{"query_echo":{"q":"","filters":{"analysis_type":["data extrapolation"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'data extrapolation' 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+extrapolation","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":"clipolin-000361","url":"https://climateinsightsdirectory.org/document/clipolin-000361","title":"The Triple Gap in Finance for Agrifood Systems: Annexes","publisher":{"name":"Climate Policy Initiative","organization":"climate-policy-initiative"},"document_type":"report","language":"en","date_published":"2024-11","source_url":"https://www.climatepolicyinitiative.org/wp-content/uploads/2024/11/Annex_The-Triple-Gap-in-Finance-for-Agrifood-Systems.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The document outlines the methodological frameworks used to quantify climate finance needs for agrifood systems. It establishes a comprehensive taxonomy developed by CPI and FAO covering sectors such as crop and livestock systems, forestry, fisheries, and food diets. The 'top-down' approach aggregates data from 46 publications, using seven key reports to estimate needs for 2024-2030, while the 'bottom-up' approach extrapolates data from 167 Nationally Determined Contributions (NDCs). The analysis highlights significant data gaps for the post-2030 period and notes that agrifood system finance needs in low-income countries represent a larger relative proportion of their economy, averaging 2.7% of GDP.","ai_generated":true,"unit":"clipolin-000361#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"CPI and FAO developed a harmonized taxonomy for agrifood systems that expands beyond traditional AFOLU classifications to include 'biodiversity, land, and marine ecosystems' to support systemic change.","ai_generated":true,"unit":"clipolin-000361#insight-1","date_modified":"2026-10-23"},{"text":"The top-down methodology reviewed 46 reports, but only seven provided quantified assessments of future investment needs that met the criteria for recency (2019-24), comprehensiveness, primary data, and granularity.","ai_generated":true,"unit":"clipolin-000361#insight-2","date_modified":"2026-10-23"},{"text":"There is a critical lack of data for climate finance needs beyond 2030; only two of the seven primary reports used in the top-down approach provided estimates for the 2031-50 period.","ai_generated":true,"unit":"clipolin-000361#insight-3","date_modified":"2026-10-23"},{"text":"The bottom-up approach analyzed 167 NDCs, but found that many lack disaggregated financial figures at the sectoral level, leading to a likely underrepresentation of the actual costs of climate action in agrifood systems.","ai_generated":true,"unit":"clipolin-000361#insight-4","date_modified":"2026-10-23"}],"climate_tags":["climate finance","Nationally Determined Contributions","agroforestry","regenerative agriculture","forest conservation","aquaculture","biodiversity","climate change adaptation","climate change mitigation","transition finance"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["methodological annex","literature review","data extrapolation"]}]}