{"query_echo":{"q":"","filters":{"analysis_type":["fixed-effect model"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'fixed-effect model' 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=fixed-effect+model","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-000856","url":"https://climateinsightsdirectory.org/document/clipolin-000856","title":"Rural Settlements and Deforestation in the Amazon","publisher":{"name":"Climate Policy Initiative","organization":"climate-policy-initiative"},"document_type":"research paper","language":"en","date_published":"2016-12","source_url":"https://www.climatepolicyinitiative.org/wp-content/uploads/2017/02/Rural_Settlements_and_Deforestation_in_the_Amazon_Working_Paper_CPI.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The paper finds that Rural Settlements were responsible for 30% of total deforestation in the Amazon Biome in 2014. While traditional and colonization settlements showed only a correlation with deforestation due to their location on the agricultural frontier, 'Special Settlements'—those with environmental conditions—had a statistically significant positive impact on deforestation. This is attributed to their placement in remote, high-forest-coverage areas where any clearing for agricultural production represents a significant increase in local deforestation rates.","ai_generated":true,"unit":"clipolin-000856#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Between 2002 and 2014, the area dedicated to Rural Settlements in the Amazon region increased by 71%, growing from 220 thousand square kilometers to 376 thousand square kilometers.","ai_generated":true,"unit":"clipolin-000856#insight-1","date_modified":"2026-10-23"},{"text":"Rural Settlements are estimated to be responsible for 30% of the total deforestation in the Amazon Biome as of 2014.","ai_generated":true,"unit":"clipolin-000856#insight-2","date_modified":"2026-10-23"},{"text":"The increase in Rural Settlements was most pronounced in municipalities with high native forest coverage; in those with very high coverage, the area increased by 125% (from 83 thousand to 190 thousand square kilometers) between 2002 and 2014.","ai_generated":true,"unit":"clipolin-000856#insight-3","date_modified":"2026-10-23"},{"text":"Special Rural Settlements, which are designed for sustainable production or extractive activities, were the only settlement type with a statistically significant positive effect on deforestation, accounting for 15% of the Amazon Biome's total deforestation in 2014.","ai_generated":true,"unit":"clipolin-000856#insight-4","date_modified":"2026-10-23"},{"text":"The impact of Special Settlements is most significant in remote areas far from the agricultural expansion frontier; in these regions, they are responsible for approximately 20% of deforestation.","ai_generated":true,"unit":"clipolin-000856#insight-5","date_modified":"2026-10-23"},{"text":"The observed correlation between 'Colonization' and 'Conventional' settlements and deforestation is considered spurious, as these settlements are located in areas that are already part of the agricultural expansion frontier.","ai_generated":true,"unit":"clipolin-000856#insight-6","date_modified":"2026-10-23"},{"text":"The DETER monitoring system has a technical limitation where it only detects forest clearings exceeding 0.25 square kilometers, making smaller clearings typical of small-scale farmers less likely to be caught by law enforcement.","ai_generated":true,"unit":"clipolin-000856#insight-7","date_modified":"2026-10-23"}],"climate_tags":["deforestation","land use"],"geography_discussed":["Pará","Amazonas","Mato Grosso","Maranhão","Rondônia","Paraná"],"frame_perspective":[],"analysis_type":["econometric analysis","difference-in-difference approach","fixed-effect model"]}]}