{"query_echo":{"q":"","filters":{"analysis_type":["Gender Analysis"]},"warnings":[]},"total":{"value":83,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=Gender+Analysis&page=1","next":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=Gender+Analysis&page=2","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":"iisd-002952","url":"https://climateinsightsdirectory.org/document/iisd-002952","title":"The Criticality of Gender Equality in the Race for Critical Minerals","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2026-05","source_url":"https://www.iisd.org/system/files/2026-05/gender-equality-in-race-for-critical-minerals.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report argues that the surge in demand for critical minerals essential for the energy transition and digital economy risks amplifying existing gender inequalities. It identifies three compounding risk factors: specific environmental impacts (such as water scarcity and pollution), the high concentration of mineral reserves on Indigenous and agricultural lands, and the trend toward accelerated permitting processes. To mitigate these, the report recommends that stakeholders apply intersectional gender analysis in impact assessments, ensure inclusive consultation and free, prior, and informed consent (FPIC), and establish gender-equitable benefit-sharing mechanisms, including fair land compensation and inclusive employment practices.","ai_generated":true,"unit":"iisd-002952#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The mining sector is heavily male-dominated, with women's employment in large-scale mining estimated globally between 12% and 15%. Women are typically concentrated in lower-paying administrative or support roles and are underrepresented in managerial and C-suite positions.","ai_generated":true,"unit":"iisd-002952#insight-1","date_modified":"2026-10-23"},{"text":"Artisanal and small-scale mining (ASM) is a critical income source for women, with women comprising 30% to 50% of the global ASM workforce. However, they are often confined to the lowest-paid and most hazardous roles and face high risks of gender-based violence and exploitation.","ai_generated":true,"unit":"iisd-002952#insight-2","date_modified":"2026-10-23"},{"text":"Critical mineral extraction causes pronounced environmental impacts that disproportionately affect women due to their roles in water collection and food security. For example, brine-based lithium extraction requires approximately 2 million litres of water per tonne, exacerbating water stress in semi-arid regions like the Lithium Triangle (Argentina, Bolivia, and Chile).","ai_generated":true,"unit":"iisd-002952#insight-3","date_modified":"2026-10-23"},{"text":"A high percentage of critical mineral projects are located on or near Indigenous and agricultural lands. Specifically, 90% of graphite, 87% of lithium, 78% of copper, 76% of nickel, and 72% of cobalt projects are situated on Indigenous Peoples lands, agricultural lands, or both.","ai_generated":true,"unit":"iisd-002952#insight-4","date_modified":"2026-10-23"},{"text":"There is a significant gap in corporate policy regarding gendered impacts on communities. A review of 43 critical mineral companies found that only five had publicly available policies for assessing gendered impacts on local communities, and only two committed to gender-responsive free, prior, and informed consent (FPIC).","ai_generated":true,"unit":"iisd-002952#insight-5","date_modified":"2026-10-23"},{"text":"Governments are increasingly fast-tracking permitting processes to secure mineral supplies, which may compromise human rights and gender due diligence. For instance, the European Union's Critical Raw Materials Act aims to ensure permitting timelines for strategic extraction projects do not exceed 27 months.","ai_generated":true,"unit":"iisd-002952#insight-6","date_modified":"2026-10-23"},{"text":"The report recommends three primary strategies to safeguard women's rights: applying intersectional gender analysis in impact assessments, requiring inclusive consultation to secure consent, and establishing gender-equitable benefit-sharing mechanisms.","ai_generated":true,"unit":"iisd-002952#insight-7","date_modified":"2026-10-23"},{"text":"Gender-equitable benefit sharing should include removing barriers to employment, ensuring fair land compensation that recognizes women's tenure, and implementing community development programs led by women.","ai_generated":true,"unit":"iisd-002952#insight-8","date_modified":"2026-10-23"}],"climate_tags":["critical minerals","energy transition","gender equality","indigenous rights","environmental impact assessment","Free, Prior and Informed Consent","water scarcity","land tenure","sustainable energy"],"geography_discussed":["Democratic Republic of the Congo","Chile","Argentina","Bolivia","Canada","Peru","Zambia","South Africa","Mauritania","Malawi","Senegal","Ivory Coast","Papua New Guinea","Solomon Islands","European Union","United States"],"frame_perspective":[],"analysis_type":["policy analysis","gender analysis","human rights assessment"]},{"id":"clipolin-000084","url":"https://climateinsightsdirectory.org/document/clipolin-000084","title":"Closing the Rural Credit Divide: Pathways to Increase PRONAF Access for Smallholders","publisher":{"name":"Climate Policy Initiative","organization":"climate-policy-initiative"},"document_type":"research