadata_source_id": "itu-detail"
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/ERI": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "ERI",
   "country_iso3": "ERI",
   "label": "Eritrea",
   "value": null,
   "unit": "USD per month",
   "availability": "no_information_in_source",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
   "details": {
    "source_cell": "economies_2008-2025!AB2683",
    "source_code": "i271mb_5GB$",
    "source_value": "NA",
    "metadata_source_id": "itu-detail"
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/SWZ": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "SWZ",
   "country_iso3": "SWZ",
   "label": "Eswatini",
   "value": 13.51,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB8353",
    "source_code": "i271mb_5GB$",
    "source_value": 13.51,
    "metadata_source_id": "itu-detail",
    "operator": "MTN",
    "allowance_gb": 7,
    "technology": "3G/4G",
    "tax_rate_as_published": 15,
    "operator_notes": "Plan is bundled with 300 on-net minutes, 50 off-net minutes and 100 SMS."
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/ETH": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "ETH",
   "country_iso3": "ETH",
   "label": "Ethiopia",
   "value": 2.13,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB2818",
    "source_code": "i271mb_5GB$",
    "source_value": 2.13,
    "metadata_source_id": "itu-detail",
    "operator": "Ethio Telecom",
    "allowance_gb": 5,
    "technology": "UMTS, 4G, LTE",
    "tax_rate_as_published": 20,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/GAB": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "GAB",
   "country_iso3": "GAB",
   "label": "Gabon",
   "value": 16.04,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB3133",
    "source_code": "i271mb_5GB$",
    "source_value": 16.04,
    "metadata_source_id": "itu-detail",
    "operator": "Gabon Telecom/Moov Africa (Maroc Telecom)",
    "allowance_gb": 7,
    "technology": "4G",
    "tax_rate_as_published": 18,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/GMB": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "GMB",
   "country_iso3": "GMB",
   "label": "Gambia",
   "value": 6.13,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB3403",
    "source_code": "i271mb_5GB$",
    "source_value": 6.13,
    "metadata_source_id": "itu-detail",
    "operator": "Africell",
    "allowance_gb": 5,
    "technology": "4G",
    "tax_rate_as_published": 21.25,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/GHA": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "GHA",
   "country_iso3": "GHA",
   "label": "Ghana",
   "value": 5.5,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB3268",
    "source_code": "i271mb_5GB$",
    "source_value": 5.5,
    "metadata_source_id": "itu-detail",
    "operator": "MTN GHANA",
    "allowance_gb": 5,
    "technology": "3G & LTE",
    "tax_rate_as_published": 26,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/GIN": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "GIN",
   "country_iso3": "GIN",
   "label": "Guinea",
   "value": 6.72,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB3358",
    "source_code": "i271mb_5GB$",
    "source_value": 6.72,
    "metadata_source_id": "itu-detail",
    "operator": "Orange Guinea",
    "allowance_gb": 5,
    "technology": "3G+, 4G",
    "tax_rate_as_published": 18,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/GNB": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "GNB",
   "country_iso3": "GNB",
   "label": "Guinea-Bissau",
   "value": 8.02,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB3448",
    "source_code": "i271mb_5GB$",
    "source_value": 8.02,
    "metadata_source_id": "itu-detail",
    "operator": "Orange (Sonatel)",
    "allowance_gb": 8,
    "technology": "3G&4G",
    "tax_rate_as_published": 19,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/KEN": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "KEN",
   "country_iso3": "KEN",
   "label": "Kenya",
   "value": 7.73,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB4618",
    "source_code": "i271mb_5GB$",
    "source_value": 7.73,
    "metadata_source_id": "itu-detail",
    "operator": "Safaricom",
    "allowance_gb": 5,
    "technology": "UMTS, LTE, 5G",
    "tax_rate_as_published": 31,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/LSO": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "LSO",
   "country_iso3": "LSO",
   "label": "Lesotho",
   "value": 8.0,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB5248",
    "source_code": "i271mb_5GB$",
    "source_value": 8,
    "metadata_source_id": "itu-detail",
    "operator": "Vodacom Lesotho",
    "allowance_gb": 6,
    "technology": "3G/LTE",
    "tax_rate_as_published": 15,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/LBR": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "LBR",
   "country_iso3": "LBR",
   "label": "Liberia",
   "value": 8.0,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB5023",
    "source_code": "i271mb_5GB$",
    "source_value": 8,
    "metadata_source_id": "itu-detail",
    "operator": "Orange",
    "allowance_gb": 7.2,
    "technology": "LTE",
    "tax_rate_as_published": 15,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/LBY": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "LBY",
   "country_iso3": "LBY",
   "label": "Libya",
   "value": 2.04,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB5068",
    "source_code": "i271mb_5GB$",
    "source_value": 2.04,
    "metadata_source_id": "itu-detail",
    "operator": "Libyana",
    "allowance_gb": 5,
    "technology": "4G",
    "tax_rate_as_published": 0,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/MDG": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "MDG",
   "country_iso3": "MDG",
   "label": "Madagascar",
   "value": 5.34,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB5608",
    "source_code": "i271mb_5GB$",
    "source_value": 5.34,
    "metadata_source_id": "itu-detail",
    "operator": "Yas Madagascar",
    "allowance_gb": 5,
    "technology": "4G & 5G",
    "tax_rate_as_published": 20,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/MWI": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "MWI",
   "country_iso3": "MWI",
   "label": "Malawi",
   "value": 3.43,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB6238",
    "source_code": "i271mb_5GB$",
    "source_value": 3.43,
    "metadata_source_id": "itu-detail",
    "operator": "Airtel Malawi",
    "allowance_gb": 10.4,
    "technology": "3G, LTE",
    "tax_rate_as_published": 26.5,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/MLI": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "MLI",
   "country_iso3": "MLI",
   "label": "Mali",
   "value": 8.02,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB5833",
    "source_code": "i271mb_5GB$",
    "source_value": 8.02,
    "metadata_source_id": "itu-detail",
    "operator": "Orange Mali",
    "allowance_gb": 8,
    "technology": "LTE",
    "tax_rate_as_published": 18,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/MRT": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "MRT",
   "country_iso3": "MRT",
   "label": "Mauritania",
   "value": 5.02,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB6148",
    "source_code": "i271mb_5GB$",
    "source_value": 5.02,
    "metadata_source_id": "itu-detail",
    "operator": "Mauritel",
    "allowance_gb": 6,
    "technology": "3G/4G",
    "tax_rate_as_published": 18,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/MUS": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "MUS",
   "country_iso3": "MUS",
   "label": "Mauritius",
   "value": 5.89,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB6193",
    "source_code": "i271mb_5GB$",
    "source_value": 5.89,
    "metadata_source_id": "itu-detail",
    "operator": "Cellplus Mobile Communications Ltd (my.t)",
    "allowance_gb": 200,
    "technology": "3G, 4G, 5G",
    "tax_rate_as_published": 15,
    "operator_notes": "VAT is already deducted when consumer purchases airtime. Therefore when calls, SMS or data packs are purchased, VAT of 15% is not levied again on the approved tariff."
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/MAR": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "MAR",
   "country_iso3": "MAR",
   "label": "Morocco",
   "value": 4.95,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB5473",
    "source_code": "i271mb_5GB$",
    "source_value": 4.95,
    "metadata_source_id": "itu-detail",
    "operator": "Orange",
    "allowance_gb": 11,
    "technology": "4G",
    "tax_rate_as_published": 20,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/MOZ": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "MOZ",
   "country_iso3": "MOZ",
   "label": "Mozambique",
   "value": 3.07,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB6103",
    "source_code": "i271mb_5GB$",
    "source_value": 3.07,
    "metadata_source_id": "itu-detail",
    "operator": "Vodacom Mozambique",
    "allowance_gb": 5.8,
    "technology": "LTE & 5G",
    "tax_rate_as_published": 16,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/NAM": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "NAM",
   "country_iso3": "NAM",
   "label": "Namibia",
   "value": 9.7,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB6328",
    "source_code": "i271mb_5GB$",
    "source_value": 9.7,
    "metadata_source_id": "itu-detail",
    "operator": "Mobile Telecommunications Company (MTC)",
    "allowance_gb": 8,
    "technology": "LTE",
    "tax_rate_as_published": 15,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/NER": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "NER",
   "country_iso3": "NER",
   "label": "Niger",
   "value": 8.02,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB6418",
    "source_code": "i271mb_5GB$",
    "source_value": 8.02,
    "metadata_source_id": "itu-detail",
    "operator": "Airtel Niger SA (Ex Celtel)",
    "allowance_gb": 5,
    "technology": "UMTS & LTE",
    "tax_rate_as_published": 19,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/NGA": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "NGA",
   "country_iso3": "NGA",
   "label": "Nigeria",
   "value": 0.99,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB6463",
    "source_code": "i271mb_5GB$",
    "source_value": 0.99,
    "metadata_source_id": "itu-detail",
    "operator": "MTN",
    "allowance_gb": 5,
    "technology": "LTE & 5G",
    "tax_rate_as_published": 7.5,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/COG": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "COG",
   "country_iso3": "COG",
   "label": "Republic of the Congo",
   "value": 10.2,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB1828",
    "source_code": "i271mb_5GB$",
    "source_value": 10.2,
    "metadata_source_id": "itu-detail",
    "operator": "MTN",
    "allowance_gb": 5.1,
    "technology": "LTE",
    "tax_rate_as_published": 18.899999618530273,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/RWA": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "RWA",
   "country_iso3": "RWA",
   "label": "Rwanda",
   "value": 1.43,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB7543",
    "source_code": "i271mb_5GB$",
    "source_value": 1.43,
    "metadata_source_id": "itu-detail",
    "operator": "MTN Rwandacell Plc",
    "allowance_gb": 15,
    "technology": "UMTS and LTE",
    "tax_rate_as_published": 28,
    "operator_notes": "Daily limit usage of 500 MB."
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/SEN": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "SEN",
   "country_iso3": "SEN",
   "label": "Senegal",
   "value": 6.42,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB7678",
    "source_code": "i271mb_5GB$",
    "source_value": 6.42,
    "metadata_source_id": "itu-detail",
    "operator": "Orange",
    "allowance_gb": 8,
    "technology": "3G/4G",
    "tax_rate_as_published": 23,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/SYC": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "SYC",
   "country_iso3": "SYC",
   "label": "Seychelles",
   "value": 20.27,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB8443",
    "source_code": "i271mb_5GB$",
    "source_value": 20.27,
    "metadata_source_id": "itu-detail",
    "operator": "Cable and Wireless (Seychelles) Ltd",
    "allowance_gb": 6.5,
    "technology": "4G LTE, 3G UMTS",
    "tax_rate_as_published": 15,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/SLE": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "SLE",
   "country_iso3": "SLE",
   "label": "Sierra Leone",
   "value": 4.26,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB7858",
    "source_code": "i271mb_5GB$",
    "source_value": 4.26,
    "metadata_source_id": "itu-detail",
    "operator": "Africell",
    "allowance_gb": 5,
    "technology": "4G",
    "tax_rate_as_published": 15,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/SOM": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "SOM",
   "country_iso3": "SOM",
   "label": "Somalia",
   "value": 2.0,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB7993",
    "source_code": "i271mb_5GB$",
    "source_value": 2,
    "metadata_source_id": "itu-detail",
    "operator": "Hormuud Telecom ",
    "allowance_gb": 5,
    "technology": "LTE, 5G",
    "tax_rate_as_published": 5,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/ZAF": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "ZAF",
   "country_iso3": "ZAF",
   "label": "South Africa",
   "value": 6.43,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB9838",
    "source_code": "i271mb_5GB$",
    "source_value": 6.43,
    "metadata_source_id": "itu-detail",
    "operator": "Vodacom SA",
    "allowance_gb": 5,
    "technology": "3G/LTE/5G",
    "tax_rate_as_published": 15,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/SSD": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "SSD",
   "country_iso3": "SSD",
   "label": "South Sudan",
   "value": 6.07,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB8083",
    "source_code": "i271mb_5GB$",
    "source_value": 6.07,
    "metadata_source_id": "itu-detail",
    "operator": "MTN",
    "allowance_gb": 5,
    "technology": "3G/4G",
    "tax_rate_as_published": 10,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/SDN": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "SDN",
   "country_iso3": "SDN",
   "label": "Sudan",
   "value": 4.17,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB7633",
    "source_code": "i271mb_5GB$",
    "source_value": 4.17,
    "metadata_source_id": "itu-detail",
    "operator": "Zain Sudan",
    "allowance_gb": 10,
    "technology": "3G & 4G",
    "tax_rate_as_published": 30,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/STP": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "STP",
   "country_iso3": "STP",
   "label": "São Tomé and Príncipe",
   "value": 11.75,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB8128",
    "source_code": "i271mb_5GB$",
    "source_value": 11.75,
    "metadata_source_id": "itu-detail",
    "operator": "CST",
    "allowance_gb": 5,
    "technology": "4G",
    "tax_rate_as_published": 15,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/TZA": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "TZA",
   "country_iso3": "TZA",
   "label": "Tanzania",
   "value": 4.72,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB9163",
    "source_code": "i271mb_5GB$",
    "source_value": 4.72,
    "metadata_source_id": "itu-detail",
    "operator": "Vodacom Tanzania",
    "allowance_gb": 5.6,
    "technology": "4G",
    "tax_rate_as_published": 18,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/TGO": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "TGO",
   "country_iso3": "TGO",
   "label": "Togo",
   "value": 8.02,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB8623",
    "source_code": "i271mb_5GB$",
    "source_value": 8.02,
    "metadata_source_id": "itu-detail",
    "operator": "Togo Cellulaire",
    "allowance_gb": 6,
    "technology": "4G+",
    "tax_rate_as_published": 18,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/TUN": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "TUN",
   "country_iso3": "TUN",
   "label": "Tunisia",
   "value": 4.74,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB8983",
    "source_code": "i271mb_5GB$",
    "source_value": 4.74,
    "metadata_source_id": "itu-detail",
    "operator": "Ooredoo",
    "allowance_gb": 6,
    "technology": "3G/4G/5G",
    "tax_rate_as_published": 19,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/UGA": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "UGA",
   "country_iso3": "UGA",
   "label": "Uganda",
   "value": 5.44,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB9208",
    "source_code": "i271mb_5GB$",
    "source_value": 5.44,
    "metadata_source_id": "itu-detail",
    "operator": "MTN Uganda",
    "allowance_gb": 7.5,
    "technology": "2G, 3G+, 4G",
    "tax_rate_as_published": 30,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/ZMB": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "ZMB",
   "country_iso3": "ZMB",
   "label": "Zambia",
   "value": 2.83,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB9883",
    "source_code": "i271mb_5GB$",
    "source_value": 2.83,
    "metadata_source_id": "itu-detail",
    "operator": "Airtel",
    "allowance_gb": 6,
    "technology": "3G & 4G",
    "tax_rate_as_published": 33.5,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-usd-2025/ZWE": {
   "series_id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket (5 GB minimum)",
   "record_id": "ZWE",
   "country_iso3": "ZWE",
   "label": "Zimbabwe",
   "value": null,
   "unit": "USD per month",
   "availability": "no_information_in_source",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
   "details": {
    "source_cell": "economies_2008-2025!AB9928",
    "source_code": "i271mb_5GB$",
    "source_value": "NA",
    "metadata_source_id": "itu-detail",
    "operator": "ECONET",
    "allowance_gb": 5.6,
    "technology": "W-CDMA, LTE, 5G",
    "tax_rate_as_published": 25,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/DZA": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "DZA",
   "country_iso3": "DZA",
   "label": "Algeria",
   "value": 0.49,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB2546",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 0.49,
    "metadata_source_id": "itu-detail",
    "operator": "Algérie Télécom Mobile \"MOBILIS\"",
    "allowance_gb": 5,
    "technology": " 4G",
    "tax_rate_as_published": 19,
    "operator_notes": "Zero-rated Facebook and WhatsApp access for 30 days."
