{"query_echo":{"q":"","filters":{"analysis_type":["socio-demographic analysis"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'socio-demographic analysis' for facet 'analysis_type' is not in the controlled vocabulary."}]},"total":{"value":3,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=socio-demographic+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":"ucs-000430","url":"https://climateinsightsdirectory.org/document/ucs-000430","title":"Colliding Crises","publisher":{"name":"Union of Concerned Scientists","organization":"union-of-concerned-scientists"},"document_type":"report","language":"en","date_published":"2025-10","source_url":"https://www.ucs.org/sites/default/files/2025-10/Colliding_Crises_Technical_Appendix.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Union of Concerned Scientists analyzed the intersection of the housing crisis and extreme heat, finding that residents of affordable housing—particularly people of color, older adults, and people with disabilities—face significant risks. Analysis of 2024 heat alerts shows that the highest shares of exposed affordable housing are in the Northeast and Southeast, while Texas, California, and New York have the highest total number of exposed homes. The report advocates for increased investment in climate-resilient affordable housing and the expansion of the Low-Income Home Energy Assistance Program to improve cooling and building efficiency.","ai_generated":true,"unit":"ucs-000430#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"People living in affordable housing experienced heat alerts ranging from several days to several weeks per year, with households headed by people of color facing disproportionately high risks.","ai_generated":true,"unit":"ucs-000430#insight-1","date_modified":"2026-10-23"},{"text":"Geographically, the largest proportions of affordable housing exposed to heat alerts are located in the Northeast and Southeast regions, although Texas, California, and New York lead in the absolute number of exposed homes.","ai_generated":true,"unit":"ucs-000430#insight-2","date_modified":"2026-10-23"},{"text":"The analysis conservatively estimates that 9.231 million people live in the affordable housing types studied, which include public housing, project-based subsidized housing, Low-Income Housing Tax Credit (LIHTC) units, and manufactured housing.","ai_generated":true,"unit":"ucs-000430#insight-3","date_modified":"2026-10-23"},{"text":"To mitigate these risks, the Union of Concerned Scientists recommends increasing investments in climate-resilient affordable housing and expanding the Low-Income Home Energy Assistance Program to provide energy-efficient cooling and building upgrades.","ai_generated":true,"unit":"ucs-000430#insight-4","date_modified":"2026-10-23"}],"climate_tags":["extreme heat","affordable housing","climate resilience","energy efficiency","climate justice"],"geography_discussed":["Texas","California","New York"],"frame_perspective":[],"analysis_type":["spatial analysis","socio-demographic analysis"]},{"id":"cer-001537","url":"https://climateinsightsdirectory.org/document/cer-001537","title":"COAL'S HEALTH IMPACTS IN PHOLA","publisher":{"name":"Centre for Environmental Rights","organization":"centre-for-environmental-rights"},"document_type":"report","language":"en","date_published":"2024-09","source_url":"https://cer.org.za/wp-content/uploads/2025/05/Coals-Health-Impacts-in-Phola-Report-2024.pdf?x21779","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report details a community health screening in Phola, Mpumalanga Highveld, finding severe environmental degradation and widespread health issues linked to coal mining. Key findings include high rates of respiratory symptoms, chronic conditions, and a strong community perception that the environment is hazardous. The study also highlights socio-economic vulnerabilities, including high unemployment and reliance on social grants, and recommends strategies for government, healthcare providers, and the community to mitigate these impacts.","ai_generated":true,"unit":"cer-001537#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Phola community experiences severe environmental degradation, with air pollution (98%), dust from coal mining (98%), noise from coal mining (97%), and water pollution (96%) identified as the most prevalent problems.","ai_generated":true,"unit":"cer-001537#insight-1","date_modified":"2026-10-23"},{"text":"Widespread respiratory discomfort is reported in the community, with 51% of respondents experiencing shortness of breath in the past 12 months, and over 50% reporting irritation to the eyes (53%), throat (52%), and nose (58%).","ai_generated":true,"unit":"cer-001537#insight-2","date_modified":"2026-10-23"},{"text":"Chronic health conditions are frequent in Phola, with the most common being eye problems (19.3%), skin problems (16.1%), high blood pressure (13.7%), and angina (12.4%).","ai_generated":true,"unit":"cer-001537#insight-3","date_modified":"2026-10-23"},{"text":"There is a strong community perception that the environment is hazardous, with 96% of residents believing it exposes families to hazardous chemicals and 90% worrying about future air pollution-related health problems.","ai_generated":true,"unit":"cer-001537#insight-4","date_modified":"2026-10-23"},{"text":"Residents express significant dissatisfaction with government action and healthcare services, with 84% stating the government is not doing enough to address health problems from coal mining and 65% reporting insufficient healthcare services to treat sick members.","ai_generated":true,"unit":"cer-001537#insight-5","date_modified":"2026-10-23"},{"text":"Socio-economic vulnerability is high in Phola, where 56.3% of households rely on social grants as a primary income source and 42.5% of the population is unemployed.","ai_generated":true,"unit":"cer-001537#insight-6","date_modified":"2026-10-23"},{"text":"Water and power security