{"query_echo":{"q":"","filters":{"analysis_type":["socioeconomic baseline"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'socioeconomic baseline' for facet 'analysis_type' is not in the controlled vocabulary."}]},"total":{"value":5,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=socioeconomic+baseline","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-005323","url":"https://climateinsightsdirectory.org/document/gclifun-005323","title":"ADAPT Jamaica: Enhancing climate change resilience of vulnerable smallholders in Central Jamaica","publisher":{"name":"Green Climate Fund","organization":"green-climate-fund"},"document_type":"report","language":"en","date_published":"2026-03-25","source_url":"https://www.greenclimate.fund/sites/default/files/document/fp299-gender-assessment.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report assesses gender disparities in Jamaica's agricultural sector, specifically within six target parishes, to inform the ADAPT Jamaica project. It identifies structural barriers for women, youth, and persons with disabilities, including limited land tenure and credit access. The document proposes a Gender Action Plan featuring labour-saving technologies, gender-responsive budgeting, and a survivor-centric Grievance Redress Mechanism to mitigate risks of sexual exploitation and abuse.","ai_generated":true,"unit":"gclifun-005323#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Women in Jamaica face significant structural barriers to agricultural productivity, including limited land ownership and smaller farm sizes. Only 30% of women producers own land, and the average plot size for women is 1.4 hectares compared to 2.6 hectares for men.","ai_generated":true,"unit":"gclifun-005323#insight-1","date_modified":"2026-10-23"},{"text":"Access to credit is a major obstacle for smallholders, with 74% of ADAPT survey respondents reporting no access to credit or financing. High interest rates and a lack of land titles for collateral are primary reasons for not seeking loans.","ai_generated":true,"unit":"gclifun-005323#insight-2","date_modified":"2026-10-23"},{"text":"Water scarcity is a critical vulnerability, as 72% of survey respondents rely solely on rainfall for their crops. Women are more likely than men to use basic rainwater harvesting methods, such as tanks (25% vs 10%) and barrels (19% vs 7%).","ai_generated":true,"unit":"gclifun-005323#insight-3","date_modified":"2026-10-23"},{"text":"Gender-based violence (GBV) is a pervasive issue in Jamaica, with 25.2% of women experiencing physical violence from a male partner. Despite national statistics, 56% of ADAPT survey respondents claimed there were no instances of GBV in their community, suggesting a potential underreporting due to social stigma.","ai_generated":true,"unit":"gclifun-005323#insight-4","date_modified":"2026-10-23"},{"text":"Rural youth and elderly populations are particularly vulnerable. 35% of rural youth were not in employment, education, or training in 2019, while the elderly in rural areas face a poverty rate of 21.3%.","ai_generated":true,"unit":"gclifun-005323#insight-5","date_modified":"2026-10-23"},{"text":"There is a gender gap in the awareness and implementation of climate-smart farming practices. Men generally show higher awareness of techniques such as diversion ditches (57.8% vs 35.9% for women) and minimum tillage (45.3% vs 17.9% for women).","ai_generated":true,"unit":"gclifun-005323#insight-6","date_modified":"2026-10-23"},{"text":"The project identifies a high potential for bee farming as an inclusive entry point for women, youth, the elderly, and persons with disabilities because it does not require substantial land ownership.","ai_generated":true,"unit":"gclifun-005323#insight-7","date_modified":"2026-10-23"},{"text":"To mitigate risks of Sexual Exploitation, Abuse, and Harassment (SEAH), the project will implement a survivor-centric Grievance Redress Mechanism (GRM) and a mandatory Code of Conduct for all staff and contractors.","ai_generated":true,"unit":"gclifun-005323#insight-8","date_modified":"2026-10-23"}],"climate_tags":["climate change adaptation","gender mainstreaming","smallholder","rainwater harvesting","Climate information service","climate finance","land tenure"],"geography_discussed":["Manchester","St. Elizabeth","Clarendon Parish","Trelawny Parish","Saint Ann Parish","Saint Catherine Parish"],"frame_perspective":[],"analysis_type":["gender assessment","socioeconomic baseline","vulnerability assessment"]},{"id":"gclifun-006181","url":"https://climateinsightsdirectory.org/document/gclifun-006181","title":"Scaling up national adaptive capacities for climate change-driven natural hazards through strengthening monitoring and early warning systems Armenia","publisher":{"name":"Green Climate Fund","organization":"green-climate-fund"},"document_type":"report","language":"en","date_published":"2026-03-25","source_url":"https://www.greenclimate.fund/sites/default/files/document/sap068-gender-assessment.