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/AGO": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "AGO",
   "country_iso3": "AGO",
   "label": "Angola",
   "value": 3.05,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB116",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 3.05,
    "metadata_source_id": "itu-detail",
    "operator": "Unitel",
    "allowance_gb": 6,
    "technology": "2G& 3G & 4G & 5G",
    "tax_rate_as_published": 14,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/BEN": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "BEN",
   "country_iso3": "BEN",
   "label": "Benin",
   "value": 6.89,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB746",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 6.89,
    "metadata_source_id": "itu-detail",
    "operator": "SPACETEL BENIN (MTN)",
    "allowance_gb": 5,
    "technology": "2G&3G&4G&5G",
    "tax_rate_as_published": 18,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/BWA": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "BWA",
   "country_iso3": "BWA",
   "label": "Botswana",
   "value": 1.38,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB1421",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 1.38,
    "metadata_source_id": "itu-detail",
    "operator": "Mascom",
    "allowance_gb": 6.5,
    "technology": "2G&3G&4G&5G",
    "tax_rate_as_published": 14,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/BFA": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "BFA",
   "country_iso3": "BFA",
   "label": "Burkina Faso",
   "value": 8.8,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB791",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 8.8,
    "metadata_source_id": "itu-detail",
    "operator": "ORANGE BURKINA FASO SA",
    "allowance_gb": 8,
    "technology": "4G+",
    "tax_rate_as_published": 18,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/BDI": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "BDI",
   "country_iso3": "BDI",
   "label": "Burundi",
   "value": 25.18,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB656",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 25.18,
    "metadata_source_id": "itu-detail",
    "operator": "Econet Leo",
    "allowance_gb": 5,
    "technology": "3G",
    "tax_rate_as_published": 18,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/CPV": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "CPV",
   "country_iso3": "CPV",
   "label": "Cabo Verde",
   "value": 1.59,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB2006",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 1.59,
    "metadata_source_id": "itu-detail",
    "operator": "CVTelecom",
    "allowance_gb": 5,
    "technology": "3G",
    "tax_rate_as_published": 15,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/CMR": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "CMR",
   "country_iso3": "CMR",
   "label": "Cameroon",
   "value": 5.72,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB1736",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 5.72,
    "metadata_source_id": "itu-detail",
    "operator": "ORANGE Cameroun",
    "allowance_gb": 5,
    "technology": "LTE",
    "tax_rate_as_published": 2,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/CAF": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "CAF",
   "country_iso3": "CAF",
   "label": "Central African Republic",
   "value": 53.67,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB1466",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 53.67,
    "metadata_source_id": "itu-detail",
    "operator": "Orange",
    "allowance_gb": 5.6,
    "technology": "3G+",
    "tax_rate_as_published": 19,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/TCD": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "TCD",
   "country_iso3": "TCD",
   "label": "Chad",
   "value": 11.81,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB8576",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 11.81,
    "metadata_source_id": "itu-detail",
    "operator": "Airtel",
    "allowance_gb": 6,
    "technology": "2G/3G/4G LTE",
    "tax_rate_as_published": 18,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/COM": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "COM",
   "country_iso3": "COM",
   "label": "Comoros",
   "value": 7.36,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB1961",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 7.36,
    "metadata_source_id": "itu-detail",
    "operator": "Comores Telecom",
    "allowance_gb": 10,
    "technology": "4.5G",
    "tax_rate_as_published": 10,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/CIV": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "CIV",
   "country_iso3": "CIV",
   "label": "Côte d'Ivoire",
   "value": 3.04,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB1691",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 3.04,
    "metadata_source_id": "itu-detail",
    "operator": "Orange Cote d'Ivoire",
    "allowance_gb": 12,
    "technology": "UMTS & LTE",
    "tax_rate_as_published": 18,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/COD": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "COD",
   "country_iso3": "COD",
   "label": "Democratic Republic of the Congo",
   "value": 18.75,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB1781",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 18.75,
    "metadata_source_id": "itu-detail",
    "operator": "Vodacom",
    "allowance_gb": 10,
    "technology": "3G",
    "tax_rate_as_published": 26,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/DJI": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "DJI",
   "country_iso3": "DJI",
   "label": "Djibouti",
   "value": 5.74,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB2366",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 5.74,
    "metadata_source_id": "itu-detail",
    "operator": "Djibouti Telecom",
    "allowance_gb": 20,
    "technology": "4G",
    "tax_rate_as_published": 10,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/EGY": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "EGY",
   "country_iso3": "EGY",
   "label": "Egypt",
   "value": 1.58,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB2636",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 1.58,
    "metadata_source_id": "itu-detail",
    "operator": "Vodafone Egypt",
    "allowance_gb": 6,
    "technology": "2G, 3G, 4G",
    "tax_rate_as_published": 42.86000061035156,
    "operator_notes": "This includes (22%) tax rate and administrative fee.\n"
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/GNQ": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "GNQ",
   "country_iso3": "GNQ",
   "label": "Equatorial Guinea",
   "value": null,
   "unit": "% of monthly GNI per capita",
   "availability": "no_information_in_source",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
   "details": {
    "source_cell": "economies_2008-2025!AB3491",
    "source_code": "i271mb_5GB_GNI",
    "source_value": "NA",
    "metadata_source_id": "itu-detail"
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/ERI": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "ERI",
   "country_iso3": "ERI",
   "label": "Eritrea",
   "value": null,
   "unit": "% of monthly GNI per capita",
   "availability": "no_information_in_source",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
   "details": {
    "source_cell": "economies_2008-2025!AB2681",
    "source_code": "i271mb_5GB_GNI",
    "source_value": "NA",
    "metadata_source_id": "itu-detail"
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/SWZ": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "SWZ",
   "country_iso3": "SWZ",
   "label": "Eswatini",
   "value": 4.56,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB8351",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 4.56,
    "metadata_source_id": "itu-detail",
    "operator": "MTN",
    "allowance_gb": 7,
    "technology": "3G/4G",
    "tax_rate_as_published": 15,
    "operator_notes": "Plan is bundled with 300 on-net minutes, 50 off-net minutes and 100 SMS."
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/ETH": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "ETH",
   "country_iso3": "ETH",
   "label": "Ethiopia",
   "value": 4.79,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB2816",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 4.79,
    "metadata_source_id": "itu-detail",
    "operator": "Ethio Telecom",
    "allowance_gb": 5,
    "technology": "UMTS, 4G, LTE",
    "tax_rate_as_published": 20,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/GAB": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "GAB",
   "country_iso3": "GAB",
   "label": "Gabon",
   "value": 2.65,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB3131",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 2.65,
    "metadata_source_id": "itu-detail",
    "operator": "Gabon Telecom/Moov Africa (Maroc Telecom)",
    "allowance_gb": 7,
    "technology": "4G",
    "tax_rate_as_published": 18,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/GMB": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "GMB",
   "country_iso3": "GMB",
   "label": "Gambia",
   "value": 8.68,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB3401",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 8.68,
    "metadata_source_id": "itu-detail",
    "operator": "Africell",
    "allowance_gb": 5,
    "technology": "4G",
    "tax_rate_as_published": 21.25,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/GHA": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "GHA",
   "country_iso3": "GHA",
   "label": "Ghana",
   "value": 3.06,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB3266",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 3.06,
    "metadata_source_id": "itu-detail",
    "operator": "MTN GHANA",
    "allowance_gb": 5,
    "technology": "3G & LTE",
    "tax_rate_as_published": 26,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/GIN": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "GIN",
   "country_iso3": "GIN",
   "label": "Guinea",
   "value": 5.16,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB3356",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 5.16,
    "metadata_source_id": "itu-detail",
    "operator": "Orange Guinea",
    "allowance_gb": 5,
    "technology": "3G+, 4G",
    "tax_rate_as_published": 18,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/GNB": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "GNB",
   "country_iso3": "GNB",
   "label": "Guinea-Bissau",
   "value": 10.2,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB3446",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 10.2,
    "metadata_source_id": "itu-detail",
    "operator": "Orange (Sonatel)",
    "allowance_gb": 8,
    "technology": "3G&4G",
    "tax_rate_as_published": 19,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/KEN": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "KEN",
   "country_iso3": "KEN",
   "label": "Kenya",
   "value": 4.1,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB4616",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 4.1,
    "metadata_source_id": "itu-detail",
    "operator": "Safaricom",
    "allowance_gb": 5,
    "technology": "UMTS, LTE, 5G",
    "tax_rate_as_published": 31,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/LSO": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "LSO",
   "country_iso3": "LSO",
   "label": "Lesotho",
   "value": 8.35,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB5246",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 8.35,
    "metadata_source_id": "itu-detail",
    "operator": "Vodacom Lesotho",
    "allowance_gb": 6,
    "technology": "3G/LTE",
    "tax_rate_as_published": 15,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/LBR": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "LBR",
   "country_iso3": "LBR",
   "label": "Liberia",
   "value": 12.63,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB5021",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 12.63,
    "metadata_source_id": "itu-detail",
    "operator": "Orange",
    "allowance_gb": 7.2,
    "technology": "LTE",
    "tax_rate_as_published": 15,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/LBY": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "LBY",
   "country_iso3": "LBY",
   "label": "Libya",
   "value": 0.39,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB5066",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 0.39,
    "metadata_source_id": "itu-detail",
    "operator": "Libyana",
    "allowance_gb": 5,
    "technology": "4G",
    "tax_rate_as_published": 0,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/MDG": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "MDG",
   "country_iso3": "MDG",
   "label": "Madagascar",
   "value": 12.49,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB5606",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 12.49,
    "metadata_source_id": "itu-detail",
    "operator": "Yas Madagascar",
    "allowance_gb": 5,
    "technology": "4G & 5G",
    "tax_rate_as_published": 20,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/MWI": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "MWI",
   "country_iso3": "MWI",
   "label": "Malawi",
   "value": 8.45,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB6236",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 8.45,
    "metadata_source_id": "itu-detail",
    "operator": "Airtel Malawi",
    "allowance_gb": 10.4,
    "technology": "3G, LTE",
    "tax_rate_as_published": 26.5,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/MLI": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "MLI",
   "country_iso3": "MLI",
   "label": "Mali",
   "value": 9.38,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB5831",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 9.38,
    "metadata_source_id": "itu-detail",
    "operator": "Orange Mali",
    "allowance_gb": 8,
    "technology": "LTE",
    "tax_rate_as_published": 18,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/MRT": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "MRT",
   "country_iso3": "MRT",
   "label": "Mauritania",
   "value": 2.94,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB6146",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 2.94,
    "metadata_source_id": "itu-detail",
    "operator": "Mauritel",
    "allowance_gb": 6,
    "technology": "3G/4G",
    "tax_rate_as_published": 18,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/MUS": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "MUS",
   "country_iso3": "MUS",
   "label": "Mauritius",
   "value": 0.54,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB6191",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 0.54,
    "metadata_source_id": "itu-detail",
    "operator": "Cellplus Mobile Communications Ltd (my.t)",
    "allowance_gb": 200,
    "technology": "3G, 4G, 5G",
    "tax_rate_as_published": 15,
    "operator_notes": "VAT is already deducted when consumer purchases airtime. Therefore when calls, SMS or data packs are purchased, VAT of 15% is not levied again on the approved tariff."
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/MAR": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "MAR",
   "country_iso3": "MAR",
   "label": "Morocco",
   "value": 1.5,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB5471",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 1.5,
    "metadata_source_id": "itu-detail",
    "operator": "Orange",
    "allowance_gb": 11,
    "technology": "4G",
    "tax_rate_as_published": 20,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/MOZ": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "MOZ",
   "country_iso3": "MOZ",
   "label": "Mozambique",
   "value": 6.4,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB6101",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 6.4,
    "metadata_source_id": "itu-detail",
    "operator": "Vodacom Mozambique",
    "allowance_gb": 5.8,
    "technology": "LTE & 5G",
    "tax_rate_as_published": 16,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/NAM": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "NAM",
   "country_iso3": "NAM",
   "label": "Namibia",
   "value": 2.75,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB6326",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 2.75,
    "metadata_source_id": "itu-detail",
    "operator": "Mobile Telecommunications Company (MTC)",
    "allowance_gb": 8,
    "technology": "LTE",
    "tax_rate_as_published": 15,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/NER": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "NER",
   "country_iso3": "NER",
   "label": "Niger",
   "value": 13.86,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB6416",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 13.86,
    "metadata_source_id": "itu-detail",
    "operator": "Airtel Niger SA (Ex Celtel)",
    "allowance_gb": 5,
    "technology": "UMTS & LTE",
    "tax_rate_as_published": 19,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/NGA": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "NGA",
   "country_iso3": "NGA",
   "label": "Nigeria",
   "value": 1.56,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB6461",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 1.56,
    "metadata_source_id": "itu-detail",
    "operator": "MTN",
    "allowance_gb": 5,
    "technology": "LTE & 5G",
    "tax_rate_as_published": 7.5,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/COG": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "COG",
   "country_iso3": "COG",
   "label": "Republic of the Congo",
   "value": 5.32,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB1826",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 5.32,
    "metadata_source_id": "itu-detail",
    "operator": "MTN",
    "allowance_gb": 5.1,
    "technology": "LTE",
    "tax_rate_as_published": 18.899999618530273,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/RWA": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "RWA",
   "country_iso3": "RWA",
   "label": "Rwanda",
   "value": 1.87,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB7541",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 1.87,
    "metadata_source_id": "itu-detail",
    "operator": "MTN Rwandacell Plc",
    "allowance_gb": 15,
    "technology": "UMTS and LTE",
    "tax_rate_as_published": 28,
    "operator_notes": "Daily limit usage of 500 MB."
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/SEN": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "SEN",
   "country_iso3": "SEN",
   "label": "Senegal",
   "value": 4.68,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB7676",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 4.68,
    "metadata_source_id": "itu-detail",
    "operator": "Orange",
    "allowance_gb": 8,
    "technology": "3G/4G",
    "tax_rate_as_published": 23,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/SYC": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "SYC",
   "country_iso3": "SYC",
   "label": "Seychelles",
   "value": 1.43,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB8441",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 1.43,
    "metadata_source_id": "itu-detail",
    "operator": "Cable and Wireless (Seychelles) Ltd",
    "allowance_gb": 6.5,
    "technology": "4G LTE, 3G UMTS",
    "tax_rate_as_published": 15,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/SLE": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "SLE",
   "country_iso3": "SLE",
   "label": "Sierra Leone",
   "value": 6.13,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB7856",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 6.13,
    "metadata_source_id": "itu-detail",
    "operator": "Africell",
    "allowance_gb": 5,
    "technology": "4G",
    "tax_rate_as_published": 15,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/SOM": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "SOM",
   "country_iso3": "SOM",
   "label": "Somalia",
   "value": 4.0,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB7991",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 4,
    "metadata_source_id": "itu-detail",
    "operator": "Hormuud Telecom ",
    "allowance_gb": 5,
    "technology": "LTE, 5G",
    "tax_rate_as_published": 5,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/ZAF": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "ZAF",
   "country_iso3": "ZAF",
   "label": "South Africa",
   "value": 1.27,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB9836",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 1.27,
    "metadata_source_id": "itu-detail",
    "operator": "Vodacom SA",
    "allowance_gb": 5,
    "technology": "3G/LTE/5G",
    "tax_rate_as_published": 15,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/SSD": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "SSD",
   "country_iso3": "SSD",
   "label": "South Sudan",
   "value": 24.23,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB8081",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 24.23,
    "metadata_source_id": "itu-detail",
    "operator": "MTN",
    "allowance_gb": 5,
    "technology": "3G/4G",
    "tax_rate_as_published": 10,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/SDN": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "SDN",
   "country_iso3": "SDN",
   "label": "Sudan",
   "value": 6.62,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB7631",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 6.62,
    "metadata_source_id": "itu-detail",
    "operator": "Zain Sudan",
    "allowance_gb": 10,
    "technology": "3G & 4G",
    "tax_rate_as_published": 30,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/STP": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "STP",
   "country_iso3": "STP",
   "label": "São Tomé and Príncipe",
   "value": 4.35,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB8126",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 4.35,
    "metadata_source_id": "itu-detail",
    "operator": "CST",
    "allowance_gb": 5,
    "technology": "4G",
    "tax_rate_as_published": 15,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/TZA": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "TZA",
   "country_iso3": "TZA",
   "label": "Tanzania",
   "value": 4.79,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB9161",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 4.79,
    "metadata_source_id": "itu-detail",
    "operator": "Vodacom Tanzania",
    "allowance_gb": 5.6,
    "technology": "4G",
    "tax_rate_as_published": 18,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/TGO": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "TGO",
   "country_iso3": "TGO",
   "label": "Togo",
   "value": 9.46,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB8621",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 9.46,
    "metadata_source_id": "itu-detail",
    "operator": "Togo Cellulaire",
    "allowance_gb": 6,
    "technology": "4G+",
    "tax_rate_as_published": 18,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/TUN": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "TUN",
   "country_iso3": "TUN",
   "label": "Tunisia",
   "value": 1.36,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB8981",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 1.36,
    "metadata_source_id": "itu-detail",
    "operator": "Ooredoo",
    "allowance_gb": 6,
    "technology": "3G/4G/5G",
    "tax_rate_as_published": 19,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/UGA": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "UGA",
   "country_iso3": "UGA",
   "label": "Uganda",
   "value": 6.07,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB9206",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 6.07,
    "metadata_source_id": "itu-detail",
    "operator": "MTN Uganda",
    "allowance_gb": 7.5,
    "technology": "2G, 3G+, 4G",
    "tax_rate_as_published": 30,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/ZMB": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "ZMB",
   "country_iso3": "ZMB",
   "label": "Zambia",
   "value": 3.18,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB9881",
    "source_code": "i271mb_5GB_GNI",
    "source_value": 3.18,
    "metadata_source_id": "itu-detail",
    "operator": "Airtel",
    "allowance_gb": 6,
    "technology": "3G & 4G",
    "tax_rate_as_published": 33.5,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-mobile-gni-2025/ZWE": {
   "series_id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Mobile data basket / monthly income",
   "record_id": "ZWE",
   "country_iso3": "ZWE",
   "label": "Zimbabwe",
   "value": null,
   "unit": "% of monthly GNI per capita",
   "availability": "no_information_in_source",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
   "details": {
    "source_cell": "economies_2008-2025!AB9926",
    "source_code": "i271mb_5GB_GNI",
    "source_value": "NA",
    "metadata_source_id": "itu-detail",
    "operator": "ECONET",
    "allowance_gb": 5.6,
    "technology": "W-CDMA, LTE, 5G",
    "tax_rate_as_published": 25,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/DZA": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "DZA",
   "country_iso3": "DZA",
   "label": "Algeria",
   "value": 11.88,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB2527",
    "source_code": "i154_FBB5$",
    "source_value": 11.88,
    "metadata_source_id": "itu-detail",
    "operator": "Algérie Télécom",
    "allowance_gb": "Unlimited",
    "technology": "XDSL et FTTX",
    "tax_rate_as_published": 0,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/AGO": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "AGO",
   "country_iso3": "AGO",
   "label": "Angola",
   "value": 30.69,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB97",
    "source_code": "i154_FBB5$",
    "source_value": 30.69,
    "metadata_source_id": "itu-detail",
    "operator": "ZAP",
    "allowance_gb": "Unlimited",
    "technology": "FTTH",
    "tax_rate_as_published": 14,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/BEN": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "BEN",
   "country_iso3": "BEN",
   "label": "Benin",
   "value": 25.66,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB727",
    "source_code": "i154_FBB5$",
    "source_value": 25.66,
    "metadata_source_id": "itu-detail",
    "operator": "SBIN",
    "allowance_gb": "Unlimited",
    "technology": "ADSL",
    "tax_rate_as_published": 18,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/BWA": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "BWA",
   "country_iso3": "BWA",
   "label": "Botswana",
   "value": 49.97,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB1402",
    "source_code": "i154_FBB5$",
    "source_value": 49.97,
    "metadata_source_id": "itu-detail",
    "operator": "Botswana Telecommunications Corporation Limited (BTCL)",
    "allowance_gb": "Unlimited",
    "technology": "DSL",
    "tax_rate_as_published": 14,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/BFA": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "BFA",
   "country_iso3": "BFA",
   "label": "Burkina Faso",
   "value": 24.06,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB772",
    "source_code": "i154_FBB5$",
    "source_value": 24.06,
    "metadata_source_id": "itu-detail",
    "operator": "CanalBox",
    "allowance_gb": "Unlimited",
    "technology": "FTTH",
    "tax_rate_as_published": 18,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/BDI": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "BDI",
   "country_iso3": "BDI",
   "label": "Burundi",
   "value": 64.88,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB637",
    "source_code": "i154_FBB5$",
    "source_value": 64.88,
    "metadata_source_id": "itu-detail",
    "operator": "CBINET",
    "allowance_gb": "Unlimited",
    "technology": "DSL, FTTH",
    "tax_rate_as_published": 18,
    "operator_notes": "An additional tax called OTT and IP Communication Tax of 100,000 BIF/month/subscription is applied to each connection (including each additional residential connection)."
