{"query_echo":{"q":"","filters":{"analysis_type":["land use change analysis"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'land use change 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=land+use+change+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":"clipolin-000483","url":"https://climateinsightsdirectory.org/document/clipolin-000483","title":"OS IMPACTOS DO CRÉDITO RURAL NA AGROPECUÁRIA E NO USO DA TERRA","publisher":{"name":"Climate Policy Initiative","organization":"climate-policy-initiative"},"document_type":"report","language":"pt","date_published":"2021-01","source_url":"https://www.climatepolicyinitiative.org/wp-content/uploads/2021/01/DQ-Os-Impactos-de-Credito-Rural-na-Agropecuaria-e-no-Uso-da-Terra.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report finds that increased rural credit generally boosts agricultural production and productivity while reducing deforestation pressures, particularly in the Amazon and Cerrado biomes. This occurs as credit enables producers to shift from extensive livestock ranching to more intensive crop cultivation. The analysis reveals that these positive land-use effects are most pronounced in the Amazon and Cerrado, while productivity gains are more significant in the Atlantic Forest, Pampas, and Caatinga. Additionally, the report notes that rural credit has a substantially higher positive impact on grain production compared to other crops.","ai_generated":true,"unit":"clipolin-000483#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"In the Amazon and Cerrado biomes, increased rural credit reduces deforestation pressure by encouraging the conversion of pastureland into agricultural crops. In the Amazon, a 1% increase in rural credit is associated with a 0.29% increase in crop areas and a 0.15% reduction in pastures, resulting in a 0.02% increase in natural forest area.","ai_generated":true,"unit":"clipolin-000483#insight-1","date_modified":"2026-10-23"},{"text":"In the Cerrado, a 1% increase in municipal rural credit leads to a 0.26% increase in crop areas and a 0.32% reduction in pasture areas, preserving 0.03% more forest area. While agricultural production increases by 0.25%, agricultural productivity remains stable, likely because the region already employs modern, high-productivity technologies.","ai_generated":true,"unit":"clipolin-000483#insight-2","date_modified":"2026-10-23"},{"text":"In the Atlantic Forest, rural credit increases lead to a reduction in agricultural crop areas and an increase in planted forests. It generates productivity gains in both agriculture (0.14%) and livestock (0.13%) for every 1% increase in credit.","ai_generated":true,"unit":"clipolin-000483#insight-3","date_modified":"2026-10-23"},{"text":"In the Pampas, rural credit primarily impacts agriculture, where a 1% increase in credit is associated with a 0.21% growth in crop areas and a 0.40% increase in production. Livestock activities in this biome are not significantly impacted by rural credit availability.","ai_generated":true,"unit":"clipolin-000483#insight-4","date_modified":"2026-10-23"},{"text":"In the Caatinga, rural credit does not significantly alter land use except for a slight reduction in pasture areas (0.08%). However, it significantly boosts productivity in agriculture (0.11%) and livestock (0.15%) per 1% increase in credit, suggesting that producers in this biome face severe credit constraints that hinder modernization.","ai_generated":true,"unit":"clipolin-000483#insight-5","date_modified":"2026-10-23"},{"text":"Rural credit has a significantly larger positive impact on grain production than on other crops. A 1% increase in municipal credit increases the value of grain production by 0.28% and land productivity for grains by 0.38%. Conversely, other crops show a reduction in land productivity, possibly due to competition for resources and labor with the grain sector.","ai_generated":true,"unit":"clipolin-000483#insight-6","date_modified":"2026-10-23"}],"climate_tags":["land use","deforestation","agricultural productivity","sustainable agriculture"],"geography_discussed":["Amazon rainforest","Cerrado","Atlantic Forest","pampa","Caatinga","Q157603"],"frame_perspective":[],"analysis_type":["econometric analysis","land use change analysis","policy impact assessment"]}]}