{"query_echo":{"q":"","filters":{"analysis_type":["social inclusion assessment"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'social inclusion assessment' 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=social+inclusion+assessment","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":"gclifun-005241","url":"https://climateinsightsdirectory.org/document/gclifun-005241","title":"BUILDING RESILIENCE OF VULNERABLE COMMUNITIES TO CLIMATE VARIABILITY IN RWANDA’S CONGO NILE DIVIDE THROUGH FOREST AND LANDSCAPE RESTORATION","publisher":{"name":"Green Climate Fund","organization":"green-climate-fund"},"document_type":"report","language":"en","date_published":"2023-10-25","source_url":"https://www.greenclimate.fund/sites/default/files/document/fp217-gender-assessment-cover.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report assesses gender-based inequalities in Rwanda's Congo Nile Divide to inform a GCF project on forest and landscape restoration. It identifies that while Rwanda has progressive national gender laws, rural areas remain dominated by patriarchal norms that limit women's access to land, credit, and decision-making. The document outlines a strategy to empower women and youth through social behavior change communications, financial autonomy, and technical skills in agroforestry and beekeeping to enhance climate resilience.","ai_generated":true,"unit":"gclifun-005241#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Rwanda possesses a progressive legal framework for gender equality, including the 2003 Constitution and the 2010 National Gender Policy, but a gap persists for women in non-formal marriages, such as consensual partnerships or polygamous unions, who may lack recognized land inheritance rights.","ai_generated":true,"unit":"gclifun-005241#insight-1","date_modified":"2026-10-23"},{"text":"In rural areas, patriarchal norms continue to subordinate women, often restricting their decision-making power to day-to-day household issues while men control productive assets and income.","ai_generated":true,"unit":"gclifun-005241#insight-2","date_modified":"2026-10-23"},{"text":"Women face significant time poverty due to domestic responsibilities, spending between 1 to 8 hours daily at cookstoves, which limits their ability to engage in wage labor or training.","ai_generated":true,"unit":"gclifun-005241#insight-3","date_modified":"2026-10-23"},{"text":"Gender-based violence (GBV) remains a critical barrier to empowerment; 57% of Rwandan women reported experiencing GBV from their partner in 2010, and women who earn more money may face higher levels of violence.","ai_generated":true,"unit":"gclifun-005241#insight-4","date_modified":"2026-10-23"},{"text":"Women are underrepresented in agricultural leadership and technical services, with 82% of extension workers in Rwanda being male, which perpetuates the exclusion of women from innovative farming practices.","ai_generated":true,"unit":"gclifun-005241#insight-5","date_modified":"2026-10-23"},{"text":"Climate change acts as a risk multiplier for vulnerable groups in the Congo Nile Divide, as increasing temperatures and changing rainfall patterns degrade ecosystems and threaten the subsistence farming that women heavily rely on.","ai_generated":true,"unit":"gclifun-005241#insight-6","date_modified":"2026-10-23"},{"text":"Agroforestry is identified as a high-reward, low-effort pathway for women to increase income and reduce GBV by eliminating long distances traveled for fuelwood, though they are often excluded due to traditional views of trees as a male domain.","ai_generated":true,"unit":"gclifun-005241#insight-7","date_modified":"2026-10-23"},{"text":"Beekeeping presents a significant economic opportunity for women and youth, but is currently dominated by men (86% of 83,000 beekeepers) due to the stigma that it is a vocation for the poor and illiterate.","ai_generated":true,"unit":"gclifun-005241#insight-8","date_modified":"2026-10-23"},{"text":"The COVID-19 pandemic disproportionately impacted women's livelihoods in rural Rwanda, with 50% of rural women stopping their economic activities compared to 17.7% of rural men.","ai_generated":true,"unit":"gclifun-005241#insight-9","date_modified":"2026-10-23"},{"text":"Youth in Rwanda face a precarious future due to the scarcity of arable land and a growing population, leading to a strong desire for diversified livelihoods and