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/CPV": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "CPV",
   "country_iso3": "CPV",
   "label": "Cabo Verde",
   "value": 8.57,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB1987",
    "source_code": "i154_FBB5$",
    "source_value": 8.57,
    "metadata_source_id": "itu-detail",
    "operator": "CVTelecom",
    "allowance_gb": 10,
    "technology": "DSL, FTTH",
    "tax_rate_as_published": 15,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/CMR": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "CMR",
   "country_iso3": "CMR",
   "label": "Cameroon",
   "value": 24.06,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB1717",
    "source_code": "i154_FBB5$",
    "source_value": 24.06,
    "metadata_source_id": "itu-detail",
    "operator": "CAMTEL",
    "allowance_gb": "Throttled",
    "technology": "Fixed wireless",
    "tax_rate_as_published": 19.25,
    "operator_notes": "Throttled, beyond the 35 GB quota, the maximum internet speed decreases to 1 Mbps."
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/CAF": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "CAF",
   "country_iso3": "CAF",
   "label": "Central African Republic",
   "value": 33.96,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB1447",
    "source_code": "i154_FBB5$",
    "source_value": 33.96,
    "metadata_source_id": "itu-detail",
    "operator": "Orange",
    "allowance_gb": 20,
    "technology": "Wireless 3G+",
    "tax_rate_as_published": 19,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/TCD": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "TCD",
   "country_iso3": "TCD",
   "label": "Chad",
   "value": null,
   "unit": "USD per month",
   "availability": "no_information_in_source",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
   "details": {
    "source_cell": "economies_2008-2025!AB8557",
    "source_code": "i154_FBB5$",
    "source_value": "NA",
    "metadata_source_id": "itu-detail"
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/COM": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "COM",
   "country_iso3": "COM",
   "label": "Comoros",
   "value": 34.49,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB1942",
    "source_code": "i154_FBB5$",
    "source_value": 34.49,
    "metadata_source_id": "itu-detail",
    "operator": "Comores Télécom",
    "allowance_gb": "Unlimited",
    "technology": "ADSL",
    "tax_rate_as_published": 10,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/CIV": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "CIV",
   "country_iso3": "CIV",
   "label": "Côte d'Ivoire",
   "value": 24.06,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB1672",
    "source_code": "i154_FBB5$",
    "source_value": 24.06,
    "metadata_source_id": "itu-detail",
    "operator": "Orange Côte d’Ivoire",
    "allowance_gb": "Unlimited",
    "technology": "FTTH",
    "tax_rate_as_published": 18,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/COD": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "COD",
   "country_iso3": "COD",
   "label": "Democratic Republic of the Congo",
   "value": null,
   "unit": "USD per month",
   "availability": "no_information_in_source",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
   "details": {
    "source_cell": "economies_2008-2025!AB1762",
    "source_code": "i154_FBB5$",
    "source_value": "NA",
    "metadata_source_id": "itu-detail"
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/DJI": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "DJI",
   "country_iso3": "DJI",
   "label": "Djibouti",
   "value": 15.47,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB2347",
    "source_code": "i154_FBB5$",
    "source_value": 15.47,
    "metadata_source_id": "itu-detail",
    "operator": "Djibouti Telecom",
    "allowance_gb": 150,
    "technology": "ADSL",
    "tax_rate_as_published": 10,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/EGY": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "EGY",
   "country_iso3": "EGY",
   "label": "Egypt",
   "value": 4.74,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB2617",
    "source_code": "i154_FBB5$",
    "source_value": 4.74,
    "metadata_source_id": "itu-detail",
    "operator": "WE Data",
    "allowance_gb": 140,
    "technology": "DSL/FTTH",
    "tax_rate_as_published": 14,
    "operator_notes": "Speed throttled to 256 Kbps after consumption of 140 GB."
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/GNQ": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "GNQ",
   "country_iso3": "GNQ",
   "label": "Equatorial Guinea",
   "value": null,
   "unit": "USD per month",
   "availability": "no_information_in_source",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
   "details": {
    "source_cell": "economies_2008-2025!AB3472",
    "source_code": "i154_FBB5$",
    "source_value": "NA",
    "metadata_source_id": "itu-detail"
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/ERI": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "ERI",
   "country_iso3": "ERI",
   "label": "Eritrea",
   "value": null,
   "unit": "USD per month",
   "availability": "no_information_in_source",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
   "details": {
    "source_cell": "economies_2008-2025!AB2662",
    "source_code": "i154_FBB5$",
    "source_value": "NA",
    "metadata_source_id": "itu-detail"
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/SWZ": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "SWZ",
   "country_iso3": "SWZ",
   "label": "Eswatini",
   "value": 5.13,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB8332",
    "source_code": "i154_FBB5$",
    "source_value": 5.13,
    "metadata_source_id": "itu-detail",
    "operator": "SPTC",
    "allowance_gb": 20,
    "technology": "ADSL",
    "tax_rate_as_published": 15,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/ETH": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "ETH",
   "country_iso3": "ETH",
   "label": "Ethiopia",
   "value": 5.52,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB2797",
    "source_code": "i154_FBB5$",
    "source_value": 5.52,
    "metadata_source_id": "itu-detail",
    "operator": "Ethio Telecom",
    "allowance_gb": "Unlimited",
    "technology": "FTTH",
    "tax_rate_as_published": 20,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/GAB": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "GAB",
   "country_iso3": "GAB",
   "label": "Gabon",
   "value": 40.1,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB3112",
    "source_code": "i154_FBB5$",
    "source_value": 40.1,
    "metadata_source_id": "itu-detail",
    "operator": "Gabon Telecom/Moov Africa",
    "allowance_gb": "Unlimited",
    "technology": "FTTH",
    "tax_rate_as_published": 18,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/GMB": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "GMB",
   "country_iso3": "GMB",
   "label": "Gambia",
   "value": null,
   "unit": "USD per month",
   "availability": "no_information_in_source",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
   "details": {
    "source_cell": "economies_2008-2025!AB3382",
    "source_code": "i154_FBB5$",
    "source_value": "NA",
    "metadata_source_id": "itu-detail"
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/GHA": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "GHA",
   "country_iso3": "GHA",
   "label": "Ghana",
   "value": 6.55,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB3247",
    "source_code": "i154_FBB5$",
    "source_value": 6.55,
    "metadata_source_id": "itu-detail",
    "operator": "Telecel Ghana",
    "allowance_gb": 21.489999771118164,
    "technology": "FTTH",
    "tax_rate_as_published": 26,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/GIN": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "GIN",
   "country_iso3": "GIN",
   "label": "Guinea",
   "value": 5.82,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB3337",
    "source_code": "i154_FBB5$",
    "source_value": 5.82,
    "metadata_source_id": "itu-detail",
    "operator": "Orange Guinea",
    "allowance_gb": 5,
    "technology": "WiMax",
    "tax_rate_as_published": 18,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/GNB": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "GNB",
   "country_iso3": "GNB",
   "label": "Guinea-Bissau",
   "value": 33.28,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB3427",
    "source_code": "i154_FBB5$",
    "source_value": 33.28,
    "metadata_source_id": "itu-detail",
    "operator": "Orange Bissau, SA",
    "allowance_gb": "Throttled",
    "technology": "Proxim technology (Wireless)",
    "tax_rate_as_published": 19,
    "operator_notes": "Throttled with a fair usage policy of 500GB per month."
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/KEN": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "KEN",
   "country_iso3": "KEN",
   "label": "Kenya",
   "value": 23.19,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB4597",
    "source_code": "i154_FBB5$",
    "source_value": 23.19,
    "metadata_source_id": "itu-detail",
    "operator": "Safaricom PLC",
    "allowance_gb": "Unlimited",
    "technology": "Fibre",
    "tax_rate_as_published": 31,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/LSO": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "LSO",
   "country_iso3": "LSO",
   "label": "Lesotho",
   "value": 5.35,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB5227",
    "source_code": "i154_FBB5$",
    "source_value": 5.35,
    "metadata_source_id": "itu-detail",
    "operator": "Econet Telecom Lesotho",
    "allowance_gb": 10,
    "technology": "FTTH",
    "tax_rate_as_published": 15,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/LBR": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "LBR",
   "country_iso3": "LBR",
   "label": "Liberia",
   "value": 93.0,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB5002",
    "source_code": "i154_FBB5$",
    "source_value": 93,
    "metadata_source_id": "itu-detail",
    "operator": "Telecel ",
    "allowance_gb": "Unlimited",
    "technology": "fixed wireless",
    "tax_rate_as_published": 15,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/LBY": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "LBY",
   "country_iso3": "LBY",
   "label": "Libya",
   "value": 4.09,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB5047",
    "source_code": "i154_FBB5$",
    "source_value": 4.09,
    "metadata_source_id": "itu-detail",
    "operator": "Libya Telecom and Technology (LTT)",
    "allowance_gb": 20,
    "technology": "ADSL",
    "tax_rate_as_published": 0,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/MDG": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "MDG",
   "country_iso3": "MDG",
   "label": "Madagascar",
   "value": 10.46,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB5587",
    "source_code": "i154_FBB5$",
    "source_value": 10.46,
    "metadata_source_id": "itu-detail",
    "operator": "Yas Madagascar",
    "allowance_gb": 100,
    "technology": "FTTH",
    "tax_rate_as_published": 20,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/MWI": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "MWI",
   "country_iso3": "MWI",
   "label": "Malawi",
   "value": 8.57,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB6217",
    "source_code": "i154_FBB5$",
    "source_value": 8.57,
    "metadata_source_id": "itu-detail",
    "operator": "Airtel Malawi",
    "allowance_gb": 30,
    "technology": "4G wireless",
    "tax_rate_as_published": 26.5,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/MLI": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "MLI",
   "country_iso3": "MLI",
   "label": "Mali",
   "value": 15.88,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB5812",
    "source_code": "i154_FBB5$",
    "source_value": 15.88,
    "metadata_source_id": "itu-detail",
    "operator": "Moov Africa Malitel",
    "allowance_gb": "Unlimited",
    "technology": "ADSL",
    "tax_rate_as_published": 18,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/MRT": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "MRT",
   "country_iso3": "MRT",
   "label": "Mauritania",
   "value": 30.14,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB6127",
    "source_code": "i154_FBB5$",
    "source_value": 30.14,
    "metadata_source_id": "itu-detail",
    "operator": "Mauritel",
    "allowance_gb": "Unlimited",
    "technology": "FTTH",
    "tax_rate_as_published": 18,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/MUS": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "MUS",
   "country_iso3": "MUS",
   "label": "Mauritius",
   "value": 10.73,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB6172",
    "source_code": "i154_FBB5$",
    "source_value": 10.73,
    "metadata_source_id": "itu-detail",
    "operator": "Mauritius Telecom Ltd",
    "allowance_gb": 60,
    "technology": "FTTH",
    "tax_rate_as_published": 15,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/MAR": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "MAR",
   "country_iso3": "MAR",
   "label": "Morocco",
   "value": 9.99,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB5452",
    "source_code": "i154_FBB5$",
    "source_value": 9.99,
    "metadata_source_id": "itu-detail",
    "operator": "IAM",
    "allowance_gb": "Unlimited",
    "technology": "ADSL",
    "tax_rate_as_published": 20,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/MOZ": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "MOZ",
   "country_iso3": "MOZ",
   "label": "Mozambique",
   "value": 21.17,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB6082",
    "source_code": "i154_FBB5$",
    "source_value": 21.17,
    "metadata_source_id": "itu-detail",
    "operator": "TMCEL",
    "allowance_gb": 40,
    "technology": "ADSL",
    "tax_rate_as_published": 16,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/NAM": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "NAM",
   "country_iso3": "NAM",
   "label": "Namibia",
   "value": 18.86,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB6307",
    "source_code": "i154_FBB5$",
    "source_value": 18.86,
    "metadata_source_id": "itu-detail",
    "operator": "Telecom Namibia",
    "allowance_gb": "Unlimited",
    "technology": "WIMAX & ADSL",
    "tax_rate_as_published": 0,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/NER": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "NER",
   "country_iso3": "NER",
   "label": "Niger",
   "value": 29.49,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB6397",
    "source_code": "i154_FBB5$",
    "source_value": 29.49,
    "metadata_source_id": "itu-detail",
    "operator": "Niger Telecoms",
    "allowance_gb": "Unlimited",
    "technology": "Fixed wireless",
    "tax_rate_as_published": 19,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/NGA": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "NGA",
   "country_iso3": "NGA",
   "label": "Nigeria",
   "value": 9.75,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB6442",
    "source_code": "i154_FBB5$",
    "source_value": 9.75,
    "metadata_source_id": "itu-detail",
    "operator": "ipNX Nigeria",
    "allowance_gb": "Unlimited",
    "technology": "FTTH",
    "tax_rate_as_published": 7.5,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/COG": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "COG",
   "country_iso3": "COG",
   "label": "Republic of the Congo",
   "value": 24.06,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB1807",
    "source_code": "i154_FBB5$",
    "source_value": 24.06,
    "metadata_source_id": "itu-detail",
    "operator": "Congo Telecom",
    "allowance_gb": "Unlimited",
    "technology": "Fibre",
    "tax_rate_as_published": 24,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/RWA": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "RWA",
   "country_iso3": "RWA",
   "label": "Rwanda",
   "value": 17.86,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB7522",
    "source_code": "i154_FBB5$",
    "source_value": 17.86,
    "metadata_source_id": "itu-detail",
    "operator": "GVA Rwanda Ltd",
    "allowance_gb": "Unlimited",
    "technology": "FTTH",
    "tax_rate_as_published": 18,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/SEN": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "SEN",
   "country_iso3": "SEN",
   "label": "Senegal",
   "value": 20.69,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB7657",
    "source_code": "i154_FBB5$",
    "source_value": 20.69,
    "metadata_source_id": "itu-detail",
    "operator": "SONATEL ORANGE",
    "allowance_gb": "Unlimited",
    "technology": "ADSL/VDSL",
    "tax_rate_as_published": 23,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/SYC": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "SYC",
   "country_iso3": "SYC",
   "label": "Seychelles",
   "value": 13.49,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB8422",
    "source_code": "i154_FBB5$",
    "source_value": 13.49,
    "metadata_source_id": "itu-detail",
    "operator": "Cable and Wireless (Seychelles) Ltd",
    "allowance_gb": 15,
    "technology": "ADSL and Fibre",
    "tax_rate_as_published": 15,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/SLE": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "SLE",
   "country_iso3": "SLE",
   "label": "Sierra Leone",
   "value": null,
   "unit": "USD per month",
   "availability": "no_information_in_source",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
   "details": {
    "source_cell": "economies_2008-2025!AB7837",
    "source_code": "i154_FBB5$",
    "source_value": "NA",
    "metadata_source_id": "itu-detail"
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/SOM": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "SOM",
   "country_iso3": "SOM",
   "label": "Somalia",
   "value": 25.0,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB7972",
    "source_code": "i154_FBB5$",
    "source_value": 25,
    "metadata_source_id": "itu-detail",
    "operator": "Hormuud Telecom ",
    "allowance_gb": "Unlimited",
    "technology": "ADSL",
    "tax_rate_as_published": 5,
    "operator_notes": "Includes 200 minutes."