are unreliable; while 84% have access to municipal tap water, it is described as 'seldom available', and 21% of households use coal as a power source due to inconsistent electricity supply.","ai_generated":true,"unit":"cer-001537#insight-7","date_modified":"2026-10-23"},{"text":"Cigarette smoking is a prevalent habit, with 25% of the population reporting regular use and nearly half of those smokers starting before the age of 16, which may contribute to the community's respiratory issues.","ai_generated":true,"unit":"cer-001537#insight-8","date_modified":"2026-10-23"},{"text":"The report recommends several mitigation strategies, including the implementation of stricter air quality standards, the creation of buffer zones around mines, and the training of local healthcare providers to treat pollution-related diseases.","ai_generated":true,"unit":"cer-001537#insight-9","date_modified":"2026-10-23"}],"climate_tags":["air pollution","public health","water pollution","renewable energy","solar energy","environmental justice","particulates"],"geography_discussed":["Emalahleni Local Municipality","Nkangala District Municipality","Mpumalanga"],"frame_perspective":[],"analysis_type":["community health screening","socio-demographic analysis","environmental impact assessment"]},{"id":"wwf-000319","url":"https://climateinsightsdirectory.org/document/wwf-000319","title":"Annex 8: Gender Assessment and Action Plan","publisher":{"name":"WWF International","organization":"wwf-international"},"document_type":"report","language":"en","date_published":"2023-01-24","source_url":"https://files.worldwildlife.org/wwfcmsprod/files/Publication/file/2g1b13pl1i_Annex_8_Gender_Assessment_and_Action_Plan_2023.01.24_clean.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report assesses gender gaps in Colombia, specifically within rural and indigenous communities, to inform the Heritage Colombia (HECO) program's efforts in climate-responsive planning and forest management. It identifies significant disparities in land tenure, labor participation, and the burden of unpaid care work, while highlighting the risks of gender-based violence against environmental leaders. The document outlines a Gender Action Plan across three project components: strengthening governance, establishing participatory monitoring systems, and improving land and forest management, with specific targets for women's participation and the integration of gender-responsive indicators.","ai_generated":true,"unit":"wwf-000319#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Colombia exhibits a paradoxical educational gap where women have higher school attendance and persistence in higher education than men, yet this does not translate into equal employability or remuneration, particularly in STEM fields.","ai_generated":true,"unit":"wwf-000319#insight-1","date_modified":"2026-10-23"},{"text":"Women in Colombia face higher unemployment rates than men across all educational levels, with the gap most pronounced in the 18-28 age group due to motherhood and care responsibilities.","ai_generated":true,"unit":"wwf-000319#insight-2","date_modified":"2026-10-23"},{"text":"Unpaid Domestic and Care Work (UDCW) creates a significant time burden for rural women, who spend an average of 7.52 hours daily on these roles compared to 3.06 hours for men.","ai_generated":true,"unit":"wwf-000319#insight-3","date_modified":"2026-10-23"},{"text":"Rural women face severe structural inequalities regarding land ownership and decision-making; only 26% of rural women make decisions about their Agricultural Production Units (APU), compared to 62% of men.","ai_generated":true,"unit":"wwf-000319#insight-4","date_modified":"2026-10-23"},{"text":"Despite legal frameworks like Law 731 of 2002, the implementation of protections for rural women is often incidental and lacks comprehensive planning or sufficient budget.","ai_generated":true,"unit":"wwf-000319#insight-5","date_modified":"2026-10-23"},{"text":"Women environmental leaders in rural Colombia are subject to a 'continuum of violence,' facing both domestic abuse and public attacks; in 2020, 36 women leaders and human rights defenders were murdered.","ai_generated":true,"unit":"wwf-000319#insight-6","date_modified":"2026-10-23"},{"text":"The HECO program identifies four priority mosaic landscapes for intervention: Caribbean, Central Andes, Orinoquia Transitional, and Heart of the Amazon, including the declaration of a new protected area in Serranía de San Lucas.","ai_generated":true,"unit":"wwf-000319#insight-7","date_modified":"2026-10-23"},{"text":"The project aims to shift the paradigm of protected area management by ensuring women's participation in governance, with targets of 30% participation in rural/regional spaces and 40% in technical/institutional spaces.","ai_generated":true,"unit":"wwf-000319#insight-8","date_modified":"2026-10-23"},{"text":"The Gender Action Plan includes specific targets for restoration and rehabilitation, such as ensuring at least 50% of new nurseries are run by women's groups or organizations.","ai_generated":true,"unit":"wwf-000319#insight-9","date_modified":"2026-10-23"},{"text":"The document argues that 'inclusion of women is not equivalent to mainstreaming gender,' emphasizing that true transformation requires addressing power structures and relationship norms in professional and community environments.","ai_generated":true,"unit":"wwf-000319#insight-10","date_modified":"2026-10-23"}],"climate_tags":["climate resilience","gender mainstreaming","deforestation","land tenure","water management","ecosystem-based adaptation","carbon sequestration","nature-based solutions","forest restoration","climate governance"],"geography_discussed":["Caribbean","Andes","Orinoquía natural region","Amazon rainforest","Serranía de San Lucas","Sierra Nevada de Santa Marta National Park"],"frame_perspective":[],"analysis_type":["gender assessment","action plan","socio-demographic analysis"]}]}