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report identifies systemic gender inequalities in Armenia that amplify climate vulnerability, particularly for rural women who face limited access to land, financial resources, and early warning information. It establishes a Gender Action Plan to ensure inclusive participation in disaster risk management, gender-responsive communication strategies, and the mitigation of gender-based violence risks during climate-related emergencies.","ai_generated":true,"unit":"gclifun-006181#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Women in Armenia experience significant economic disparities, with a labor force participation rate of 46.5% in 2023 compared to 66.6% for men, and earning approximately 36% less on average.","ai_generated":true,"unit":"gclifun-006181#insight-1","date_modified":"2026-10-23"},{"text":"Gender inequality in land ownership is a major barrier to climate resilience, as only 18% of registered plots of land are owned by women, restricting their access to credit and climate-resilient technologies.","ai_generated":true,"unit":"gclifun-006181#insight-2","date_modified":"2026-10-23"},{"text":"Women are disproportionately vulnerable to specific climate hazards in Armenia: only 35% of women in high-risk areas had access to timely evacuation information during the 2022 floods, and 72% of surveyed women had to reduce irrigation or abandon crops during the 2022 drought.","ai_generated":true,"unit":"gclifun-006181#insight-3","date_modified":"2026-10-23"},{"text":"Structural barriers hinder women's access to early warning systems, including gaps in mobile connectivity, digital literacy, and social norms that position men as the primary recipients of public information.","ai_generated":true,"unit":"gclifun-006181#insight-4","date_modified":"2026-10-23"},{"text":"Gender-based violence (GBV) is pervasive in Armenia, with 27% of women reporting physical, psychological, or sexual violence in their lifetime, and rates typically increase during and after natural disasters.","ai_generated":true,"unit":"gclifun-006181#insight-5","date_modified":"2026-10-23"},{"text":"Women are underrepresented in technical and leadership roles critical for climate adaptation, holding only 12% of mayoral positions and 21% of ministerial or deputy ministerial roles as of 2023-2024.","ai_generated":true,"unit":"gclifun-006181#insight-6","date_modified":"2026-10-23"}],"climate_tags":["early warning system","climate change adaptation","disaster risk reduction","gender equality","climate finance","food security","agriculture","energy poverty"],"geography_discussed":["Syunik Province","Lori Province","Tavush Province","Ararat Valley","Vayots Dzor Province","Aragatsotn Province","Gegharkunik Province"],"frame_perspective":[],"analysis_type":["gender assessment","policy analysis","socioeconomic baseline"]},{"id":"gclifun-006156","url":"https://climateinsightsdirectory.org/document/gclifun-006156","title":"Ecosystem-based Adaptation (EbA) for Reducing Community Vulnerability to Climate Change in Northern Pacific Small Island Developing States (SIDS)","publisher":{"name":"Green Climate Fund","organization":"green-climate-fund"},"document_type":"report","language":"en","date_published":"2023-07-13","source_url":"https://www.greenclimate.fund/sites/default/files/document/sap029-gender-assessment.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document assesses gender dynamics, legal frameworks, and socioeconomic baselines in Palau, FSM, and RMI to ensure that ecosystem-based adaptation (EbA) interventions are gender-responsive. It identifies significant gaps in sex-disaggregated data and highlights high rates of gender-based violence across the region. The report proposes a Small Grants Facility (SGF) with specific gender screening tools and quotas to ensure women's equitable access to finance, decision-making, and technical training. It emphasizes the value of traditional knowledge held by women in managing coastal and terrestrial resources to build climate resilience.","ai_generated":true,"unit":"gclifun-006156#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"There are significant gaps in available gender-disaggregated data across the target countries, with no figures available for the Gender Inequality Index (GII) or Gender Development Index (GDI) for Palau, FSM, and RMI.","ai_generated":true,"unit":"gclifun-006156#insight-1","date_modified":"2026-10-23"},{"text":"Gender-based violence (GBV) is prevalent in all three nations: 51% of women in the Republic of the Marshall Islands experience domestic violence, 32.8% of ever-partnered women in FSM have experienced physical or sexual partner violence, and 23% of women in Palau have experienced physical partner violence.","ai_generated":true,"unit":"gclifun-006156#insight-2","date_modified":"2026-10-23"},{"text":"Land tenure systems vary by country, with matrilineal traditions remaining strong in the Republic of the Marshall Islands and Palau, while in the Federated States of Micronesia, it varies by state, such as women owning all lineage resources in Chuuk but inheritance predominantly