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/ZAF": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "ZAF",
   "country_iso3": "ZAF",
   "label": "South Africa",
   "value": 17.03,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB9817",
    "source_code": "i154_FBB5$",
    "source_value": 17.03,
    "metadata_source_id": "itu-detail",
    "operator": "Telkom",
    "allowance_gb": "Unlimited",
    "technology": "Fibre",
    "tax_rate_as_published": 15,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/SSD": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "SSD",
   "country_iso3": "SSD",
   "label": "South Sudan",
   "value": null,
   "unit": "USD per month",
   "availability": "no_information_in_source",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
   "details": {
    "source_cell": "economies_2008-2025!AB8062",
    "source_code": "i154_FBB5$",
    "source_value": "NA",
    "metadata_source_id": "itu-detail"
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/SDN": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "SDN",
   "country_iso3": "SDN",
   "label": "Sudan",
   "value": 23.07,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB7612",
    "source_code": "i154_FBB5$",
    "source_value": 23.07,
    "metadata_source_id": "itu-detail",
    "operator": "Sudani",
    "allowance_gb": 15,
    "technology": "ADSL",
    "tax_rate_as_published": 40,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/STP": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "STP",
   "country_iso3": "STP",
   "label": "São Tomé and Príncipe",
   "value": 33.71,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB8107",
    "source_code": "i154_FBB5$",
    "source_value": 33.71,
    "metadata_source_id": "itu-detail",
    "operator": "CST",
    "allowance_gb": 100,
    "technology": "FTTH",
    "tax_rate_as_published": 15,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/TZA": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "TZA",
   "country_iso3": "TZA",
   "label": "Tanzania",
   "value": 27.53,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB9142",
    "source_code": "i154_FBB5$",
    "source_value": 27.53,
    "metadata_source_id": "itu-detail",
    "operator": "Airtel",
    "allowance_gb": "Unlimited",
    "technology": "5G",
    "tax_rate_as_published": 35,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/TGO": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "TGO",
   "country_iso3": "TGO",
   "label": "Togo",
   "value": 24.06,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB8602",
    "source_code": "i154_FBB5$",
    "source_value": 24.06,
    "metadata_source_id": "itu-detail",
    "operator": "GVA Togo",
    "allowance_gb": "Unlimited",
    "technology": "FTTH",
    "tax_rate_as_published": 18,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/TUN": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "TUN",
   "country_iso3": "TUN",
   "label": "Tunisia",
   "value": 12.93,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB8962",
    "source_code": "i154_FBB5$",
    "source_value": 12.93,
    "metadata_source_id": "itu-detail",
    "operator": "Topnet",
    "allowance_gb": "Unlimited",
    "technology": "ADSL",
    "tax_rate_as_published": 7,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/UGA": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "UGA",
   "country_iso3": "UGA",
   "label": "Uganda",
   "value": 30.45,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB9187",
    "source_code": "i154_FBB5$",
    "source_value": 30.45,
    "metadata_source_id": "itu-detail",
    "operator": "Roke Telkom",
    "allowance_gb": "Unlimited",
    "technology": "FxWireless",
    "tax_rate_as_published": 30,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/ZMB": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "ZMB",
   "country_iso3": "ZMB",
   "label": "Zambia",
   "value": 3.54,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB9862",
    "source_code": "i154_FBB5$",
    "source_value": 3.54,
    "metadata_source_id": "itu-detail",
    "operator": "Airtel ",
    "allowance_gb": 10,
    "technology": "4G& 5G",
    "tax_rate_as_published": 33.5,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-usd-2025/ZWE": {
   "series_id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket (5 GB minimum)",
   "record_id": "ZWE",
   "country_iso3": "ZWE",
   "label": "Zimbabwe",
   "value": 14.0,
   "unit": "USD per month",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "details": {
    "source_cell": "economies_2008-2025!AB9907",
    "source_code": "i154_FBB5$",
    "source_value": 14,
    "metadata_source_id": "itu-detail",
    "operator": "TelOne",
    "allowance_gb": 30,
    "technology": "ADSL, FTTH",
    "tax_rate_as_published": 25,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/DZA": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "DZA",
   "country_iso3": "DZA",
   "label": "Algeria",
   "value": 2.59,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB2525",
    "source_code": "i154_FBB5_GNI",
    "source_value": 2.59,
    "metadata_source_id": "itu-detail",
    "operator": "Algérie Télécom",
    "allowance_gb": "Unlimited",
    "technology": "XDSL et FTTX",
    "tax_rate_as_published": 0,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/AGO": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "AGO",
   "country_iso3": "AGO",
   "label": "Angola",
   "value": 17.09,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB95",
    "source_code": "i154_FBB5_GNI",
    "source_value": 17.09,
    "metadata_source_id": "itu-detail",
    "operator": "ZAP",
    "allowance_gb": "Unlimited",
    "technology": "FTTH",
    "tax_rate_as_published": 14,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/BEN": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "BEN",
   "country_iso3": "BEN",
   "label": "Benin",
   "value": 21.52,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB725",
    "source_code": "i154_FBB5_GNI",
    "source_value": 21.52,
    "metadata_source_id": "itu-detail",
    "operator": "SBIN",
    "allowance_gb": "Unlimited",
    "technology": "ADSL",
    "tax_rate_as_published": 18,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/BWA": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "BWA",
   "country_iso3": "BWA",
   "label": "Botswana",
   "value": 7.93,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB1400",
    "source_code": "i154_FBB5_GNI",
    "source_value": 7.93,
    "metadata_source_id": "itu-detail",
    "operator": "Botswana Telecommunications Corporation Limited (BTCL)",
    "allowance_gb": "Unlimited",
    "technology": "DSL",
    "tax_rate_as_published": 14,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/BFA": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "BFA",
   "country_iso3": "BFA",
   "label": "Burkina Faso",
   "value": 31.43,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB770",
    "source_code": "i154_FBB5_GNI",
    "source_value": 31.43,
    "metadata_source_id": "itu-detail",
    "operator": "CanalBox",
    "allowance_gb": "Unlimited",
    "technology": "FTTH",
    "tax_rate_as_published": 18,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/BDI": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "BDI",
   "country_iso3": "BDI",
   "label": "Burundi",
   "value": null,
   "unit": "% of monthly GNI per capita",
   "availability": "no_information_in_source",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
   "details": {
    "source_cell": "economies_2008-2025!AB635",
    "source_code": "i154_FBB5_GNI",
    "source_value": "NA",
    "metadata_source_id": "itu-detail",
    "operator": "CBINET",
    "allowance_gb": "Unlimited",
    "technology": "DSL, FTTH",
    "tax_rate_as_published": 18,
    "operator_notes": "An additional tax called OTT and IP Communication Tax of 100,000 BIF/month/subscription is applied to each connection (including each additional residential connection)."
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/CPV": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "CPV",
   "country_iso3": "CPV",
   "label": "Cabo Verde",
   "value": 2.05,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB1985",
    "source_code": "i154_FBB5_GNI",
    "source_value": 2.05,
    "metadata_source_id": "itu-detail",
    "operator": "CVTelecom",
    "allowance_gb": 10,
    "technology": "DSL, FTTH",
    "tax_rate_as_published": 15,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/CMR": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "CMR",
   "country_iso3": "CMR",
   "label": "Cameroon",
   "value": 17.15,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB1715",
    "source_code": "i154_FBB5_GNI",
    "source_value": 17.15,
    "metadata_source_id": "itu-detail",
    "operator": "CAMTEL",
    "allowance_gb": "Throttled",
    "technology": "Fixed wireless",
    "tax_rate_as_published": 19.25,
    "operator_notes": "Throttled, beyond the 35 GB quota, the maximum internet speed decreases to 1 Mbps."
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/CAF": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "CAF",
   "country_iso3": "CAF",
   "label": "Central African Republic",
   "value": 76.58,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB1445",
    "source_code": "i154_FBB5_GNI",
    "source_value": 76.58,
    "metadata_source_id": "itu-detail",
    "operator": "Orange",
    "allowance_gb": 20,
    "technology": "Wireless 3G+",
    "tax_rate_as_published": 19,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/TCD": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "TCD",
   "country_iso3": "TCD",
   "label": "Chad",
   "value": null,
   "unit": "% of monthly GNI per capita",
   "availability": "no_information_in_source",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
   "details": {
    "source_cell": "economies_2008-2025!AB8555",
    "source_code": "i154_FBB5_GNI",
    "source_value": "NA",
    "metadata_source_id": "itu-detail"
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/COM": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "COM",
   "country_iso3": "COM",
   "label": "Comoros",
   "value": 23.74,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB1940",
    "source_code": "i154_FBB5_GNI",
    "source_value": 23.74,
    "metadata_source_id": "itu-detail",
    "operator": "Comores Télécom",
    "allowance_gb": "Unlimited",
    "technology": "ADSL",
    "tax_rate_as_published": 10,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/CIV": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "CIV",
   "country_iso3": "CIV",
   "label": "Côte d'Ivoire",
   "value": 11.41,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB1670",
    "source_code": "i154_FBB5_GNI",
    "source_value": 11.41,
    "metadata_source_id": "itu-detail",
    "operator": "Orange Côte d’Ivoire",
    "allowance_gb": "Unlimited",
    "technology": "FTTH",
    "tax_rate_as_published": 18,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/COD": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "COD",
   "country_iso3": "COD",
   "label": "Democratic Republic of the Congo",
   "value": null,
   "unit": "% of monthly GNI per capita",
   "availability": "no_information_in_source",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
   "details": {
    "source_cell": "economies_2008-2025!AB1760",
    "source_code": "i154_FBB5_GNI",
    "source_value": "NA",
    "metadata_source_id": "itu-detail"
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/DJI": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "DJI",
   "country_iso3": "DJI",
   "label": "Djibouti",
   "value": 5.26,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB2345",
    "source_code": "i154_FBB5_GNI",
    "source_value": 5.26,
    "metadata_source_id": "itu-detail",
    "operator": "Djibouti Telecom",
    "allowance_gb": 150,
    "technology": "ADSL",
    "tax_rate_as_published": 10,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/EGY": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "EGY",
   "country_iso3": "EGY",
   "label": "Egypt",
   "value": 2.52,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB2615",
    "source_code": "i154_FBB5_GNI",
    "source_value": 2.52,
    "metadata_source_id": "itu-detail",
    "operator": "WE Data",
    "allowance_gb": 140,
    "technology": "DSL/FTTH",
    "tax_rate_as_published": 14,
    "operator_notes": "Speed throttled to 256 Kbps after consumption of 140 GB."
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/GNQ": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "GNQ",
   "country_iso3": "GNQ",
   "label": "Equatorial Guinea",
   "value": null,
   "unit": "% of monthly GNI per capita",
   "availability": "no_information_in_source",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
   "details": {
    "source_cell": "economies_2008-2025!AB3470",
    "source_code": "i154_FBB5_GNI",
    "source_value": "NA",
    "metadata_source_id": "itu-detail"
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/ERI": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "ERI",
   "country_iso3": "ERI",
   "label": "Eritrea",
   "value": null,
   "unit": "% of monthly GNI per capita",
   "availability": "no_information_in_source",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
   "details": {
    "source_cell": "economies_2008-2025!AB2660",
    "source_code": "i154_FBB5_GNI",
    "source_value": "NA",
    "metadata_source_id": "itu-detail"
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/SWZ": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "SWZ",
   "country_iso3": "SWZ",
   "label": "Eswatini",
   "value": 1.73,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB8330",
    "source_code": "i154_FBB5_GNI",
    "source_value": 1.73,
    "metadata_source_id": "itu-detail",
    "operator": "SPTC",
    "allowance_gb": 20,
    "technology": "ADSL",
    "tax_rate_as_published": 15,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/ETH": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "ETH",
   "country_iso3": "ETH",
   "label": "Ethiopia",
   "value": 12.41,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB2795",
    "source_code": "i154_FBB5_GNI",
    "source_value": 12.41,
    "metadata_source_id": "itu-detail",
    "operator": "Ethio Telecom",
    "allowance_gb": "Unlimited",
    "technology": "FTTH",
    "tax_rate_as_published": 20,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/GAB": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "GAB",
   "country_iso3": "GAB",
   "label": "Gabon",
   "value": 6.63,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB3110",
    "source_code": "i154_FBB5_GNI",
    "source_value": 6.63,
    "metadata_source_id": "itu-detail",
    "operator": "Gabon Telecom/Moov Africa",
    "allowance_gb": "Unlimited",
    "technology": "FTTH",
    "tax_rate_as_published": 18,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/GMB": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "GMB",
   "country_iso3": "GMB",
   "label": "Gambia",
   "value": null,
   "unit": "% of monthly GNI per capita",
   "availability": "no_information_in_source",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
   "details": {
    "source_cell": "economies_2008-2025!AB3380",
    "source_code": "i154_FBB5_GNI",
    "source_value": "NA",
    "metadata_source_id": "itu-detail"
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/GHA": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "GHA",
   "country_iso3": "GHA",
   "label": "Ghana",
   "value": 3.65,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB3245",
    "source_code": "i154_FBB5_GNI",
    "source_value": 3.65,
    "metadata_source_id": "itu-detail",
    "operator": "Telecel Ghana",
    "allowance_gb": 21.489999771118164,
    "technology": "FTTH",
    "tax_rate_as_published": 26,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/GIN": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "GIN",
   "country_iso3": "GIN",
   "label": "Guinea",
   "value": 4.46,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB3335",
    "source_code": "i154_FBB5_GNI",
    "source_value": 4.46,
    "metadata_source_id": "itu-detail",
    "operator": "Orange Guinea",
    "allowance_gb": 5,
    "technology": "WiMax",
    "tax_rate_as_published": 18,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/GNB": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "GNB",
   "country_iso3": "GNB",
   "label": "Guinea-Bissau",
   "value": 42.33,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB3425",
    "source_code": "i154_FBB5_GNI",
    "source_value": 42.33,
    "metadata_source_id": "itu-detail",
    "operator": "Orange Bissau, SA",
    "allowance_gb": "Throttled",
    "technology": "Proxim technology (Wireless)",
    "tax_rate_as_published": 19,
    "operator_notes": "Throttled with a fair usage policy of 500GB per month."
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/KEN": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "KEN",
   "country_iso3": "KEN",
   "label": "Kenya",
   "value": 12.29,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB4595",
    "source_code": "i154_FBB5_GNI",
    "source_value": 12.29,
    "metadata_source_id": "itu-detail",
    "operator": "Safaricom PLC",
    "allowance_gb": "Unlimited",
    "technology": "Fibre",
    "tax_rate_as_published": 31,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/LSO": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "LSO",
   "country_iso3": "LSO",
   "label": "Lesotho",
   "value": 5.58,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB5225",
    "source_code": "i154_FBB5_GNI",
    "source_value": 5.58,
    "metadata_source_id": "itu-detail",
    "operator": "Econet Telecom Lesotho",
    "allowance_gb": 10,
    "technology": "FTTH",
    "tax_rate_as_published": 15,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/LBR": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "LBR",
   "country_iso3": "LBR",
   "label": "Liberia",
   "value": 146.84,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB5000",
    "source_code": "i154_FBB5_GNI",
    "source_value": 146.84,
    "metadata_source_id": "itu-detail",
    "operator": "Telecel ",
    "allowance_gb": "Unlimited",
    "technology": "fixed wireless",
    "tax_rate_as_published": 15,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/LBY": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "LBY",
   "country_iso3": "LBY",
   "label": "Libya",
   "value": 0.78,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB5045",
    "source_code": "i154_FBB5_GNI",
    "source_value": 0.78,
    "metadata_source_id": "itu-detail",
    "operator": "Libya Telecom and Technology (LTT)",
    "allowance_gb": 20,
    "technology": "ADSL",
    "tax_rate_as_published": 0,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/MDG": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "MDG",
   "country_iso3": "MDG",
   "label": "Madagascar",
   "value": 24.48,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB5585",
    "source_code": "i154_FBB5_GNI",
    "source_value": 24.48,
    "metadata_source_id": "itu-detail",
    "operator": "Yas Madagascar",
    "allowance_gb": 100,
    "technology": "FTTH",
    "tax_rate_as_published": 20,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/MWI": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "MWI",
   "country_iso3": "MWI",
   "label": "Malawi",
   "value": 21.11,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB6215",
    "source_code": "i154_FBB5_GNI",
    "source_value": 21.11,
    "metadata_source_id": "itu-detail",
    "operator": "Airtel Malawi",
    "allowance_gb": 30,
    "technology": "4G wireless",
    "tax_rate_as_published": 26.5,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/MLI": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "MLI",
   "country_iso3": "MLI",
   "label": "Mali",
   "value": 18.58,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB5810",
    "source_code": "i154_FBB5_GNI",
    "source_value": 18.58,
    "metadata_source_id": "itu-detail",
    "operator": "Moov Africa Malitel",
    "allowance_gb": "Unlimited",
    "technology": "ADSL",
    "tax_rate_as_published": 18,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/MRT": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "MRT",
   "country_iso3": "MRT",
   "label": "Mauritania",
   "value": 17.62,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB6125",
    "source_code": "i154_FBB5_GNI",
    "source_value": 17.62,
    "metadata_source_id": "itu-detail",
    "operator": "Mauritel",
    "allowance_gb": "Unlimited",
    "technology": "FTTH",
    "tax_rate_as_published": 18,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/MUS": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "MUS",
   "country_iso3": "MUS",
   "label": "Mauritius",
   "value": 0.98,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB6170",
    "source_code": "i154_FBB5_GNI",
    "source_value": 0.98,
    "metadata_source_id": "itu-detail",
    "operator": "Mauritius Telecom Ltd",
    "allowance_gb": 60,
    "technology": "FTTH",
    "tax_rate_as_published": 15,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/MAR": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "MAR",
   "country_iso3": "MAR",
   "label": "Morocco",
   "value": 3.04,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB5450",
    "source_code": "i154_FBB5_GNI",
    "source_value": 3.04,
    "metadata_source_id": "itu-detail",
    "operator": "IAM",
    "allowance_gb": "Unlimited",
    "technology": "ADSL",
    "tax_rate_as_published": 20,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/MOZ": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "MOZ",
   "country_iso3": "MOZ",
   "label": "Mozambique",
   "value": 44.21,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB6080",
    "source_code": "i154_FBB5_GNI",
    "source_value": 44.21,
    "metadata_source_id": "itu-detail",
    "operator": "TMCEL",
    "allowance_gb": 40,
    "technology": "ADSL",
    "tax_rate_as_published": 16,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/NAM": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "NAM",
   "country_iso3": "NAM",
   "label": "Namibia",
   "value": 5.36,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB6305",
    "source_code": "i154_FBB5_GNI",
    "source_value": 5.36,
    "metadata_source_id": "itu-detail",
    "operator": "Telecom Namibia",
    "allowance_gb": "Unlimited",
    "technology": "WIMAX & ADSL",
    "tax_rate_as_published": 0,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/NER": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "NER",
   "country_iso3": "NER",
   "label": "Niger",
   "value": 50.98,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB6395",
    "source_code": "i154_FBB5_GNI",
    "source_value": 50.98,
    "metadata_source_id": "itu-detail",
    "operator": "Niger Telecoms",
    "allowance_gb": "Unlimited",
    "technology": "Fixed wireless",
    "tax_rate_as_published": 19,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/NGA": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "NGA",
   "country_iso3": "NGA",
   "label": "Nigeria",
   "value": 15.47,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB6440",
    "source_code": "i154_FBB5_GNI",
    "source_value": 15.47,
    "metadata_source_id": "itu-detail",
    "operator": "ipNX Nigeria",
    "allowance_gb": "Unlimited",
    "technology": "FTTH",
    "tax_rate_as_published": 7.5,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/COG": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "COG",
   "country_iso3": "COG",
   "label": "Republic of the Congo",
   "value": 12.54,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB1805",
    "source_code": "i154_FBB5_GNI",
    "source_value": 12.54,
    "metadata_source_id": "itu-detail",
    "operator": "Congo Telecom",
    "allowance_gb": "Unlimited",
    "technology": "Fibre",
    "tax_rate_as_published": 24,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/RWA": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "RWA",
   "country_iso3": "RWA",
   "label": "Rwanda",
   "value": 23.34,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB7520",
    "source_code": "i154_FBB5_GNI",
    "source_value": 23.34,
    "metadata_source_id": "itu-detail",
    "operator": "GVA Rwanda Ltd",
    "allowance_gb": "Unlimited",
    "technology": "FTTH",
    "tax_rate_as_published": 18,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/SEN": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "SEN",
   "country_iso3": "SEN",
   "label": "Senegal",
   "value": 15.1,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB7655",
    "source_code": "i154_FBB5_GNI",
    "source_value": 15.1,
    "metadata_source_id": "itu-detail",
    "operator": "SONATEL ORANGE",
    "allowance_gb": "Unlimited",
    "technology": "ADSL/VDSL",
    "tax_rate_as_published": 23,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/SYC": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "SYC",
   "country_iso3": "SYC",
   "label": "Seychelles",
   "value": 0.95,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB8420",
    "source_code": "i154_FBB5_GNI",
    "source_value": 0.95,
    "metadata_source_id": "itu-detail",
    "operator": "Cable and Wireless (Seychelles) Ltd",
    "allowance_gb": 15,
    "technology": "ADSL and Fibre",
    "tax_rate_as_published": 15,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/SLE": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "SLE",
   "country_iso3": "SLE",
   "label": "Sierra Leone",
   "value": null,
   "unit": "% of monthly GNI per capita",
   "availability": "no_information_in_source",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
   "details": {
    "source_cell": "economies_2008-2025!AB7835",
    "source_code": "i154_FBB5_GNI",
    "source_value": "NA",
    "metadata_source_id": "itu-detail"
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/SOM": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "SOM",
   "country_iso3": "SOM",
   "label": "Somalia",
   "value": 50.0,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB7970",
    "source_code": "i154_FBB5_GNI",
    "source_value": 50,
    "metadata_source_id": "itu-detail",
    "operator": "Hormuud Telecom ",
    "allowance_gb": "Unlimited",
    "technology": "ADSL",
    "tax_rate_as_published": 5,
    "operator_notes": "Includes 200 minutes."
