{"query_echo":{"q":"","filters":{"analysis_type":["socio-economic mapping"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'socio-economic mapping' for facet 'analysis_type' is not in the controlled vocabulary."}]},"total":{"value":2,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=socio-economic+mapping","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-000343","url":"https://climateinsightsdirectory.org/document/clipolin-000343","title":"Agricultores Familiares da Caatinga e do Cerrado: Mapeamento para a Promoção de uma Transição Rural Justa no Brasil","publisher":{"name":"Climate Policy Initiative","organization":"climate-policy-initiative"},"document_type":"report","language":"pt","date_published":"2023-02","source_url":"https://www.climatepolicyinitiative.org/wp-content/uploads/2023/02/Agricultores-Familiares-da-Caatinga-e-do-Cerrado.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes the disparities between family farmers in Brazil's Caatinga and Cerrado biomes, highlighting that those in the Caatinga face higher levels of poverty, lower productivity, and more restricted access to technical assistance. It argues that a just rural transition requires personalized policies that integrate social dimensions—such as education and gender equity—with technological solutions to move from extractive to sustainable agricultural models.","ai_generated":true,"unit":"clipolin-000343#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Family farmers represent 76.8% of all agricultural establishments in Brazil but occupy only 23% of the agricultural land. They are identified as the group most vulnerable to climate change due to limited access to financial resources for climate-smart technologies.","ai_generated":true,"unit":"clipolin-000343#insight-1","date_modified":"2026-10-23"},{"text":"There are significant productivity and economic differences between the two biomes: family farmers in the Cerrado have larger properties (average 36.2 hectares) and higher total production value compared to those in the Caatinga (average 14.3 hectares).","ai_generated":true,"unit":"clipolin-000343#insight-2","date_modified":"2026-10-23"},{"text":"The Caatinga biome exhibits extreme socio-economic vulnerability, with 53.5% of the population living on less than half a minimum wage and a poverty index of 22.8, significantly higher than the national average of 6.6.","ai_generated":true,"unit":"clipolin-000343#insight-3","date_modified":"2026-10-23"},{"text":"Access to technical assistance is insufficient in both regions, but particularly critical in the Caatinga, where only 8% of family farmers receive it, compared to 16.8% in the Cerrado.","ai_generated":true,"unit":"clipolin-000343#insight-4","date_modified":"2026-10-23"},{"text":"Gender and racial disparities are evident in land ownership; in the Caatinga, black farmers lead 71.2% of small establishments, and women lead 24.2%, yet both groups typically manage smaller land areas than their counterparts.","ai_generated":true,"unit":"clipolin-000343#insight-5","date_modified":"2026-10-23"},{"text":"Production methods differ by biome: Caatinga farmers rely heavily on cisterns (72%) and organic fertilizers, while Cerrado farmers have better access to perennial water sources and use chemical fertilizers in nearly 75% of cases.","ai_generated":true,"unit":"clipolin-000343#insight-6","date_modified":"2026-10-23"},{"text":"A large portion of family farmers in the Caatinga (68.3%) produce primarily for family consumption, whereas in the Cerrado, a higher percentage (56.5%) focus on commercialization.","ai_generated":true,"unit":"clipolin-000343#insight-7","date_modified":"2026-10-23"}],"climate_tags":["greenhouse gas emissions","climate resilience","sustainable agriculture","organic agriculture","climate finance","land use","climate change adaptation"],"geography_discussed":["Mato Grosso","Goiás"],"frame_perspective":[],"analysis_type":["socio-economic mapping","policy analysis"]},{"id":"greenca-000232","url":"https://climateinsightsdirectory.org/document/greenca-000232","title":"REQUEST FOR QUOTATION (RFQ) Alternative Service Delivery Unit Mpumalanga – Enumeration and mobilisation service provider","publisher":{"name":"GreenCape","organization":"greencape"},"document_type":"briefing","language":"en","date_published":null,"source_url":"https://greencape.co.za/wp-content/uploads/2023/06/Royal-Danish-ASDU-MPA-Enumeration-RFQ_FINAL-1.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"This Request for Quotation (RFQ) issued by GreenCape seeks a service provider to conduct community engagement, enumeration, and mobilisation in Nomzamo Agri Village, Ermelo, Mpumalanga. The project, funded by the Royal Danish Embassy of South Africa, aims to establish a service delivery mechanism to increase access to basic energy services for marginalised communities as part of a Just Transition in the green economy.","ai_generated":true,"unit":"greenca-000232#summary","date_modified":"2026-08-17"},"key_insights":[{"text":"The project targets the Mpumalanga province to integrate Sustainable Development Goal (SDG) action with investment and job creation through a Just Transition. It specifically aims to impact SDGs 1, 7, 8, 9, 10, 11, and 12 by creating employment and enhancing basic service delivery via green economy infrastructure.","ai_generated":true,"unit":"greenca-000232#insight-1","date_modified":"2026-08-17"},{"text":"There are approximately 150,000 households (roughly 450,000 people) in informal settlements within Mpumalanga, with over 50% lacking basic electricity services. The project intends to pilot a service delivery model providing basic energy services to 300 homes while helping the local municipality create a framework for this approach.","ai_generated":true,"unit":"greenca-000232#insight-2","date_modified":"2026-08-17"},{"text":"The scope of work focuses on Nomzamo Agri Village in Ermelo, a community of approximately 1,100 households currently located on private land with no formal services. The service provider must build a social foundation for the Alternative Service Delivery Unit (ASDU) through three phases: community engagement, enumeration and service mapping, and community mobilisation.","ai_generated":true,"unit":"greenca-000232#insight-3","date_modified":"2026-08-17"},{"text":"Phase 1 (Community Engagement) runs from 1 July 2023 to 30 August 2024 and involves establishing trust, assessing project appetite, and training local residents for data capturing. Key outputs include an enumeration plan and timeline by 31 July 2023 and a local risk assessment by 31 August 2023.","ai_generated":true,"unit":"greenca-000232#insight-4","date_modified":"2026-08-17"},{"text":"Phase 2 (Enumeration and Service Mapping) is scheduled from 1 July 2023 to 30 September 2023. It requires a 100% household census in Nomzamo Agri Village to capture demographic and socio-economic data, including tenure, migration, current services (water, sanitation, waste, energy), and income. Outputs include an Excel database and a survey data report with a physical map.","ai_generated":true,"unit":"greenca-000232#insight-5","date_modified":"2026-08-17"},{"text":"Phase 3 (Community Mobilisation) runs from September 2023 to October 2024, focusing on participatory co-design to identify community priorities and resources. The provider is expected to implement at least four interventions (one per quarter), such as savings groups or community support groups, to address social challenges identified during enumeration.","ai_generated":true,"unit":"greenca-000232#insight-6","date_modified":"2026-08-17"}],"climate_tags":["energy transition","green economy","just transition","basic energy services","off-grid communities"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["procurement","community development","socio-economic mapping"]}]}