{"query_echo":{"q":"","filters":{"analysis_type":["socioeconomic baseline analysis"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'socioeconomic baseline analysis' 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=socioeconomic+baseline+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":"gclifun-005235","url":"https://climateinsightsdirectory.org/document/gclifun-005235","title":"Gender Assessment","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/fp212-gender-assessment.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document establishes a programmatic gender approach for the &Green Fund, which aims to delink deforestation from commodity supply chains (livestock, palm oil, soy, rubber, cocoa, and forestry). It defines a two-tracked investment strategy—gender-sensitive and gender-transformative—integrated into the fund's due diligence and monitoring processes. The report provides detailed gender and socioeconomic baselines for 11 countries, highlighting systemic barriers such as limited land tenure for women, unpaid care burdens, and the prevalence of sexual exploitation, abuse, and sexual harassment (SEAH) in agribusiness. It recommends using Environmental and Social Action Plans (ESAPs) as binding loan covenants to ensure equitable benefits and the removal of gender barriers in the target landscapes.","ai_generated":true,"unit":"gclifun-005235#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The &Green Fund employs a two-tracked gender approach: 'gender-sensitive' investments acknowledge different needs without changing the status quo, while 'gender-transformative' investments 'address gender imbalances, changing gendered power relations, and actively building equitable social norms and structures.'","ai_generated":true,"unit":"gclifun-005235#insight-1","date_modified":"2026-10-23"},{"text":"Gender barriers in agricultural production across target countries include limited access to land, credit, networks, infrastructure, and education, as well as the 'unpaid care economy' which limits women's time for economic incentives.","ai_generated":true,"unit":"gclifun-005235#insight-2","date_modified":"2026-10-23"},{"text":"Sexual Exploitation, Abuse and Sexual Harassment (SEAH) and gender-based violence (GbV) are widespread in agribusiness across all value chain levels, from primary production and processing to logistics and the home.","ai_generated":true,"unit":"gclifun-005235#insight-3","date_modified":"2026-10-23"},{"text":"In the Brazilian soy sector, women make up only 10% of the labour force, earn approximately 25% less than men, and spend nearly 75% more time on domestic and care work.","ai_generated":true,"unit":"gclifun-005235#insight-4","date_modified":"2026-10-23"},{"text":"In Indonesia's palm oil industry, women and children are often forced to work without pay to help men meet production targets, and women are frequently restricted to dangerous tasks such as spraying pesticides.","ai_generated":true,"unit":"gclifun-005235#insight-5","date_modified":"2026-10-23"},{"text":"In the Democratic Republic of Congo, women face extreme land ownership restrictions, with less than 10% of women being landowners, and only 2% of women accessing credit.","ai_generated":true,"unit":"gclifun-005235#insight-6","date_modified":"2026-10-23"},{"text":"In Liberia, gender-based violence is highly prevalent, with 60% of women aged 15-49 having experienced physical violence and 9% having experienced sexual violence.","ai_generated":true,"unit":"gclifun-005235#insight-7","date_modified":"2026-10-23"},{"text":"In Zambia, women provide 70% of agricultural labour but suffer from insecure land tenure, which leads to a reduction in the adoption of climate-smart agriculture practices.","ai_generated":true,"unit":"gclifun-005235#insight-8","date_modified":"2026-10-23"},{"text":"In Côte d'Ivoire, the cocoa value chain is heavily gendered; women's roles in production are largely unrecognised, and they face a 60% illiteracy rate in cocoa-producing households.","ai_generated":true,"unit":"gclifun-005235#insight-9","date_modified":"2026-10-23"}],"climate_tags":["deforestation","climate change adaptation","climate change mitigation","sustainable agriculture","agroforestry","gender mainstreaming","land tenure","climate finance","social inclusion"],"geography_discussed":["Mato Grosso","Par\u0011","Ghana","Kenya","Ethiopia"],"frame_perspective":[],"analysis_type":["gender assessment","socioeconomic baseline analysis","policy review"]},{"id":"gclifun-005198","url":"https://climateinsightsdirectory.org/document/gclifun-005198","title":"Building Regional Resilience through Strengthened Meteorological, Hydrological and Climate Services in the Indian Ocean Commission Member Countries (Hydromet Project)","publisher":{"name":"Green Climate Fund","organization":"green-climate-fund"},"document_type":"report","language":"en","date_published":"2020-03","source_url":"https://www.greenclimate.fund/sites/default/files/document/fp161-gender-assessment.