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/ZAF": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "ZAF",
   "country_iso3": "ZAF",
   "label": "South Africa",
   "value": 3.36,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB9815",
    "source_code": "i154_FBB5_GNI",
    "source_value": 3.36,
    "metadata_source_id": "itu-detail",
    "operator": "Telkom",
    "allowance_gb": "Unlimited",
    "technology": "Fibre",
    "tax_rate_as_published": 15,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/SSD": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "SSD",
   "country_iso3": "SSD",
   "label": "South Sudan",
   "value": null,
   "unit": "% of monthly GNI per capita",
   "availability": "no_information_in_source",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
   "details": {
    "source_cell": "economies_2008-2025!AB8060",
    "source_code": "i154_FBB5_GNI",
    "source_value": "NA",
    "metadata_source_id": "itu-detail"
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/SDN": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "SDN",
   "country_iso3": "SDN",
   "label": "Sudan",
   "value": 36.63,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB7610",
    "source_code": "i154_FBB5_GNI",
    "source_value": 36.63,
    "metadata_source_id": "itu-detail",
    "operator": "Sudani",
    "allowance_gb": 15,
    "technology": "ADSL",
    "tax_rate_as_published": 40,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/STP": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "STP",
   "country_iso3": "STP",
   "label": "São Tomé and Príncipe",
   "value": 12.5,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB8105",
    "source_code": "i154_FBB5_GNI",
    "source_value": 12.5,
    "metadata_source_id": "itu-detail",
    "operator": "CST",
    "allowance_gb": 100,
    "technology": "FTTH",
    "tax_rate_as_published": 15,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/TZA": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "TZA",
   "country_iso3": "TZA",
   "label": "Tanzania",
   "value": 27.95,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB9140",
    "source_code": "i154_FBB5_GNI",
    "source_value": 27.95,
    "metadata_source_id": "itu-detail",
    "operator": "Airtel",
    "allowance_gb": "Unlimited",
    "technology": "5G",
    "tax_rate_as_published": 35,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/TGO": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "TGO",
   "country_iso3": "TGO",
   "label": "Togo",
   "value": 28.39,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB8600",
    "source_code": "i154_FBB5_GNI",
    "source_value": 28.39,
    "metadata_source_id": "itu-detail",
    "operator": "GVA Togo",
    "allowance_gb": "Unlimited",
    "technology": "FTTH",
    "tax_rate_as_published": 18,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/TUN": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "TUN",
   "country_iso3": "TUN",
   "label": "Tunisia",
   "value": 3.72,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB8960",
    "source_code": "i154_FBB5_GNI",
    "source_value": 3.72,
    "metadata_source_id": "itu-detail",
    "operator": "Topnet",
    "allowance_gb": "Unlimited",
    "technology": "ADSL",
    "tax_rate_as_published": 7,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/UGA": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "UGA",
   "country_iso3": "UGA",
   "label": "Uganda",
   "value": 33.98,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB9185",
    "source_code": "i154_FBB5_GNI",
    "source_value": 33.98,
    "metadata_source_id": "itu-detail",
    "operator": "Roke Telkom",
    "allowance_gb": "Unlimited",
    "technology": "FxWireless",
    "tax_rate_as_published": 30,
    "operator_notes": null
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/ZMB": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "ZMB",
   "country_iso3": "ZMB",
   "label": "Zambia",
   "value": 3.97,
   "unit": "% of monthly GNI per capita",
   "availability": "available",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "details": {
    "source_cell": "economies_2008-2025!AB9860",
    "source_code": "i154_FBB5_GNI",
    "source_value": 3.97,
    "metadata_source_id": "itu-detail",
    "operator": "Airtel ",
    "allowance_gb": 10,
    "technology": "4G& 5G",
    "tax_rate_as_published": 33.5,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/cost-fixed-gni-2025/ZWE": {
   "series_id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "metric": "Fixed broadband basket / monthly income",
   "record_id": "ZWE",
   "country_iso3": "ZWE",
   "label": "Zimbabwe",
   "value": null,
   "unit": "% of monthly GNI per capita",
   "availability": "no_information_in_source",
   "observation_period": "2025",
   "evidence_status": "official",
   "temporal_status": "measured",
   "source": "ITU ICT Price Baskets, December 2025 release",
   "source_url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "source_id": "itu",
   "published_at": "2025-12-02",
   "reviewed_at": "2026-10-01",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
   "details": {
    "source_cell": "economies_2008-2025!AB9905",
    "source_code": "i154_FBB5_GNI",
    "source_value": "NA",
    "metadata_source_id": "itu-detail",
    "operator": "TelOne",
    "allowance_gb": 30,
    "technology": "ADSL, FTTH",
    "tax_rate_as_published": 25,
    "operator_notes": ""
   },
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/DZA": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "DZA",
   "country_iso3": "DZA",
   "label": "Algeria",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/AGO": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "AGO",
   "country_iso3": "AGO",
   "label": "Angola",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/BEN": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "BEN",
   "country_iso3": "BEN",
   "label": "Benin",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/BWA": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "BWA",
   "country_iso3": "BWA",
   "label": "Botswana",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/BFA": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "BFA",
   "country_iso3": "BFA",
   "label": "Burkina Faso",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/BDI": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "BDI",
   "country_iso3": "BDI",
   "label": "Burundi",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/CPV": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "CPV",
   "country_iso3": "CPV",
   "label": "Cabo Verde",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/CMR": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "CMR",
   "country_iso3": "CMR",
   "label": "Cameroon",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/CAF": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "CAF",
   "country_iso3": "CAF",
   "label": "Central African Republic",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/TCD": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "TCD",
   "country_iso3": "TCD",
   "label": "Chad",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/COM": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "COM",
   "country_iso3": "COM",
   "label": "Comoros",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/CIV": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "CIV",
   "country_iso3": "CIV",
   "label": "Côte d'Ivoire",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/COD": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "COD",
   "country_iso3": "COD",
   "label": "Democratic Republic of the Congo",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/DJI": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "DJI",
   "country_iso3": "DJI",
   "label": "Djibouti",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/EGY": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "EGY",
   "country_iso3": "EGY",
   "label": "Egypt",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/GNQ": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "GNQ",
   "country_iso3": "GNQ",
   "label": "Equatorial Guinea",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/ERI": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "ERI",
   "country_iso3": "ERI",
   "label": "Eritrea",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/SWZ": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "SWZ",
   "country_iso3": "SWZ",
   "label": "Eswatini",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/ETH": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "ETH",
   "country_iso3": "ETH",
   "label": "Ethiopia",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/GAB": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "GAB",
   "country_iso3": "GAB",
   "label": "Gabon",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/GMB": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "GMB",
   "country_iso3": "GMB",
   "label": "Gambia",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/GHA": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "GHA",
   "country_iso3": "GHA",
   "label": "Ghana",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/GIN": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "GIN",
   "country_iso3": "GIN",
   "label": "Guinea",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/GNB": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "GNB",
   "country_iso3": "GNB",
   "label": "Guinea-Bissau",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/KEN": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "KEN",
   "country_iso3": "KEN",
   "label": "Kenya",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/LSO": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "LSO",
   "country_iso3": "LSO",
   "label": "Lesotho",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/LBR": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "LBR",
   "country_iso3": "LBR",
   "label": "Liberia",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/LBY": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "LBY",
   "country_iso3": "LBY",
   "label": "Libya",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/MDG": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "MDG",
   "country_iso3": "MDG",
   "label": "Madagascar",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/MWI": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "MWI",
   "country_iso3": "MWI",
   "label": "Malawi",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/MLI": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "MLI",
   "country_iso3": "MLI",
   "label": "Mali",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/MRT": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "MRT",
   "country_iso3": "MRT",
   "label": "Mauritania",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/MUS": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "MUS",
   "country_iso3": "MUS",
   "label": "Mauritius",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/MAR": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "MAR",
   "country_iso3": "MAR",
   "label": "Morocco",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/MOZ": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "MOZ",
   "country_iso3": "MOZ",
   "label": "Mozambique",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/NAM": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "NAM",
   "country_iso3": "NAM",
   "label": "Namibia",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/NER": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "NER",
   "country_iso3": "NER",
   "label": "Niger",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/NGA": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "NGA",
   "country_iso3": "NGA",
   "label": "Nigeria",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/COG": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "COG",
   "country_iso3": "COG",
   "label": "Republic of the Congo",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/RWA": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "RWA",
   "country_iso3": "RWA",
   "label": "Rwanda",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/SEN": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "SEN",
   "country_iso3": "SEN",
   "label": "Senegal",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/SYC": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "SYC",
   "country_iso3": "SYC",
   "label": "Seychelles",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/SLE": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "SLE",
   "country_iso3": "SLE",
   "label": "Sierra Leone",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/SOM": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "SOM",
   "country_iso3": "SOM",
   "label": "Somalia",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/ZAF": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "ZAF",
   "country_iso3": "ZAF",
   "label": "South Africa",
   "value": 77,
   "unit": "% change",
   "availability": "available",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/SSD": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "SSD",
   "country_iso3": "SSD",
   "label": "South Sudan",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/SDN": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "SDN",
   "country_iso3": "SDN",
   "label": "Sudan",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/STP": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "STP",
   "country_iso3": "STP",
   "label": "São Tomé and Príncipe",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/TZA": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "TZA",
   "country_iso3": "TZA",
   "label": "Tanzania",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/TGO": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "TGO",
   "country_iso3": "TGO",
   "label": "Togo",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/TUN": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "TUN",
   "country_iso3": "TUN",
   "label": "Tunisia",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/UGA": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "UGA",
   "country_iso3": "UGA",
   "label": "Uganda",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/ZMB": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "ZMB",
   "country_iso3": "ZMB",
   "label": "Zambia",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/jobs-pnet-ai-vacancy-growth/ZWE": {
   "series_id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "metric": "Growth in AI-related vacancies on Pnet",
   "record_id": "ZWE",
   "country_iso3": "ZWE",
   "label": "Zimbabwe",
   "value": null,
   "unit": "% change",
   "availability": "no_information_in_source",
   "observation_period": "H1 2025 versus H1 2024",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "source": "Pnet Job Market Trends, August 2025",
   "source_url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "source_id": "pnet",
   "published_at": "2025-08 report",
   "reviewed_at": "2026-10-01",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "note": "No information: outside this platform report’s country scope.",
   "details": {},
   "headline_eligible": false
  },
  "observation/adoption-workforce-any-ai/five-country-sample": {
   "series_id": "adoption-workforce-any-ai",
   "priority": "adoption",
   "pillar": "jobs",
   "metric": "Employees reporting AI use at work",
   "record_id": "five-country-sample",
   "country_iso3": "",
   "label": "Five-country employee sample",
   "value": 64,
   "unit": "% of surveyed employees",
   "availability": "available",
   "observation_period": "2025 survey",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "PwC Africa Workforce Hopes and Fears Survey 2025",
   "source_url": "https://www.pwc.co.za/en/press-room/africa-workforce-hopes-and-fears-survey-2025.html",
   "source_id": "pwc",
   "published_at": "2025-11-26",
   "reviewed_at": "2026-10-01",
   "definition": "Pooled responses from Algeria, Kenya, Morocco, Nigeria and South Africa; use in the past year. Not an Africa-wide or country-level rate.",
   "note": "Pooled responses from Algeria, Kenya, Morocco, Nigeria and South Africa; use in the past year. Not an Africa-wide or country-level rate.",
   "details": {
    "countries": [
     "DZA",
     "KEN",
     "MAR",
     "NGA",
     "ZAF"
    ],
    "sample_size": 1753
   },
   "headline_eligible": false
  },
  "observation/adoption-workforce-daily-genai/five-country-sample": {
   "series_id": "adoption-workforce-daily-genai",
   "priority": "adoption",
   "pillar": "jobs",
   "metric": "Employees reporting daily generative AI use",
   "record_id": "five-country-sample",
   "country_iso3": "",
   "label": "Five-country employee sample",
   "value": 17,
   "unit": "% of surveyed employees",
   "availability": "available",
   "observation_period": "2025 survey",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "source": "PwC Africa Workforce Hopes and Fears Survey 2025",
   "source_url": "https://www.pwc.co.za/en/press-room/africa-workforce-hopes-and-fears-survey-2025.html",
   "source_id": "pwc",
   "published_at": "2025-11-26",
   "reviewed_at": "2026-10-01",
   "definition": "Daily generative AI use in the pooled five-country employee survey. Distinct frequency and tool definition from any AI use in the past year.",
   "note": "Daily generative AI use in the pooled five-country employee survey. Distinct frequency and tool definition from any AI use in the past year.",
   "details": {
    "countries": [
     "DZA",
     "KEN",
     "MAR",
     "NGA",
     "ZAF"
    ],
    "sample_size": 1753
   },
   "headline_eligible": false
  },
  "observation/compute-site-it-capacity/teraco-jb4": {
   "series_id": "compute-site-it-capacity",
   "priority": "compute",
   "pillar": "infrastructure",
   "metric": "Critical IT capacity at reviewed completed sites",
   "record_id": "teraco-jb4",
   "country_iso3": "ZAF",
   "label": "Teraco JB4, South Africa",
   "value": 50,
   "unit": "MW of rated critical IT capacity",
   "availability": "available",
   "observation_period": "Operator completion statement, 2025-08-12",
   "evidence_status": "operator_statement",
   "temporal_status": "measured",
   "source": "Teraco JB4 expansion completion",
   "source_url": "https://www.teraco.co.za/news/teraco-completes-significant-jb4-hyperscale-data-centre-expansion-incorporating-new-sustainability-designs/",
   "source_id": "teraco",
   "published_at": "2025-08-12",
   "reviewed_at": "2026-10-01",
   "definition": "Selected site evidence, not a national inventory. Rated critical IT capacity is not actual load, GPU capacity or an Africa total.",
   "note": "50 MW is total critical IT capacity after a 30 MW addition. Actual utilisation and AI-specific capacity are not reported. JB4 is a different facility from JB7 in the project pipeline; do not add its incremental 30 MW again.",
   "details": {
    "asset_id": "teraco-jb4"
   },
   "headline_eligible": false
  },
  "asset/aws-cape-town-g4dn": {
   "id": "aws-cape-town-g4dn",
   "country": "ZAF",
   "name": "AWS EC2 G4dn — Cape Town",
   "kind": "GPU cloud service",
   "status": "Provider-listed regional service",
   "source_id": "aws",
   "source_locator": "Africa (Cape Town), af-south-1",
   "capacity_mw": null,
   "gpu_count": null,
   "hourly_price_usd": null,
   "period": "Listed when reviewed on 2026-10-01",
