{"query_echo":{"q":"","filters":{"analysis_type":["data triangulation"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'data triangulation' for facet 'analysis_type' is not in the controlled vocabulary."}]},"total":{"value":1,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=data+triangulation","stability":"beta","ai_marking":{"digital_source_type":{"uri":"http://cv.iptc.org/newscodes/digitalsourcetype/trainedAlgorithmicMedia","name":"Created using Generative AI"},"notice":"Summary and key insights are generated using artificial intelligence."},"results":[{"id":"seforall-000226","url":"https://climateinsightsdirectory.org/document/seforall-000226","title":"Tracking SDG7: The Energy Progress Report 2018","publisher":{"name":"Sustainable Energy for All","organization":"sustainable-energy-for-all"},"document_type":"report","language":"en","date_published":"2018","source_url":"https://www.seforall.org/system/files/2019-05/TrackingSDG7_18electrification_annex.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes electricity access in 20 high-deficit countries by comparing government reports, utility data, household surveys, and solar sales. It consistently finds that household consumption (wealth) is a stronger driver of access disparity than gender, although specific national patterns vary. In many cases, significant gaps exist between formal utility connection rates and household survey results, often attributed to off-grid solutions, informal connections, or self-supply methods like diesel generators.","ai_generated":true,"unit":"seforall-000226#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"In Bangladesh, there is a significant gap of 18.8% between the electrification rate reported by the HIES (75.9%) and the estimated grid connection rate (57.1%), which is partially explained by off-grid solar solutions providing service to 11.6% of the population in 2016.","ai_generated":true,"unit":"seforall-000226#insight-1","date_modified":"2026-10-23"},{"text":"In Burkina Faso, electricity access is highly skewed by wealth, with access rates improving by more than 38 times from the bottom consumption quintile to the top quintile.","ai_generated":true,"unit":"seforall-000226#insight-2","date_modified":"2026-10-23"},{"text":"The Democratic Republic of Congo exhibits a massive disparity in access based on wealth, with access rates improving by more than 60 times from the bottom quintile to the top quintile, a gradient steeper than most other large access deficit countries in Sub-Saharan Africa.","ai_generated":true,"unit":"seforall-000226#insight-3","date_modified":"2026-10-23"},{"text":"In Ethiopia, a high rate of shared metered connections due to high connection charges explains why household surveys report a grid connection rate of 29%, while utility data estimates it at 10.5%.","ai_generated":true,"unit":"seforall-000226#insight-4","date_modified":"2026-10-23"},{"text":"India's electrification is driven by a $2.5 billion program aiming for universal access by December 2018, with a formal grid connection rate estimated at 80.3% in 2017.","ai_generated":true,"unit":"seforall-000226#insight-5","date_modified":"2026-10-23"},{"text":"In Kenya, off-grid solar power is a significant contributor to access, with 14.1% of the population relying on it according to household surveys, compared to a formal grid connection rate of 40.4%.","ai_generated":true,"unit":"seforall-000226#insight-6","date_modified":"2026-10-23"},{"text":"Tanzania shows a severe wealth-based access gap, where the access rate for the top quintile is 19 times that of the bottom quintile.","ai_generated":true,"unit":"seforall-000226#insight-7","date_modified":"2026-10-23"},{"text":"In Nigeria, there is a substantial gap between the formal and informal grid connection rate (combined at 26.5%) and the household survey electrification rate (59.3%), partly due to self-supply via diesel generation which serves an additional 5.2% of the population.","ai_generated":true,"unit":"seforall-000226#insight-8","date_modified":"2026-10-23"},{"text":"Pakistan reports a high formal grid connection rate of 82.4%, with an additional 1.7% of the population estimated to have access through informal connections, particularly shared metered connections.","ai_generated":true,"unit":"seforall-000226#insight-9","date_modified":"2026-10-23"},{"text":"In Sudan, gender is a more significant driver of access disparity than in other Sub-Saharan African countries, with male-headed households outperforming female-headed households by 12 percentage points.","ai_generated":true,"unit":"seforall-000226#insight-10","date_modified":"2026-10-23"}],"climate_tags":["energy poverty","energy transition"],"geography_discussed":["Asia","sub-Saharan Africa"],"frame_perspective":[],"analysis_type":["comparative analysis","data triangulation","socioeconomic disaggregation"]}]}