going to men in Pohnpei.","ai_generated":true,"unit":"gclifun-006156#insight-3","date_modified":"2026-10-23"},{"text":"Women and men hold distinct roles in ecosystem services: in the fisheries sector, men comprise approximately 85% of the harvesting workforce, while women perform 90% of the processing work.","ai_generated":true,"unit":"gclifun-006156#insight-4","date_modified":"2026-10-23"},{"text":"Women in the Northern Pacific possess critical traditional knowledge for climate adaptation, such as using traditional wells in Pohnpei during droughts and planting mangroves and Pandanus in the Marshall Islands to prevent coastal erosion.","ai_generated":true,"unit":"gclifun-006156#insight-5","date_modified":"2026-10-23"},{"text":"The programme will implement a gender-responsive approach for its Small Grants Facility (SGF) based on three elements: recognizing differences in adaptation needs, ensuring equitable participation in decision-making, and providing equitable access to finance and benefits.","ai_generated":true,"unit":"gclifun-006156#insight-6","date_modified":"2026-10-23"},{"text":"To mitigate risks of sexual exploitation, abuse, and harassment (SEAH) and GBV, the programme will establish a robust grievance and redress mechanism and provide women-only training opportunities to reduce disenfranchisement in the workplace.","ai_generated":true,"unit":"gclifun-006156#insight-7","date_modified":"2026-10-23"},{"text":"Educational attainment gaps are pronounced in FSM, where the proportion of men with bachelor's degrees (5.3%) is roughly double that of women (2.8%), whereas Palau and RMI show little to no gender gap in primary and secondary enrollment.","ai_generated":true,"unit":"gclifun-006156#insight-8","date_modified":"2026-10-23"}],"climate_tags":["ecosystem-based adaptation","gender mainstreaming","climate finance","coastal management","agroforestry","traditional knowledge","land tenure","water security"],"geography_discussed":["Chuuk","Pohnpei State","Yap","Kosrae State"],"frame_perspective":[],"analysis_type":["gender assessment","policy analysis","socioeconomic baseline"]},{"id":"gclifun-005409","url":"https://climateinsightsdirectory.org/document/gclifun-005409","title":"Enhancing Adaptation and Community Resilience by Improving Water Security in Vanuatu","publisher":{"name":"Green Climate Fund","organization":"green-climate-fund"},"document_type":"report","language":"en","date_published":"2022-10-20","source_url":"https://www.greenclimate.fund/sites/default/files/document/ga-fp191.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document assesses gender-based barriers to water security in Vanuatu, highlighting how patriarchal norms, high rates of gender-based violence, and 'time poverty' disproportionately affect women and girls. It proposes a gender-transformative approach to climate-resilient WASH by mandating 40% female representation in Rural Water Committees and designing infrastructure that addresses specific needs of women, the elderly, and people with disabilities. The report also establishes a multi-level Grievance Redress Mechanism to handle issues of sexual exploitation, abuse, and harassment.","ai_generated":true,"unit":"gclifun-005409#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Vanuatu is characterized as a \"traditionally male-dominated and largely patriarchal society\" where women face significant barriers to decision-making, including zero female representation in the last two parliamentary elections and minimal presence in provincial councils.","ai_generated":true,"unit":"gclifun-005409#insight-1","date_modified":"2026-10-23"},{"text":"Women and girls in Vanuatu experience extreme levels of gender-based violence; research from 2011 indicates approximately 60% of women with an intimate partner experienced physical violence, 68% experienced emotional violence, and 69% experienced coercive behavioural control.","ai_generated":true,"unit":"gclifun-005409#insight-2","date_modified":"2026-10-23"},{"text":"Women suffer from 'time poverty' due to the disproportionate burden of unpaid care work and domestic water collection, which can take up to five hours per day, limiting their economic opportunities and health.","ai_generated":true,"unit":"gclifun-005409#insight-3","date_modified":"2026-10-23"},{"text":"Existing water governance is heavily male-dominated; among the 365 community water points with a Water User Committee (WUC), only 16% of members were female, and only 7% of key posts were held by women as chair.","ai_generated":true,"unit":"gclifun-005409#insight-4","date_modified":"2026-10-23"},{"text":"Data suggests that water committees with women in key positions perform better, with 43% of systems in good condition compared to 35% for committees with only men in key posts.","ai_generated":true,"unit":"gclifun-005409#insight-5","date_modified":"2026-10-23"},{"text":"WASH infrastructure in Vanuatu often fails to meet gender-specific needs, such as requirements for lactation, pregnancy, and menstrual hygiene management, and lacks safety features like lighting and