   "note": "AWS lists G4dn in Cape Town. Listing does not verify spare capacity or account access. The reviewed regional listing gives no GPU fleet count, power capacity or hourly price. Inf1 is also listed, but is an inference accelerator and is not counted as a GPU.",
   "reviewed_at": "2026-10-01",
   "headline_eligible": false
  },
  "asset/cassava-south-africa": {
   "id": "cassava-south-africa",
   "country": "ZAF",
   "name": "Cassava AI — South Africa",
   "kind": "AI compute deployment",
   "status": "Operator-reported deployment and service offering",
   "source_id": "cassava",
   "source_locator": "South Africa deployment update",
   "capacity_mw": null,
   "gpu_count": null,
   "hourly_price_usd": null,
   "period": "2026-03-18 operator update",
   "note": "South Africa deployment is stated by the operator. Nigeria, Kenya, Egypt and Morocco remain expansion plans in this source. No MW, installed GPU total or numerical rental rate is published here. Linked to the existing Cassava AI Factory project; not an additional project.",
   "reviewed_at": "2026-10-01",
   "headline_eligible": false
  },
  "asset/teraco-jb4": {
   "id": "teraco-jb4",
   "country": "ZAF",
   "name": "Teraco JB4 Bredell campus",
   "kind": "General data-centre facility",
   "status": "Operator-reported completed expansion",
   "source_id": "teraco",
   "source_locator": "Opening paragraphs, dated 12 August 2025",
   "capacity_mw": 50,
   "gpu_count": null,
   "hourly_price_usd": null,
   "period": "2025-08-12 completion statement",
   "note": "50 MW is total critical IT capacity after a 30 MW addition. Actual utilisation and AI-specific capacity are not reported. JB4 is a different facility from JB7 in the project pipeline; do not add its incremental 30 MW again.",
   "reviewed_at": "2026-10-01",
   "headline_eligible": false
  },
  "coverage/AGO/adoption": {
   "country": "AGO",
   "country_name": "Angola",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/AGO/outcomes": {
   "country": "AGO",
   "country_name": "Angola",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/AGO/costs": {
   "country": "AGO",
   "country_name": "Angola",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/AGO/compute": {
   "country": "AGO",
   "country_name": "Angola",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/BDI/adoption": {
   "country": "BDI",
   "country_name": "Burundi",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/BDI/outcomes": {
   "country": "BDI",
   "country_name": "Burundi",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/BDI/costs": {
   "country": "BDI",
   "country_name": "Burundi",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/BDI/compute": {
   "country": "BDI",
   "country_name": "Burundi",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/BEN/adoption": {
   "country": "BEN",
   "country_name": "Benin",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/BEN/outcomes": {
   "country": "BEN",
   "country_name": "Benin",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/BEN/costs": {
   "country": "BEN",
   "country_name": "Benin",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/BEN/compute": {
   "country": "BEN",
   "country_name": "Benin",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/BFA/adoption": {
   "country": "BFA",
   "country_name": "Burkina Faso",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/BFA/outcomes": {
   "country": "BFA",
   "country_name": "Burkina Faso",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/BFA/costs": {
   "country": "BFA",
   "country_name": "Burkina Faso",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/BFA/compute": {
   "country": "BFA",
   "country_name": "Burkina Faso",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/BWA/adoption": {
   "country": "BWA",
   "country_name": "Botswana",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/BWA/outcomes": {
   "country": "BWA",
   "country_name": "Botswana",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/BWA/costs": {
   "country": "BWA",
   "country_name": "Botswana",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/BWA/compute": {
   "country": "BWA",
   "country_name": "Botswana",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/CAF/adoption": {
   "country": "CAF",
   "country_name": "Central African Republic",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/CAF/outcomes": {
   "country": "CAF",
   "country_name": "Central African Republic",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/CAF/costs": {
   "country": "CAF",
   "country_name": "Central African Republic",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/CAF/compute": {
   "country": "CAF",
   "country_name": "Central African Republic",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/CIV/adoption": {
   "country": "CIV",
   "country_name": "Côte d'Ivoire",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/CIV/outcomes": {
   "country": "CIV",
   "country_name": "Côte d'Ivoire",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/CIV/costs": {
   "country": "CIV",
   "country_name": "Côte d'Ivoire",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/CIV/compute": {
   "country": "CIV",
   "country_name": "Côte d'Ivoire",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/CMR/adoption": {
   "country": "CMR",
   "country_name": "Cameroon",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/CMR/outcomes": {
   "country": "CMR",
   "country_name": "Cameroon",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/CMR/costs": {
   "country": "CMR",
   "country_name": "Cameroon",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/CMR/compute": {
   "country": "CMR",
   "country_name": "Cameroon",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/COD/adoption": {
   "country": "COD",
   "country_name": "Democratic Republic of the Congo",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/COD/outcomes": {
   "country": "COD",
   "country_name": "Democratic Republic of the Congo",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/COD/costs": {
   "country": "COD",
   "country_name": "Democratic Republic of the Congo",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/COD/compute": {
   "country": "COD",
   "country_name": "Democratic Republic of the Congo",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/COG/adoption": {
   "country": "COG",
   "country_name": "Republic of the Congo",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/COG/outcomes": {
   "country": "COG",
   "country_name": "Republic of the Congo",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/COG/costs": {
   "country": "COG",
   "country_name": "Republic of the Congo",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/COG/compute": {
   "country": "COG",
   "country_name": "Republic of the Congo",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/COM/adoption": {
   "country": "COM",
   "country_name": "Comoros",
   "priority": "adoption",
   "state": "no_information_in_reviewed_sources",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/COM/outcomes": {
   "country": "COM",
   "country_name": "Comoros",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/COM/costs": {
   "country": "COM",
   "country_name": "Comoros",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/COM/compute": {
   "country": "COM",
   "country_name": "Comoros",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/CPV/adoption": {
   "country": "CPV",
   "country_name": "Cabo Verde",
   "priority": "adoption",
   "state": "no_information_in_reviewed_sources",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/CPV/outcomes": {
   "country": "CPV",
   "country_name": "Cabo Verde",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/CPV/costs": {
   "country": "CPV",
   "country_name": "Cabo Verde",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/CPV/compute": {
   "country": "CPV",
   "country_name": "Cabo Verde",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/DJI/adoption": {
   "country": "DJI",
   "country_name": "Djibouti",
   "priority": "adoption",
   "state": "no_information_in_reviewed_sources",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/DJI/outcomes": {
   "country": "DJI",
   "country_name": "Djibouti",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/DJI/costs": {
   "country": "DJI",
   "country_name": "Djibouti",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/DJI/compute": {
   "country": "DJI",
   "country_name": "Djibouti",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/DZA/adoption": {
   "country": "DZA",
   "country_name": "Algeria",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/DZA/outcomes": {
   "country": "DZA",
   "country_name": "Algeria",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/DZA/costs": {
   "country": "DZA",
   "country_name": "Algeria",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/DZA/compute": {
   "country": "DZA",
   "country_name": "Algeria",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/EGY/adoption": {
   "country": "EGY",
   "country_name": "Egypt",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/EGY/outcomes": {
   "country": "EGY",
   "country_name": "Egypt",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/EGY/costs": {
   "country": "EGY",
   "country_name": "Egypt",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/EGY/compute": {
   "country": "EGY",
   "country_name": "Egypt",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/ERI/adoption": {
   "country": "ERI",
   "country_name": "Eritrea",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/ERI/outcomes": {
   "country": "ERI",
   "country_name": "Eritrea",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/ERI/costs": {
   "country": "ERI",
   "country_name": "Eritrea",
   "priority": "costs",
   "state": "no_information_in_reviewed_sources",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/ERI/compute": {
   "country": "ERI",
   "country_name": "Eritrea",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/ETH/adoption": {
   "country": "ETH",
   "country_name": "Ethiopia",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/ETH/outcomes": {
   "country": "ETH",
   "country_name": "Ethiopia",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/ETH/costs": {
   "country": "ETH",
   "country_name": "Ethiopia",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/ETH/compute": {
   "country": "ETH",
   "country_name": "Ethiopia",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/GAB/adoption": {
   "country": "GAB",
   "country_name": "Gabon",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/GAB/outcomes": {
   "country": "GAB",
   "country_name": "Gabon",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/GAB/costs": {
   "country": "GAB",
   "country_name": "Gabon",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/GAB/compute": {
   "country": "GAB",
   "country_name": "Gabon",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/GHA/adoption": {
   "country": "GHA",
   "country_name": "Ghana",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/GHA/outcomes": {
   "country": "GHA",
   "country_name": "Ghana",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/GHA/costs": {
   "country": "GHA",
   "country_name": "Ghana",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/GHA/compute": {
   "country": "GHA",
   "country_name": "Ghana",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/GIN/adoption": {
   "country": "GIN",
   "country_name": "Guinea",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/GIN/outcomes": {
   "country": "GIN",
   "country_name": "Guinea",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/GIN/costs": {
   "country": "GIN",
   "country_name": "Guinea",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/GIN/compute": {
   "country": "GIN",
   "country_name": "Guinea",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/GMB/adoption": {
   "country": "GMB",
   "country_name": "Gambia",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/GMB/outcomes": {
   "country": "GMB",
   "country_name": "Gambia",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/GMB/costs": {
   "country": "GMB",
   "country_name": "Gambia",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/GMB/compute": {
   "country": "GMB",
   "country_name": "Gambia",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/GNB/adoption": {
   "country": "GNB",
   "country_name": "Guinea-Bissau",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/GNB/outcomes": {
   "country": "GNB",
   "country_name": "Guinea-Bissau",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/GNB/costs": {
   "country": "GNB",
   "country_name": "Guinea-Bissau",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/GNB/compute": {
   "country": "GNB",
   "country_name": "Guinea-Bissau",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/GNQ/adoption": {
   "country": "GNQ",
   "country_name": "Equatorial Guinea",
   "priority": "adoption",
   "state": "no_information_in_reviewed_sources",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/GNQ/outcomes": {
   "country": "GNQ",
   "country_name": "Equatorial Guinea",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/GNQ/costs": {
   "country": "GNQ",
   "country_name": "Equatorial Guinea",
   "priority": "costs",
   "state": "no_information_in_reviewed_sources",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/GNQ/compute": {
   "country": "GNQ",
   "country_name": "Equatorial Guinea",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/KEN/adoption": {
   "country": "KEN",
   "country_name": "Kenya",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/KEN/outcomes": {
   "country": "KEN",
   "country_name": "Kenya",
   "priority": "outcomes",
   "state": "related_study_only",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/KEN/costs": {
   "country": "KEN",
   "country_name": "Kenya",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/KEN/compute": {
   "country": "KEN",
   "country_name": "Kenya",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/LBR/adoption": {
   "country": "LBR",
   "country_name": "Liberia",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/LBR/outcomes": {
   "country": "LBR",
   "country_name": "Liberia",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/LBR/costs": {
   "country": "LBR",
   "country_name": "Liberia",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/LBR/compute": {
   "country": "LBR",
   "country_name": "Liberia",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/LBY/adoption": {
   "country": "LBY",
   "country_name": "Libya",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/LBY/outcomes": {
   "country": "LBY",
   "country_name": "Libya",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/LBY/costs": {
   "country": "LBY",
   "country_name": "Libya",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/LBY/compute": {
   "country": "LBY",
   "country_name": "Libya",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/LSO/adoption": {
   "country": "LSO",
   "country_name": "Lesotho",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/LSO/outcomes": {
   "country": "LSO",
   "country_name": "Lesotho",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/LSO/costs": {
   "country": "LSO",
   "country_name": "Lesotho",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/LSO/compute": {
   "country": "LSO",
   "country_name": "Lesotho",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/MAR/adoption": {
   "country": "MAR",
   "country_name": "Morocco",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/MAR/outcomes": {
   "country": "MAR",
   "country_name": "Morocco",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/MAR/costs": {
   "country": "MAR",
   "country_name": "Morocco",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/MAR/compute": {
   "country": "MAR",
   "country_name": "Morocco",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/MDG/adoption": {
   "country": "MDG",
   "country_name": "Madagascar",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/MDG/outcomes": {
   "country": "MDG",
   "country_name": "Madagascar",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/MDG/costs": {
   "country": "MDG",
   "country_name": "Madagascar",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/MDG/compute": {
   "country": "MDG",
   "country_name": "Madagascar",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/MLI/adoption": {
   "country": "MLI",
   "country_name": "Mali",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/MLI/outcomes": {
   "country": "MLI",
   "country_name": "Mali",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/MLI/costs": {
   "country": "MLI",
   "country_name": "Mali",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/MLI/compute": {
   "country": "MLI",
   "country_name": "Mali",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/MOZ/adoption": {
   "country": "MOZ",
   "country_name": "Mozambique",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/MOZ/outcomes": {
   "country": "MOZ",
   "country_name": "Mozambique",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/MOZ/costs": {
   "country": "MOZ",
   "country_name": "Mozambique",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/MOZ/compute": {
   "country": "MOZ",
   "country_name": "Mozambique",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/MRT/adoption": {
   "country": "MRT",
   "country_name": "Mauritania",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/MRT/outcomes": {
   "country": "MRT",
   "country_name": "Mauritania",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/MRT/costs": {
   "country": "MRT",
   "country_name": "Mauritania",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/MRT/compute": {
   "country": "MRT",
   "country_name": "Mauritania",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/MUS/adoption": {
   "country": "MUS",
   "country_name": "Mauritius",
   "priority": "adoption",
   "state": "no_information_in_reviewed_sources",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/MUS/outcomes": {
   "country": "MUS",
   "country_name": "Mauritius",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/MUS/costs": {
   "country": "MUS",
   "country_name": "Mauritius",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/MUS/compute": {
   "country": "MUS",
   "country_name": "Mauritius",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/MWI/adoption": {
   "country": "MWI",
   "country_name": "Malawi",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/MWI/outcomes": {
   "country": "MWI",
   "country_name": "Malawi",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/MWI/costs": {
   "country": "MWI",
   "country_name": "Malawi",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/MWI/compute": {
   "country": "MWI",
   "country_name": "Malawi",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/NAM/adoption": {
   "country": "NAM",
   "country_name": "Namibia",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/NAM/outcomes": {
   "country": "NAM",
   "country_name": "Namibia",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/NAM/costs": {
   "country": "NAM",
   "country_name": "Namibia",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/NAM/compute": {
   "country": "NAM",