self-employment.","ai_generated":true,"unit":"gclifun-005241#insight-10","date_modified":"2026-10-23"}],"climate_tags":["climate change adaptation","agroforestry","gender equality","climate resilience","land-use planning","climate finance"],"geography_discussed":["Nyungwe Forest","Gishwati-Mukura National Park","Volcanoes National Park","Rusizi District","Nyamasheke District","Rubavu District","Ngororero District"],"frame_perspective":[],"analysis_type":["gender analysis","social inclusion assessment","action plan"]},{"id":"gclifun-005294","url":"https://climateinsightsdirectory.org/document/gclifun-005294","title":"Protecting Livelihoods and Assets at Risk from Climate Change Induced Flooding in Glacial River Basins of Nepal","publisher":{"name":"Green Climate Fund","organization":"green-climate-fund"},"document_type":"report","language":"en","date_published":"2020-04","source_url":"https://www.greenclimate.fund/sites/default/files/document/fp272-gender-assessment.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The report identifies that poor Tarai and Hill Dalits, along with marginalized indigenous peoples, are the most vulnerable to climate-induced disasters in Nepal. It highlights a critical lack of GEDSI-disaggregated data for GLOFs and notes that women suffer from 'time poverty' due to increased household workloads caused by climate change. Institutional findings reveal that local planning is often dominated by political power, sidelining marginalized groups and rendering women's leadership roles largely tokenistic. The report recommends establishing intersectional stakeholder definitions, promoting women-friendly climate technologies, and integrating mandatory GESI quotas into project activities.","ai_generated":true,"unit":"gclifun-005294#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"There is a significant lack of gender and inclusion disaggregated data specifically for Glacial Lake Outburst Floods (GLOFs) and general climate change induced disasters in Nepal, although trends in managing such data improved after the 2015 Earthquake.","ai_generated":true,"unit":"gclifun-005294#insight-1","date_modified":"2026-10-23"},{"text":"Climate change and natural disasters have exacerbated 'time poverty' for poor and marginalized women by increasing workloads related to water collection, agriculture, and forest resources, while increasing male outmigration further strains their capacity.","ai_generated":true,"unit":"gclifun-005294#insight-2","date_modified":"2026-10-23"},{"text":"Local planning and decision-making processes are heavily influenced by political power and networks, which often sidelines inclusive structures and results in the exclusion of marginalized groups from resource distribution.","ai_generated":true,"unit":"gclifun-005294#insight-3","date_modified":"2026-10-23"},{"text":"While more women have entered leadership positions under the new federal system, their influence is often limited; they are frequently relegated to women-centered programs with low financial stakes or serve as 'rubber stamps' for decisions made by men.","ai_generated":true,"unit":"gclifun-005294#insight-4","date_modified":"2026-10-23"},{"text":"Disaster response mechanisms frequently fail to meet the specific needs of women, children, persons with disabilities, and sexual minorities, increasing their risk of sexual violence, exploitation, and harassment during displacement.","ai_generated":true,"unit":"gclifun-005294#insight-5","date_modified":"2026-10-23"},{"text":"The traditional and indigenous knowledge of marginalized women and indigenous groups regarding natural resource management and disaster survival is largely unrecognized and ignored by local authorities and external agencies.","ai_generated":true,"unit":"gclifun-005294#insight-6","date_modified":"2026-10-23"},{"text":"National and local institutions generally acknowledge the need for GESI, but they lack the specific knowledge, skills, and dedicated resources required to integrate these concerns into the design and planning cycles of disaster risk management.","ai_generated":true,"unit":"gclifun-005294#insight-7","date_modified":"2026-10-23"}],"climate_tags":["glacier lake outburst flood","disaster risk reduction","gender equality","social inclusion","climate change adaptation","early warning system","traditional knowledge","climate finance","vulnerability assessment"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["gender assessment","social inclusion assessment","vulnerability analysis"]}]}