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The report assesses gender-based vulnerabilities and socioeconomic baselines in Comoros, Madagascar, Mauritius, and Seychelles to ensure that climate information services (CS) and early warning systems (EWS) are inclusive. It identifies systemic barriers, such as gendered access to information, time poverty, and gender-based violence, which can hinder the effectiveness of climate adaptation. The assessment recommends tailoring CS products to end-users in vulnerable sectors like agriculture and fishing, utilizing local knowledge, and addressing the specific socioeconomic disparities of each member state to maximize regional resilience.","ai_generated":true,"unit":"gclifun-005198#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Gender-specific differences in resource access, power, and economic activities create unique vulnerabilities to climate change across the Indian Ocean Commission (IOC) countries, which can undo progress toward gender equality.","ai_generated":true,"unit":"gclifun-005198#insight-1","date_modified":"2026-10-23"},{"text":"Women in the region face significant barriers to accessing early warning systems and adaptation solutions, including restricted access to public information spaces like mosques in Comoros and limited access to radios in Madagascar.","ai_generated":true,"unit":"gclifun-005198#insight-2","date_modified":"2026-10-23"},{"text":"Gender-based violence (GBV) is a persistent issue in the region and is often exacerbated by climate-induced disasters and extreme weather events.","ai_generated":true,"unit":"gclifun-005198#insight-3","date_modified":"2026-10-23"},{"text":"High levels of 'time poverty' among women, driven by the burden of domestic, care, and reproductive work, limit their ability to adopt technical adaptation options or explore new economic activities.","ai_generated":true,"unit":"gclifun-005198#insight-4","date_modified":"2026-10-23"},{"text":"In Comoros, poverty is characterized by a heavy reliance on the informal economy and remittances, with a rising proportion of the bottom 40% of households being headed by women, increasing from 18.6% in 2004 to 27.9% in 2014.","ai_generated":true,"unit":"gclifun-005198#insight-5","date_modified":"2026-10-23"},{"text":"Madagascar is identified as the poorest country in sub-Saharan Africa with high multidimensional poverty (over 55%), making its population extremely vulnerable to even minor external shocks.","ai_generated":true,"unit":"gclifun-005198#insight-6","date_modified":"2026-10-23"},{"text":"Despite being an upper-middle income country, Mauritius experiences rising inequality and low female labour participation due to traditional domestic roles and a labour market where women from poorer households lack access to productive resources.","ai_generated":true,"unit":"gclifun-005198#insight-7","date_modified":"2026-10-23"},{"text":"Seychelles has the highest GDP per capita in Africa but suffers from significant income inequality and a severe drug addiction epidemic, particularly among unemployed young men, which acts as a barrier to climate resilience.","ai_generated":true,"unit":"gclifun-005198#insight-8","date_modified":"2026-10-23"},{"text":"There is a significant gender gap in access to and usage of Information Communication Technologies (ICTs), particularly in Comoros, where women reported a lack of access to mobile phones within the household.","ai_generated":true,"unit":"gclifun-005198#insight-9","date_modified":"2026-10-23"},{"text":"The assessment recommends hybridizing traditional local knowledge and social networks with modern technology (such as SMS and radio) to ensure that impact forecasting and climate services reach the most vulnerable groups.","ai_generated":true,"unit":"gclifun-005198#insight-10","date_modified":"2026-10-23"}],"climate_tags":["Climate information service","early warning system","climate change adaptation","gender mainstreaming","disaster risk reduction","climate change vulnerability","Small Island Developing States"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["gender assessment","socioeconomic baseline analysis","policy review"]}]}