   "country_name": "Namibia",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/NER/adoption": {
   "country": "NER",
   "country_name": "Niger",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/NER/outcomes": {
   "country": "NER",
   "country_name": "Niger",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/NER/costs": {
   "country": "NER",
   "country_name": "Niger",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/NER/compute": {
   "country": "NER",
   "country_name": "Niger",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/NGA/adoption": {
   "country": "NGA",
   "country_name": "Nigeria",
   "priority": "adoption",
   "state": "survey_available",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/NGA/outcomes": {
   "country": "NGA",
   "country_name": "Nigeria",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/NGA/costs": {
   "country": "NGA",
   "country_name": "Nigeria",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/NGA/compute": {
   "country": "NGA",
   "country_name": "Nigeria",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/RWA/adoption": {
   "country": "RWA",
   "country_name": "Rwanda",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/RWA/outcomes": {
   "country": "RWA",
   "country_name": "Rwanda",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/RWA/costs": {
   "country": "RWA",
   "country_name": "Rwanda",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/RWA/compute": {
   "country": "RWA",
   "country_name": "Rwanda",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/SDN/adoption": {
   "country": "SDN",
   "country_name": "Sudan",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/SDN/outcomes": {
   "country": "SDN",
   "country_name": "Sudan",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/SDN/costs": {
   "country": "SDN",
   "country_name": "Sudan",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/SDN/compute": {
   "country": "SDN",
   "country_name": "Sudan",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/SEN/adoption": {
   "country": "SEN",
   "country_name": "Senegal",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/SEN/outcomes": {
   "country": "SEN",
   "country_name": "Senegal",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/SEN/costs": {
   "country": "SEN",
   "country_name": "Senegal",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/SEN/compute": {
   "country": "SEN",
   "country_name": "Senegal",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/SLE/adoption": {
   "country": "SLE",
   "country_name": "Sierra Leone",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/SLE/outcomes": {
   "country": "SLE",
   "country_name": "Sierra Leone",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/SLE/costs": {
   "country": "SLE",
   "country_name": "Sierra Leone",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/SLE/compute": {
   "country": "SLE",
   "country_name": "Sierra Leone",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/SOM/adoption": {
   "country": "SOM",
   "country_name": "Somalia",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/SOM/outcomes": {
   "country": "SOM",
   "country_name": "Somalia",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/SOM/costs": {
   "country": "SOM",
   "country_name": "Somalia",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/SOM/compute": {
   "country": "SOM",
   "country_name": "Somalia",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/SSD/adoption": {
   "country": "SSD",
   "country_name": "South Sudan",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/SSD/outcomes": {
   "country": "SSD",
   "country_name": "South Sudan",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/SSD/costs": {
   "country": "SSD",
   "country_name": "South Sudan",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/SSD/compute": {
   "country": "SSD",
   "country_name": "South Sudan",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/STP/adoption": {
   "country": "STP",
   "country_name": "São Tomé and Príncipe",
   "priority": "adoption",
   "state": "no_information_in_reviewed_sources",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/STP/outcomes": {
   "country": "STP",
   "country_name": "São Tomé and Príncipe",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/STP/costs": {
   "country": "STP",
   "country_name": "São Tomé and Príncipe",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/STP/compute": {
   "country": "STP",
   "country_name": "São Tomé and Príncipe",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/SWZ/adoption": {
   "country": "SWZ",
   "country_name": "Eswatini",
   "priority": "adoption",
   "state": "no_information_in_reviewed_sources",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/SWZ/outcomes": {
   "country": "SWZ",
   "country_name": "Eswatini",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/SWZ/costs": {
   "country": "SWZ",
   "country_name": "Eswatini",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/SWZ/compute": {
   "country": "SWZ",
   "country_name": "Eswatini",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/SYC/adoption": {
   "country": "SYC",
   "country_name": "Seychelles",
   "priority": "adoption",
   "state": "no_information_in_reviewed_sources",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/SYC/outcomes": {
   "country": "SYC",
   "country_name": "Seychelles",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/SYC/costs": {
   "country": "SYC",
   "country_name": "Seychelles",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/SYC/compute": {
   "country": "SYC",
   "country_name": "Seychelles",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/TCD/adoption": {
   "country": "TCD",
   "country_name": "Chad",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/TCD/outcomes": {
   "country": "TCD",
   "country_name": "Chad",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/TCD/costs": {
   "country": "TCD",
   "country_name": "Chad",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/TCD/compute": {
   "country": "TCD",
   "country_name": "Chad",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/TGO/adoption": {
   "country": "TGO",
   "country_name": "Togo",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/TGO/outcomes": {
   "country": "TGO",
   "country_name": "Togo",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/TGO/costs": {
   "country": "TGO",
   "country_name": "Togo",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/TGO/compute": {
   "country": "TGO",
   "country_name": "Togo",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/TUN/adoption": {
   "country": "TUN",
   "country_name": "Tunisia",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/TUN/outcomes": {
   "country": "TUN",
   "country_name": "Tunisia",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/TUN/costs": {
   "country": "TUN",
   "country_name": "Tunisia",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/TUN/compute": {
   "country": "TUN",
   "country_name": "Tunisia",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/TZA/adoption": {
   "country": "TZA",
   "country_name": "Tanzania",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/TZA/outcomes": {
   "country": "TZA",
   "country_name": "Tanzania",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/TZA/costs": {
   "country": "TZA",
   "country_name": "Tanzania",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/TZA/compute": {
   "country": "TZA",
   "country_name": "Tanzania",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/UGA/adoption": {
   "country": "UGA",
   "country_name": "Uganda",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/UGA/outcomes": {
   "country": "UGA",
   "country_name": "Uganda",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/UGA/costs": {
   "country": "UGA",
   "country_name": "Uganda",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/UGA/compute": {
   "country": "UGA",
   "country_name": "Uganda",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/ZAF/adoption": {
   "country": "ZAF",
   "country_name": "South Africa",
   "priority": "adoption",
   "state": "survey_available",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/ZAF/outcomes": {
   "country": "ZAF",
   "country_name": "South Africa",
   "priority": "outcomes",
   "state": "vacancy_evidence_only",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/ZAF/costs": {
   "country": "ZAF",
   "country_name": "South Africa",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/ZAF/compute": {
   "country": "ZAF",
   "country_name": "South Africa",
   "priority": "compute",
   "state": "provider_evidence_available",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/ZMB/adoption": {
   "country": "ZMB",
   "country_name": "Zambia",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/ZMB/outcomes": {
   "country": "ZMB",
   "country_name": "Zambia",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/ZMB/costs": {
   "country": "ZMB",
   "country_name": "Zambia",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/ZMB/compute": {
   "country": "ZMB",
   "country_name": "Zambia",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  "coverage/ZWE/adoption": {
   "country": "ZWE",
   "country_name": "Zimbabwe",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/ZWE/outcomes": {
   "country": "ZWE",
   "country_name": "Zimbabwe",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  "coverage/ZWE/costs": {
   "country": "ZWE",
   "country_name": "Zimbabwe",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  "coverage/ZWE/compute": {
   "country": "ZWE",
   "country_name": "Zimbabwe",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  }
 },
 "history": [
  {
   "reviewed_at": "2026-10-01",
   "source_digest": "c76a3bb3ccbb8c40f50037bd6540a26c43cde17e31ab8ea2950c768cd64d0f32",
   "added": [
    "observation/adoption-survey-ai-2025/DZA",
    "observation/adoption-survey-ai-2025/AGO",
    "observation/adoption-survey-ai-2025/BEN",
    "observation/adoption-survey-ai-2025/BWA",
    "observation/adoption-survey-ai-2025/BFA",
    "observation/adoption-survey-ai-2025/BDI",
    "observation/adoption-survey-ai-2025/CPV",
    "observation/adoption-survey-ai-2025/CMR",
    "observation/adoption-survey-ai-2025/CAF",
    "observation/adoption-survey-ai-2025/TCD",
    "observation/adoption-survey-ai-2025/COM",
    "observation/adoption-survey-ai-2025/CIV",
    "observation/adoption-survey-ai-2025/COD",
    "observation/adoption-survey-ai-2025/DJI",
    "observation/adoption-survey-ai-2025/EGY",
    "observation/adoption-survey-ai-2025/GNQ",
    "observation/adoption-survey-ai-2025/ERI",
    "observation/adoption-survey-ai-2025/SWZ",
    "observation/adoption-survey-ai-2025/ETH",
    "observation/adoption-survey-ai-2025/GAB",
    "observation/adoption-survey-ai-2025/GMB",
    "observation/adoption-survey-ai-2025/GHA",
    "observation/adoption-survey-ai-2025/GIN",
    "observation/adoption-survey-ai-2025/GNB",
    "observation/adoption-survey-ai-2025/KEN",
    "observation/adoption-survey-ai-2025/LSO",
    "observation/adoption-survey-ai-2025/LBR",
    "observation/adoption-survey-ai-2025/LBY",
    "observation/adoption-survey-ai-2025/MDG",
    "observation/adoption-survey-ai-2025/MWI",
    "observation/adoption-survey-ai-2025/MLI",
    "observation/adoption-survey-ai-2025/MRT",
    "observation/adoption-survey-ai-2025/MUS",
    "observation/adoption-survey-ai-2025/MAR",
    "observation/adoption-survey-ai-2025/MOZ",
    "observation/adoption-survey-ai-2025/NAM",
    "observation/adoption-survey-ai-2025/NER",
    "observation/adoption-survey-ai-2025/NGA",
    "observation/adoption-survey-ai-2025/COG",
    "observation/adoption-survey-ai-2025/RWA",
    "observation/adoption-survey-ai-2025/SEN",
    "observation/adoption-survey-ai-2025/SYC",
    "observation/adoption-survey-ai-2025/SLE",
    "observation/adoption-survey-ai-2025/SOM",
    "observation/adoption-survey-ai-2025/ZAF",
    "observation/adoption-survey-ai-2025/SSD",
    "observation/adoption-survey-ai-2025/SDN",
    "observation/adoption-survey-ai-2025/STP",
    "observation/adoption-survey-ai-2025/TZA",
    "observation/adoption-survey-ai-2025/TGO",
    "observation/adoption-survey-ai-2025/TUN",
    "observation/adoption-survey-ai-2025/UGA",
    "observation/adoption-survey-ai-2025/ZMB",
    "observation/adoption-survey-ai-2025/ZWE",
    "observation/adoption-survey-genai-2025/DZA",
    "observation/adoption-survey-genai-2025/AGO",
    "observation/adoption-survey-genai-2025/BEN",
    "observation/adoption-survey-genai-2025/BWA",
    "observation/adoption-survey-genai-2025/BFA",
    "observation/adoption-survey-genai-2025/BDI",
    "observation/adoption-survey-genai-2025/CPV",
    "observation/adoption-survey-genai-2025/CMR",
    "observation/adoption-survey-genai-2025/CAF",
    "observation/adoption-survey-genai-2025/TCD",
    "observation/adoption-survey-genai-2025/COM",
    "observation/adoption-survey-genai-2025/CIV",
    "observation/adoption-survey-genai-2025/COD",
    "observation/adoption-survey-genai-2025/DJI",
    "observation/adoption-survey-genai-2025/EGY",
    "observation/adoption-survey-genai-2025/GNQ",
    "observation/adoption-survey-genai-2025/ERI",
    "observation/adoption-survey-genai-2025/SWZ",
    "observation/adoption-survey-genai-2025/ETH",
    "observation/adoption-survey-genai-2025/GAB",
    "observation/adoption-survey-genai-2025/GMB",
    "observation/adoption-survey-genai-2025/GHA",
    "observation/adoption-survey-genai-2025/GIN",
    "observation/adoption-survey-genai-2025/GNB",
    "observation/adoption-survey-genai-2025/KEN",
    "observation/adoption-survey-genai-2025/LSO",
    "observation/adoption-survey-genai-2025/LBR",
    "observation/adoption-survey-genai-2025/LBY",
    "observation/adoption-survey-genai-2025/MDG",
    "observation/adoption-survey-genai-2025/MWI",
    "observation/adoption-survey-genai-2025/MLI",
    "observation/adoption-survey-genai-2025/MRT",
    "observation/adoption-survey-genai-2025/MUS",
    "observation/adoption-survey-genai-2025/MAR",
    "observation/adoption-survey-genai-2025/MOZ",
    "observation/adoption-survey-genai-2025/NAM",
    "observation/adoption-survey-genai-2025/NER",
    "observation/adoption-survey-genai-2025/NGA",
    "observation/adoption-survey-genai-2025/COG",
    "observation/adoption-survey-genai-2025/RWA",
    "observation/adoption-survey-genai-2025/SEN",
    "observation/adoption-survey-genai-2025/SYC",
    "observation/adoption-survey-genai-2025/SLE",
    "observation/adoption-survey-genai-2025/SOM",
    "observation/adoption-survey-genai-2025/ZAF",
    "observation/adoption-survey-genai-2025/SSD",
    "observation/adoption-survey-genai-2025/SDN",
    "observation/adoption-survey-genai-2025/STP",
    "observation/adoption-survey-genai-2025/TZA",
    "observation/adoption-survey-genai-2025/TGO",
    "observation/adoption-survey-genai-2025/TUN",
    "observation/adoption-survey-genai-2025/UGA",
    "observation/adoption-survey-genai-2025/ZMB",
    "observation/adoption-survey-genai-2025/ZWE",
    "observation/adoption-estimate-h1-2025/DZA",
    "observation/adoption-estimate-h1-2025/AGO",
    "observation/adoption-estimate-h1-2025/BEN",
    "observation/adoption-estimate-h1-2025/BWA",
    "observation/adoption-estimate-h1-2025/BFA",
    "observation/adoption-estimate-h1-2025/BDI",
    "observation/adoption-estimate-h1-2025/CPV",
    "observation/adoption-estimate-h1-2025/CMR",
    "observation/adoption-estimate-h1-2025/CAF",
    "observation/adoption-estimate-h1-2025/TCD",
    "observation/adoption-estimate-h1-2025/COM",
    "observation/adoption-estimate-h1-2025/CIV",
    "observation/adoption-estimate-h1-2025/COD",
    "observation/adoption-estimate-h1-2025/DJI",
    "observation/adoption-estimate-h1-2025/EGY",
    "observation/adoption-estimate-h1-2025/GNQ",
    "observation/adoption-estimate-h1-2025/ERI",
    "observation/adoption-estimate-h1-2025/SWZ",
    "observation/adoption-estimate-h1-2025/ETH",
    "observation/adoption-estimate-h1-2025/GAB",
    "observation/adoption-estimate-h1-2025/GMB",
    "observation/adoption-estimate-h1-2025/GHA",
    "observation/adoption-estimate-h1-2025/GIN",
    "observation/adoption-estimate-h1-2025/GNB",
    "observation/adoption-estimate-h1-2025/KEN",
    "observation/adoption-estimate-h1-2025/LSO",
    "observation/adoption-estimate-h1-2025/LBR",
    "observation/adoption-estimate-h1-2025/LBY",
    "observation/adoption-estimate-h1-2025/MDG",
    "observation/adoption-estimate-h1-2025/MWI",
    "observation/adoption-estimate-h1-2025/MLI",
    "observation/adoption-estimate-h1-2025/MRT",
    "observation/adoption-estimate-h1-2025/MUS",
    "observation/adoption-estimate-h1-2025/MAR",
    "observation/adoption-estimate-h1-2025/MOZ",
    "observation/adoption-estimate-h1-2025/NAM",
    "observation/adoption-estimate-h1-2025/NER",
    "observation/adoption-estimate-h1-2025/NGA",
    "observation/adoption-estimate-h1-2025/COG",
    "observation/adoption-estimate-h1-2025/RWA",
    "observation/adoption-estimate-h1-2025/SEN",
    "observation/adoption-estimate-h1-2025/SYC",
    "observation/adoption-estimate-h1-2025/SLE",
    "observation/adoption-estimate-h1-2025/SOM",
    "observation/adoption-estimate-h1-2025/ZAF",
    "observation/adoption-estimate-h1-2025/SSD",
    "observation/adoption-estimate-h1-2025/SDN",
    "observation/adoption-estimate-h1-2025/STP",
    "observation/adoption-estimate-h1-2025/TZA",
    "observation/adoption-estimate-h1-2025/TGO",
    "observation/adoption-estimate-h1-2025/TUN",
    "observation/adoption-estimate-h1-2025/UGA",
    "observation/adoption-estimate-h1-2025/ZMB",
    "observation/adoption-estimate-h1-2025/ZWE",
    "observation/adoption-estimate-h2-2025/DZA",
    "observation/adoption-estimate-h2-2025/AGO",
    "observation/adoption-estimate-h2-2025/BEN",
    "observation/adoption-estimate-h2-2025/BWA",
    "observation/adoption-estimate-h2-2025/BFA",
    "observation/adoption-estimate-h2-2025/BDI",
    "observation/adoption-estimate-h2-2025/CPV",
    "observation/adoption-estimate-h2-2025/CMR",
    "observation/adoption-estimate-h2-2025/CAF",
    "observation/adoption-estimate-h2-2025/TCD",
    "observation/adoption-estimate-h2-2025/COM",
    "observation/adoption-estimate-h2-2025/CIV",
    "observation/adoption-estimate-h2-2025/COD",
    "observation/adoption-estimate-h2-2025/DJI",
    "observation/adoption-estimate-h2-2025/EGY",
    "observation/adoption-estimate-h2-2025/GNQ",
    "observation/adoption-estimate-h2-2025/ERI",
    "observation/adoption-estimate-h2-2025/SWZ",
    "observation/adoption-estimate-h2-2025/ETH",
    "observation/adoption-estimate-h2-2025/GAB",
    "observation/adoption-estimate-h2-2025/GMB",
    "observation/adoption-estimate-h2-2025/GHA",
    "observation/adoption-estimate-h2-2025/GIN",
    "observation/adoption-estimate-h2-2025/GNB",
    "observation/adoption-estimate-h2-2025/KEN",
    "observation/adoption-estimate-h2-2025/LSO",
    "observation/adoption-estimate-h2-2025/LBR",
    "observation/adoption-estimate-h2-2025/LBY",
    "observation/adoption-estimate-h2-2025/MDG",
    "observation/adoption-estimate-h2-2025/MWI",
    "observation/adoption-estimate-h2-2025/MLI",
    "observation/adoption-estimate-h2-2025/MRT",
    "observation/adoption-estimate-h2-2025/MUS",
    "observation/adoption-estimate-h2-2025/MAR",
    "observation/adoption-estimate-h2-2025/MOZ",