secure locks to prevent gender-based violence.","ai_generated":true,"unit":"gclifun-005409#insight-6","date_modified":"2026-10-23"},{"text":"The project aims to achieve a co-benefit of improved gender parity by ensuring a minimum of 40% female representation in Rural Water Committees (RWCs), which is also a legal requirement under the Water Resources (Amendment) Act No. 32 of 2016.","ai_generated":true,"unit":"gclifun-005409#insight-7","date_modified":"2026-10-23"},{"text":"The province of Sanma is identified as having the highest burden of WASH-related diseases per 1,000 persons in Vanuatu, with water access 30% lower and improved sanitation 21% lower than national averages.","ai_generated":true,"unit":"gclifun-005409#insight-8","date_modified":"2026-10-23"},{"text":"A comprehensive Grievance Redress Mechanism (GRM) has been designed to address Sexual Exploitation, Abuse and Sexual Harassment (SEAH), utilizing a \"survivor-centred approach\" that prioritizes the rights, needs, and safety of the survivor.","ai_generated":true,"unit":"gclifun-005409#insight-9","date_modified":"2026-10-23"}],"climate_tags":["water security","gender mainstreaming","climate change adaptation","water-management","Small Island Developing States"],"geography_discussed":["Sanma","Torba"],"frame_perspective":[],"analysis_type":["gender assessment","policy analysis","socioeconomic baseline"]},{"id":"gclifun-005965","url":"https://climateinsightsdirectory.org/document/gclifun-005965","title":"Enhanced climate resilience of rural communities in central and north Benin through the implementation of ecosystem-based adaptation (EbA) in forest and agricultural landscapes","publisher":{"name":"Green Climate Fund","organization":"green-climate-fund"},"document_type":"report","language":"en","date_published":"2019-05-03","source_url":"https://www.greenclimate.fund/sites/default/files/document/gender-assessment-sap005-unep-benin.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report assesses the gender-specific vulnerabilities and socioeconomic barriers facing rural communities in central and north Benin to ensure the 'Enhanced Climate Resilience' project is gender-responsive. It identifies significant gaps in land ownership, education, and decision-making power between men and women, noting that women are more susceptible to economic shocks and 'time poverty'. The assessment proposes a Gender Action Plan to mainstream gender equality into forest management and agricultural interventions, aiming to prevent the marginalization of women as EbA strategies are implemented.","ai_generated":true,"unit":"gclifun-005965#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Benin faces significant gender disparities in development and health, ranking 146th out of 157 countries on the Gender Inequality Index (GII) and placing in Group 5 of the Gender Development Index (GDI), indicating a high absolute deviation of gender parity.","ai_generated":true,"unit":"gclifun-005965#insight-1","date_modified":"2026-10-23"},{"text":"There is a stark divide in land ownership between genders; 81% of women do not own any land compared to 57% of men, and only 7% of women own land solely in their own name, whereas 35% of men do.","ai_generated":true,"unit":"gclifun-005965#insight-2","date_modified":"2026-10-23"},{"text":"Women in Benin experience significant educational gaps compared to men, with only 16% of women having received 'some secondary education' compared to 31% of men, and an average of 10.5 years of schooling versus 13.7 years for men.","ai_generated":true,"unit":"gclifun-005965#insight-3","date_modified":"2026-10-23"},{"text":"Climate change and environmental degradation are creating a 'vicious cycle' of poverty, particularly for rural households who are twice as likely to be poorer (64%) than urban households (32%).","ai_generated":true,"unit":"gclifun-005965#insight-4","date_modified":"2026-10-23"},{"text":"Women suffer from 'time poverty' due to the heavy burden of non-remunerated domestic work, spending an average of 8 hours per week fetching water and 4 hours per week collecting fuelwood.","ai_generated":true,"unit":"gclifun-005965#insight-5","date_modified":"2026-10-23"},{"text":"Environmental degradation is shifting the collection of non-timber forest products (NTFPs), traditionally a female domain, toward men as agricultural earnings decrease.","ai_generated":true,"unit":"gclifun-005965#insight-6","date_modified":"2026-10-23"},{"text":"Despite constitutional and legal protections against discrimination, customary laws and traditional norms—including polygamous unions—continue to erode women's land rights and access.","ai_generated":true,"unit":"gclifun-005965#insight-7","date_modified":"2026-10-23"}],"climate_tags":["ecosystem-based adaptation","Climate-smart agriculture","forest management","climate finance","gender mainstreaming","land tenure","climate resilience","environmental degradation"],"geography_discussed":["West Africa"],"frame_perspective":[],"analysis_type":["gender assessment","socioeconomic baseline","policy review"]}]}