{"query_echo":{"q":"","filters":{"analysis_type":["affordability gap analysis"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'affordability gap analysis' 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=affordability+gap+analysis","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-000322","url":"https://climateinsightsdirectory.org/document/seforall-000322","title":"MADAGASCAR Integrated Energy Access Planning – CLEAN COOKING REPORT","publisher":{"name":"Sustainable Energy for All","organization":"sustainable-energy-for-all"},"document_type":"report","language":"en","date_published":"2024-06","source_url":"https://www.seforall.org/system/files/2024-07/report-madagascar-iep_cleancooking-en.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The report assesses Madagascar's clean cooking landscape, where only 5% of households use clean technologies. It models two 2030 scenarios: a baseline based on the SDG7 Energy Compact and a 'Universal Access' scenario emphasizing e-cooking and biofuels. Key findings highlight that while bioethanol, biogas, and pellets have vast production potential, affordability remains the primary barrier. The transition could significantly reduce deforestation and avert thousands of deaths from indoor air pollution, particularly benefiting women who bear the brunt of fuel collection and cooking tasks.","ai_generated":true,"unit":"seforall-000322#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Clean cooking access in Madagascar is extremely low, with only 5% of households using clean cooking devices as of 2023. The vast majority of energy use is driven by fuelwood in rural areas (>80% of households) and charcoal in urban areas (>60% of households).","ai_generated":true,"unit":"seforall-000322#insight-1","date_modified":"2026-10-23"},{"text":"Indoor air pollution from solid fuel combustion is a critical health crisis in Madagascar, causing an estimated 21,000 deaths annually. The 'Universal Access' scenario could avert significantly more deaths than the baseline, potentially saving 49,183 adults and 8,022 children.","ai_generated":true,"unit":"seforall-000322#insight-2","date_modified":"2026-10-23"},{"text":"Cooking-related deforestation is primarily driven by charcoal production, which accounts for 83.2% of forest loss in the baseline scenario and 83.9% in the universal scenario. Transitioning to clean cooking could reduce annual deforestation rates by 96.2% by 2030 under the universal scenario.","ai_generated":true,"unit":"seforall-000322#insight-3","date_modified":"2026-10-23"},{"text":"Madagascar possesses immense unconstrained production potential for alternative biofuels. By 2030, the total potential energy supply from bioethanol, biogas, and biomass pellets/briquettes could meet several hundred percent of the cooking requirements for both households and institutions.","ai_generated":true,"unit":"seforall-000322#insight-4","date_modified":"2026-10-23"},{"text":"Financial affordability is the most significant barrier to adoption; approximately 75% of surveyed households cited the cost of cooking as the primary obstacle to using clean solutions. The 'Universal Access' scenario would require 244% additional funds to bridge the affordability gap compared to a reference case of no change.","ai_generated":true,"unit":"seforall-000322#insight-5","date_modified":"2026-10-23"},{"text":"Clean cooking transitions disproportionately benefit women, who are responsible for fuel collection in 73% of surveyed households. The universal scenario is projected to reduce average daily cooking time from 3.30 hours in 2023 to 1.77 hours by 2030.","ai_generated":true,"unit":"seforall-000322#insight-6","date_modified":"2026-10-23"},{"text":"The LPG market is underdeveloped and dependent on imports as Madagascar lacks an oil refinery. Current household consumption is minimal, with less than 1% of households using LPG, and most usage is concentrated in urban areas.","ai_generated":true,"unit":"seforall-000322#insight-7","date_modified":"2026-10-23"}],"climate_tags":["clean cooking","ethanol fuel","biogas","deforestation","greenhouse gas emissions","energy access","climate finance","household air pollution"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["geospatial analysis","scenario modelling","affordability gap analysis","health impact assessment"]}]}