    "observation/adoption-estimate-h2-2025/NAM",
    "observation/adoption-estimate-h2-2025/NER",
    "observation/adoption-estimate-h2-2025/NGA",
    "observation/adoption-estimate-h2-2025/COG",
    "observation/adoption-estimate-h2-2025/RWA",
    "observation/adoption-estimate-h2-2025/SEN",
    "observation/adoption-estimate-h2-2025/SYC",
    "observation/adoption-estimate-h2-2025/SLE",
    "observation/adoption-estimate-h2-2025/SOM",
    "observation/adoption-estimate-h2-2025/ZAF",
    "observation/adoption-estimate-h2-2025/SSD",
    "observation/adoption-estimate-h2-2025/SDN",
    "observation/adoption-estimate-h2-2025/STP",
    "observation/adoption-estimate-h2-2025/TZA",
    "observation/adoption-estimate-h2-2025/TGO",
    "observation/adoption-estimate-h2-2025/TUN",
    "observation/adoption-estimate-h2-2025/UGA",
    "observation/adoption-estimate-h2-2025/ZMB",
    "observation/adoption-estimate-h2-2025/ZWE",
    "observation/cost-mobile-usd-2025/DZA",
    "observation/cost-mobile-usd-2025/AGO",
    "observation/cost-mobile-usd-2025/BEN",
    "observation/cost-mobile-usd-2025/BWA",
    "observation/cost-mobile-usd-2025/BFA",
    "observation/cost-mobile-usd-2025/BDI",
    "observation/cost-mobile-usd-2025/CPV",
    "observation/cost-mobile-usd-2025/CMR",
    "observation/cost-mobile-usd-2025/CAF",
    "observation/cost-mobile-usd-2025/TCD",
    "observation/cost-mobile-usd-2025/COM",
    "observation/cost-mobile-usd-2025/CIV",
    "observation/cost-mobile-usd-2025/COD",
    "observation/cost-mobile-usd-2025/DJI",
    "observation/cost-mobile-usd-2025/EGY",
    "observation/cost-mobile-usd-2025/GNQ",
    "observation/cost-mobile-usd-2025/ERI",
    "observation/cost-mobile-usd-2025/SWZ",
    "observation/cost-mobile-usd-2025/ETH",
    "observation/cost-mobile-usd-2025/GAB",
    "observation/cost-mobile-usd-2025/GMB",
    "observation/cost-mobile-usd-2025/GHA",
    "observation/cost-mobile-usd-2025/GIN",
    "observation/cost-mobile-usd-2025/GNB",
    "observation/cost-mobile-usd-2025/KEN",
    "observation/cost-mobile-usd-2025/LSO",
    "observation/cost-mobile-usd-2025/LBR",
    "observation/cost-mobile-usd-2025/LBY",
    "observation/cost-mobile-usd-2025/MDG",
    "observation/cost-mobile-usd-2025/MWI",
    "observation/cost-mobile-usd-2025/MLI",
    "observation/cost-mobile-usd-2025/MRT",
    "observation/cost-mobile-usd-2025/MUS",
    "observation/cost-mobile-usd-2025/MAR",
    "observation/cost-mobile-usd-2025/MOZ",
    "observation/cost-mobile-usd-2025/NAM",
    "observation/cost-mobile-usd-2025/NER",
    "observation/cost-mobile-usd-2025/NGA",
    "observation/cost-mobile-usd-2025/COG",
    "observation/cost-mobile-usd-2025/RWA",
    "observation/cost-mobile-usd-2025/SEN",
    "observation/cost-mobile-usd-2025/SYC",
    "observation/cost-mobile-usd-2025/SLE",
    "observation/cost-mobile-usd-2025/SOM",
    "observation/cost-mobile-usd-2025/ZAF",
    "observation/cost-mobile-usd-2025/SSD",
    "observation/cost-mobile-usd-2025/SDN",
    "observation/cost-mobile-usd-2025/STP",
    "observation/cost-mobile-usd-2025/TZA",
    "observation/cost-mobile-usd-2025/TGO",
    "observation/cost-mobile-usd-2025/TUN",
    "observation/cost-mobile-usd-2025/UGA",
    "observation/cost-mobile-usd-2025/ZMB",
    "observation/cost-mobile-usd-2025/ZWE",
    "observation/cost-mobile-gni-2025/DZA",
    "observation/cost-mobile-gni-2025/AGO",
    "observation/cost-mobile-gni-2025/BEN",
    "observation/cost-mobile-gni-2025/BWA",
    "observation/cost-mobile-gni-2025/BFA",
    "observation/cost-mobile-gni-2025/BDI",
    "observation/cost-mobile-gni-2025/CPV",
    "observation/cost-mobile-gni-2025/CMR",
    "observation/cost-mobile-gni-2025/CAF",
    "observation/cost-mobile-gni-2025/TCD",
    "observation/cost-mobile-gni-2025/COM",
    "observation/cost-mobile-gni-2025/CIV",
    "observation/cost-mobile-gni-2025/COD",
    "observation/cost-mobile-gni-2025/DJI",
    "observation/cost-mobile-gni-2025/EGY",
    "observation/cost-mobile-gni-2025/GNQ",
    "observation/cost-mobile-gni-2025/ERI",
    "observation/cost-mobile-gni-2025/SWZ",
    "observation/cost-mobile-gni-2025/ETH",
    "observation/cost-mobile-gni-2025/GAB",
    "observation/cost-mobile-gni-2025/GMB",
    "observation/cost-mobile-gni-2025/GHA",
    "observation/cost-mobile-gni-2025/GIN",
    "observation/cost-mobile-gni-2025/GNB",
    "observation/cost-mobile-gni-2025/KEN",
    "observation/cost-mobile-gni-2025/LSO",
    "observation/cost-mobile-gni-2025/LBR",
    "observation/cost-mobile-gni-2025/LBY",
    "observation/cost-mobile-gni-2025/MDG",
    "observation/cost-mobile-gni-2025/MWI",
    "observation/cost-mobile-gni-2025/MLI",
    "observation/cost-mobile-gni-2025/MRT",
    "observation/cost-mobile-gni-2025/MUS",
    "observation/cost-mobile-gni-2025/MAR",
    "observation/cost-mobile-gni-2025/MOZ",
    "observation/cost-mobile-gni-2025/NAM",
    "observation/cost-mobile-gni-2025/NER",
    "observation/cost-mobile-gni-2025/NGA",
    "observation/cost-mobile-gni-2025/COG",
    "observation/cost-mobile-gni-2025/RWA",
    "observation/cost-mobile-gni-2025/SEN",
    "observation/cost-mobile-gni-2025/SYC",
    "observation/cost-mobile-gni-2025/SLE",
    "observation/cost-mobile-gni-2025/SOM",
    "observation/cost-mobile-gni-2025/ZAF",
    "observation/cost-mobile-gni-2025/SSD",
    "observation/cost-mobile-gni-2025/SDN",
    "observation/cost-mobile-gni-2025/STP",
    "observation/cost-mobile-gni-2025/TZA",
    "observation/cost-mobile-gni-2025/TGO",
    "observation/cost-mobile-gni-2025/TUN",
    "observation/cost-mobile-gni-2025/UGA",
    "observation/cost-mobile-gni-2025/ZMB",
    "observation/cost-mobile-gni-2025/ZWE",
    "observation/cost-fixed-usd-2025/DZA",
    "observation/cost-fixed-usd-2025/AGO",
    "observation/cost-fixed-usd-2025/BEN",
    "observation/cost-fixed-usd-2025/BWA",
    "observation/cost-fixed-usd-2025/BFA",
    "observation/cost-fixed-usd-2025/BDI",
    "observation/cost-fixed-usd-2025/CPV",
    "observation/cost-fixed-usd-2025/CMR",
    "observation/cost-fixed-usd-2025/CAF",
    "observation/cost-fixed-usd-2025/TCD",
    "observation/cost-fixed-usd-2025/COM",
    "observation/cost-fixed-usd-2025/CIV",
    "observation/cost-fixed-usd-2025/COD",
    "observation/cost-fixed-usd-2025/DJI",
    "observation/cost-fixed-usd-2025/EGY",
    "observation/cost-fixed-usd-2025/GNQ",
    "observation/cost-fixed-usd-2025/ERI",
    "observation/cost-fixed-usd-2025/SWZ",
    "observation/cost-fixed-usd-2025/ETH",
    "observation/cost-fixed-usd-2025/GAB",
    "observation/cost-fixed-usd-2025/GMB",
    "observation/cost-fixed-usd-2025/GHA",
    "observation/cost-fixed-usd-2025/GIN",
    "observation/cost-fixed-usd-2025/GNB",
    "observation/cost-fixed-usd-2025/KEN",
    "observation/cost-fixed-usd-2025/LSO",
    "observation/cost-fixed-usd-2025/LBR",
    "observation/cost-fixed-usd-2025/LBY",
    "observation/cost-fixed-usd-2025/MDG",
    "observation/cost-fixed-usd-2025/MWI",
    "observation/cost-fixed-usd-2025/MLI",
    "observation/cost-fixed-usd-2025/MRT",
    "observation/cost-fixed-usd-2025/MUS",
    "observation/cost-fixed-usd-2025/MAR",
    "observation/cost-fixed-usd-2025/MOZ",
    "observation/cost-fixed-usd-2025/NAM",
    "observation/cost-fixed-usd-2025/NER",
    "observation/cost-fixed-usd-2025/NGA",
    "observation/cost-fixed-usd-2025/COG",
    "observation/cost-fixed-usd-2025/RWA",
    "observation/cost-fixed-usd-2025/SEN",
    "observation/cost-fixed-usd-2025/SYC",
    "observation/cost-fixed-usd-2025/SLE",
    "observation/cost-fixed-usd-2025/SOM",
    "observation/cost-fixed-usd-2025/ZAF",
    "observation/cost-fixed-usd-2025/SSD",
    "observation/cost-fixed-usd-2025/SDN",
    "observation/cost-fixed-usd-2025/STP",
    "observation/cost-fixed-usd-2025/TZA",
    "observation/cost-fixed-usd-2025/TGO",
    "observation/cost-fixed-usd-2025/TUN",
    "observation/cost-fixed-usd-2025/UGA",
    "observation/cost-fixed-usd-2025/ZMB",
    "observation/cost-fixed-usd-2025/ZWE",
    "observation/cost-fixed-gni-2025/DZA",
    "observation/cost-fixed-gni-2025/AGO",
    "observation/cost-fixed-gni-2025/BEN",
    "observation/cost-fixed-gni-2025/BWA",
    "observation/cost-fixed-gni-2025/BFA",
    "observation/cost-fixed-gni-2025/BDI",
    "observation/cost-fixed-gni-2025/CPV",
    "observation/cost-fixed-gni-2025/CMR",
    "observation/cost-fixed-gni-2025/CAF",
    "observation/cost-fixed-gni-2025/TCD",
    "observation/cost-fixed-gni-2025/COM",
    "observation/cost-fixed-gni-2025/CIV",
    "observation/cost-fixed-gni-2025/COD",
    "observation/cost-fixed-gni-2025/DJI",
    "observation/cost-fixed-gni-2025/EGY",
    "observation/cost-fixed-gni-2025/GNQ",
    "observation/cost-fixed-gni-2025/ERI",
    "observation/cost-fixed-gni-2025/SWZ",
    "observation/cost-fixed-gni-2025/ETH",
    "observation/cost-fixed-gni-2025/GAB",
    "observation/cost-fixed-gni-2025/GMB",
    "observation/cost-fixed-gni-2025/GHA",
    "observation/cost-fixed-gni-2025/GIN",
    "observation/cost-fixed-gni-2025/GNB",
    "observation/cost-fixed-gni-2025/KEN",
    "observation/cost-fixed-gni-2025/LSO",
    "observation/cost-fixed-gni-2025/LBR",
    "observation/cost-fixed-gni-2025/LBY",
    "observation/cost-fixed-gni-2025/MDG",
    "observation/cost-fixed-gni-2025/MWI",
    "observation/cost-fixed-gni-2025/MLI",
    "observation/cost-fixed-gni-2025/MRT",
    "observation/cost-fixed-gni-2025/MUS",
    "observation/cost-fixed-gni-2025/MAR",
    "observation/cost-fixed-gni-2025/MOZ",
    "observation/cost-fixed-gni-2025/NAM",
    "observation/cost-fixed-gni-2025/NER",
    "observation/cost-fixed-gni-2025/NGA",
    "observation/cost-fixed-gni-2025/COG",
    "observation/cost-fixed-gni-2025/RWA",
    "observation/cost-fixed-gni-2025/SEN",
    "observation/cost-fixed-gni-2025/SYC",
    "observation/cost-fixed-gni-2025/SLE",
    "observation/cost-fixed-gni-2025/SOM",
    "observation/cost-fixed-gni-2025/ZAF",
    "observation/cost-fixed-gni-2025/SSD",
    "observation/cost-fixed-gni-2025/SDN",
    "observation/cost-fixed-gni-2025/STP",
    "observation/cost-fixed-gni-2025/TZA",
    "observation/cost-fixed-gni-2025/TGO",
    "observation/cost-fixed-gni-2025/TUN",
    "observation/cost-fixed-gni-2025/UGA",
    "observation/cost-fixed-gni-2025/ZMB",
    "observation/cost-fixed-gni-2025/ZWE",
    "observation/jobs-pnet-ai-vacancy-growth/DZA",
    "observation/jobs-pnet-ai-vacancy-growth/AGO",
    "observation/jobs-pnet-ai-vacancy-growth/BEN",
    "observation/jobs-pnet-ai-vacancy-growth/BWA",
    "observation/jobs-pnet-ai-vacancy-growth/BFA",
    "observation/jobs-pnet-ai-vacancy-growth/BDI",
    "observation/jobs-pnet-ai-vacancy-growth/CPV",
    "observation/jobs-pnet-ai-vacancy-growth/CMR",
    "observation/jobs-pnet-ai-vacancy-growth/CAF",
    "observation/jobs-pnet-ai-vacancy-growth/TCD",
    "observation/jobs-pnet-ai-vacancy-growth/COM",
    "observation/jobs-pnet-ai-vacancy-growth/CIV",
    "observation/jobs-pnet-ai-vacancy-growth/COD",
    "observation/jobs-pnet-ai-vacancy-growth/DJI",
    "observation/jobs-pnet-ai-vacancy-growth/EGY",
    "observation/jobs-pnet-ai-vacancy-growth/GNQ",
    "observation/jobs-pnet-ai-vacancy-growth/ERI",
    "observation/jobs-pnet-ai-vacancy-growth/SWZ",
    "observation/jobs-pnet-ai-vacancy-growth/ETH",
    "observation/jobs-pnet-ai-vacancy-growth/GAB",
    "observation/jobs-pnet-ai-vacancy-growth/GMB",
    "observation/jobs-pnet-ai-vacancy-growth/GHA",
    "observation/jobs-pnet-ai-vacancy-growth/GIN",
    "observation/jobs-pnet-ai-vacancy-growth/GNB",
    "observation/jobs-pnet-ai-vacancy-growth/KEN",
    "observation/jobs-pnet-ai-vacancy-growth/LSO",
    "observation/jobs-pnet-ai-vacancy-growth/LBR",
    "observation/jobs-pnet-ai-vacancy-growth/LBY",
    "observation/jobs-pnet-ai-vacancy-growth/MDG",
    "observation/jobs-pnet-ai-vacancy-growth/MWI",
    "observation/jobs-pnet-ai-vacancy-growth/MLI",
    "observation/jobs-pnet-ai-vacancy-growth/MRT",
    "observation/jobs-pnet-ai-vacancy-growth/MUS",
    "observation/jobs-pnet-ai-vacancy-growth/MAR",
    "observation/jobs-pnet-ai-vacancy-growth/MOZ",
    "observation/jobs-pnet-ai-vacancy-growth/NAM",
    "observation/jobs-pnet-ai-vacancy-growth/NER",
    "observation/jobs-pnet-ai-vacancy-growth/NGA",
    "observation/jobs-pnet-ai-vacancy-growth/COG",
    "observation/jobs-pnet-ai-vacancy-growth/RWA",
    "observation/jobs-pnet-ai-vacancy-growth/SEN",
    "observation/jobs-pnet-ai-vacancy-growth/SYC",
    "observation/jobs-pnet-ai-vacancy-growth/SLE",
    "observation/jobs-pnet-ai-vacancy-growth/SOM",
    "observation/jobs-pnet-ai-vacancy-growth/ZAF",
    "observation/jobs-pnet-ai-vacancy-growth/SSD",
    "observation/jobs-pnet-ai-vacancy-growth/SDN",
    "observation/jobs-pnet-ai-vacancy-growth/STP",
    "observation/jobs-pnet-ai-vacancy-growth/TZA",
    "observation/jobs-pnet-ai-vacancy-growth/TGO",
    "observation/jobs-pnet-ai-vacancy-growth/TUN",
    "observation/jobs-pnet-ai-vacancy-growth/UGA",
    "observation/jobs-pnet-ai-vacancy-growth/ZMB",
    "observation/jobs-pnet-ai-vacancy-growth/ZWE",
    "observation/adoption-workforce-any-ai/five-country-sample",
    "observation/adoption-workforce-daily-genai/five-country-sample",
    "observation/compute-site-it-capacity/teraco-jb4",
    "asset/aws-cape-town-g4dn",
    "asset/cassava-south-africa",
    "asset/teraco-jb4",
    "coverage/AGO/adoption",
    "coverage/AGO/outcomes",
    "coverage/AGO/costs",
    "coverage/AGO/compute",
    "coverage/BDI/adoption",
    "coverage/BDI/outcomes",
    "coverage/BDI/costs",
    "coverage/BDI/compute",
    "coverage/BEN/adoption",
    "coverage/BEN/outcomes",
    "coverage/BEN/costs",
    "coverage/BEN/compute",
    "coverage/BFA/adoption",
    "coverage/BFA/outcomes",
    "coverage/BFA/costs",
    "coverage/BFA/compute",
    "coverage/BWA/adoption",
    "coverage/BWA/outcomes",
    "coverage/BWA/costs",
    "coverage/BWA/compute",
    "coverage/CAF/adoption",
    "coverage/CAF/outcomes",
    "coverage/CAF/costs",
    "coverage/CAF/compute",
    "coverage/CIV/adoption",
    "coverage/CIV/outcomes",
    "coverage/CIV/costs",
    "coverage/CIV/compute",
    "coverage/CMR/adoption",
    "coverage/CMR/outcomes",
    "coverage/CMR/costs",
    "coverage/CMR/compute",
    "coverage/COD/adoption",
    "coverage/COD/outcomes",
    "coverage/COD/costs",
    "coverage/COD/compute",
    "coverage/COG/adoption",
    "coverage/COG/outcomes",
    "coverage/COG/costs",
    "coverage/COG/compute",
    "coverage/COM/adoption",
    "coverage/COM/outcomes",
    "coverage/COM/costs",
    "coverage/COM/compute",
    "coverage/CPV/adoption",
    "coverage/CPV/outcomes",
    "coverage/CPV/costs",
    "coverage/CPV/compute",
    "coverage/DJI/adoption",
    "coverage/DJI/outcomes",
    "coverage/DJI/costs",
    "coverage/DJI/compute",
    "coverage/DZA/adoption",
    "coverage/DZA/outcomes",
    "coverage/DZA/costs",
    "coverage/DZA/compute",
    "coverage/EGY/adoption",
    "coverage/EGY/outcomes",
    "coverage/EGY/costs",
    "coverage/EGY/compute",
    "coverage/ERI/adoption",
    "coverage/ERI/outcomes",
    "coverage/ERI/costs",
    "coverage/ERI/compute",
    "coverage/ETH/adoption",
    "coverage/ETH/outcomes",
    "coverage/ETH/costs",
    "coverage/ETH/compute",
    "coverage/GAB/adoption",
    "coverage/GAB/outcomes",
    "coverage/GAB/costs",
    "coverage/GAB/compute",
    "coverage/GHA/adoption",
    "coverage/GHA/outcomes",
    "coverage/GHA/costs",
    "coverage/GHA/compute",
    "coverage/GIN/adoption",
    "coverage/GIN/outcomes",
    "coverage/GIN/costs",
    "coverage/GIN/compute",
    "coverage/GMB/adoption",
    "coverage/GMB/outcomes",
    "coverage/GMB/costs",
    "coverage/GMB/compute",
    "coverage/GNB/adoption",
    "coverage/GNB/outcomes",
    "coverage/GNB/costs",
    "coverage/GNB/compute",
    "coverage/GNQ/adoption",
    "coverage/GNQ/outcomes",
    "coverage/GNQ/costs",
    "coverage/GNQ/compute",
    "coverage/KEN/adoption",
    "coverage/KEN/outcomes",
    "coverage/KEN/costs",
    "coverage/KEN/compute",
    "coverage/LBR/adoption",
    "coverage/LBR/outcomes",
    "coverage/LBR/costs",
    "coverage/LBR/compute",
    "coverage/LBY/adoption",
    "coverage/LBY/outcomes",
    "coverage/LBY/costs",
    "coverage/LBY/compute",
    "coverage/LSO/adoption",
    "coverage/LSO/outcomes",
    "coverage/LSO/costs",
    "coverage/LSO/compute",
    "coverage/MAR/adoption",
    "coverage/MAR/outcomes",
    "coverage/MAR/costs",
    "coverage/MAR/compute",
    "coverage/MDG/adoption",
    "coverage/MDG/outcomes",
    "coverage/MDG/costs",
    "coverage/MDG/compute",
    "coverage/MLI/adoption",
    "coverage/MLI/outcomes",
    "coverage/MLI/costs",
    "coverage/MLI/compute",
    "coverage/MOZ/adoption",
    "coverage/MOZ/outcomes",
    "coverage/MOZ/costs",
    "coverage/MOZ/compute",
    "coverage/MRT/adoption",
    "coverage/MRT/outcomes",
    "coverage/MRT/costs",
    "coverage/MRT/compute",
    "coverage/MUS/adoption",
    "coverage/MUS/outcomes",
    "coverage/MUS/costs",
    "coverage/MUS/compute",
    "coverage/MWI/adoption",
    "coverage/MWI/outcomes",
    "coverage/MWI/costs",
    "coverage/MWI/compute",
    "coverage/NAM/adoption",
    "coverage/NAM/outcomes",
    "coverage/NAM/costs",
    "coverage/NAM/compute",
    "coverage/NER/adoption",
    "coverage/NER/outcomes",
    "coverage/NER/costs",
    "coverage/NER/compute",
    "coverage/NGA/adoption",
    "coverage/NGA/outcomes",
    "coverage/NGA/costs",
    "coverage/NGA/compute",
    "coverage/RWA/adoption",
    "coverage/RWA/outcomes",
    "coverage/RWA/costs",
    "coverage/RWA/compute",
    "coverage/SDN/adoption",
    "coverage/SDN/outcomes",
    "coverage/SDN/costs",
    "coverage/SDN/compute",
    "coverage/SEN/adoption",
    "coverage/SEN/outcomes",
    "coverage/SEN/costs",
    "coverage/SEN/compute",
    "coverage/SLE/adoption",
    "coverage/SLE/outcomes",
    "coverage/SLE/costs",
    "coverage/SLE/compute",
    "coverage/SOM/adoption",
    "coverage/SOM/outcomes",
    "coverage/SOM/costs",
    "coverage/SOM/compute",
    "coverage/SSD/adoption",
    "coverage/SSD/outcomes",
    "coverage/SSD/costs",
    "coverage/SSD/compute",
    "coverage/STP/adoption",
    "coverage/STP/outcomes",
    "coverage/STP/costs",
    "coverage/STP/compute",
    "coverage/SWZ/adoption",
    "coverage/SWZ/outcomes",
    "coverage/SWZ/costs",
    "coverage/SWZ/compute",
    "coverage/SYC/adoption",
    "coverage/SYC/outcomes",
    "coverage/SYC/costs",
    "coverage/SYC/compute",
    "coverage/TCD/adoption",
    "coverage/TCD/outcomes",
    "coverage/TCD/costs",
    "coverage/TCD/compute",
    "coverage/TGO/adoption",
    "coverage/TGO/outcomes",
    "coverage/TGO/costs",
    "coverage/TGO/compute",
    "coverage/TUN/adoption",
    "coverage/TUN/outcomes",
    "coverage/TUN/costs",
    "coverage/TUN/compute",
    "coverage/TZA/adoption",
    "coverage/TZA/outcomes",
    "coverage/TZA/costs",
    "coverage/TZA/compute",
    "coverage/UGA/adoption",
    "coverage/UGA/outcomes",
    "coverage/UGA/costs",
    "coverage/UGA/compute",
    "coverage/ZAF/adoption",
    "coverage/ZAF/outcomes",
    "coverage/ZAF/costs",
    "coverage/ZAF/compute",
    "coverage/ZMB/adoption",
    "coverage/ZMB/outcomes",
    "coverage/ZMB/costs",
    "coverage/ZMB/compute",
    "coverage/ZWE/adoption",
    "coverage/ZWE/outcomes",
    "coverage/ZWE/costs",
    "coverage/ZWE/compute"
   ],
   "changed": [],
   "removed": []
  }
 ],
 "source_digest": "c76a3bb3ccbb8c40f50037bd6540a26c43cde17e31ab8ea2950c768cd64d0f32"
}