paper","language":"en","date_published":"2026-04-08","source_url":"https://www.climatepolicyinitiative.org/publication/closing-the-rural-credit-divide-pathways-to-increase-pronaf-access-for-smallholders/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The research identifies significant regional and gender disparities in access to PRONAF credit in Brazil, finding that technical assistance (ATER) and cooperative membership are critical determinants of access. While the 2025/26 Agricultural Plan allocated R$ 78.2 billion to PRONAF, a previous study indicated that approximately 85% of smallholders lack credit access. Simulations show that expanding ATER would most effectively increase access in the North and Northeast, while strengthening cooperatives would be most impactful in the Southeast and Midwest. The report warns that declining federal investments in ATER—dropping to approximately R$ 26.48 million by October 2025—compromise the program's ability to build climate resilience among vulnerable smallholders.","ai_generated":true,"unit":"clipolin-000084#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"There are stark regional disparities in PRONAF access, with the South region having significantly higher access rates than the North and Northeast. On average, municipal access in the South is roughly five times higher than in the North, with approximately 21% of smallholders in the South accessing the program compared to 5% in the Northeast and 4% in the North.","ai_generated":true,"unit":"clipolin-000084#insight-1","date_modified":"2026-10-23"},{"text":"Access to technical assistance and rural extension (ATER) and membership in farmer cooperatives are key determinants of PRONAF access. These factors help bridge information gaps and facilitate the navigation of complex documentation requirements, such as the National Registry of Family Farming (CAF).","ai_generated":true,"unit":"clipolin-000084#insight-2","date_modified":"2026-10-23"},{"text":"Counterfactual simulations indicate that the most effective pathway to increase PRONAF access in the North and Northeast is the expansion of ATER. In the Northeast, matching the South's ATER levels would increase access from 5.2% to 8.5%, a 63.5% gain. Conversely, in the Southeast and Midwest, strengthening cooperative membership is the more relevant factor for expanding access.","ai_generated":true,"unit":"clipolin-000084#insight-3","date_modified":"2026-10-23"},{"text":"Gender inequalities persist in rural credit access; women manage 20% of smallholder properties but only about 13% of PRONAF loans are directed to properties managed by women. Women-led establishments access PRONAF 16 percentage points less frequently than those run by men.","ai_generated":true,"unit":"clipolin-000084#insight-4","date_modified":"2026-10-23"},{"text":"Federal funding for ATER has shown a downward trend, which limits the potential of PRONAF to support climate resilience. In the 2025/26 Agricultural Plan, only R$ 240 million was allocated to ATER, and actual expenditures dropped to approximately R$ 26.48 million by October 2025.","ai_generated":true,"unit":"clipolin-000084#insight-5","date_modified":"2026-10-23"},{"text":"The 2025/26 Agricultural Plan allocated R$ 78.2 billion to PRONAF, including over R$ 8.26 billion in subsidies. However, a previous CPI/PUC-RIO study found that around 85% of smallholders still do not have access to credit.","ai_generated":true,"unit":"clipolin-000084#insight-6","date_modified":"2026-10-23"}],"climate_tags":["smallholder","climate resilience","climate change adaptation"],"geography_discussed":["South","North","Northeast","Midwest","Southeast"],"frame_perspective":[],"analysis_type":["counterfactual simulation","regional analysis","gender analysis","budgetary analysis"]},{"id":"gclifun-006179","url":"https://climateinsightsdirectory.org/document/gclifun-006179","title":"Catalyzing a Climate Risk Protection Shield for Zambian Smallholder Farmers","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/sap067-gender-assessment.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The report analyzes gender dynamics in Zambia's agricultural sector to support a project targeting 100,000 smallholder farmers. It identifies significant gaps in women's access to land, credit, and insurance, noting that while women provide 55% of agricultural labor, they face systemic barriers due to patriarchal norms and limited decision-making power. The analysis details the legal framework, including the 2023 National Gender Policy, and highlights the disproportionate impact of climate shocks on women, who represent 56.7% of the country's poor.","ai_generated":true,"unit":"gclifun-006179#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Women are disproportionately affected by poverty in Zambia, representing 56.7 percent of the country's poor population.","ai_generated":true,"unit":"gclifun-006179#insight-1","date_modified":"2026-10-23"},{"text":"Despite providing 55 percent of the labor for agricultural activities, women in Zambia often work as contributing family members or in informal and seasonal roles, and have lower rates of land ownership (21.4%) compared to men (26.7%).","ai_generated":true,"unit":"gclifun-006179#insight-2","date_modified":"2026-10-23"},{"text":"There is a significant gender gap in insurance coverage, with 60.9 percent of men having insurance compared to only 39.1 percent of women.","ai_generated":true,"unit":"gclifun-006179#insight-3","date_modified":"2026-10-23"},{"text":"Women's decision-making power regarding agricultural income is very low; for example, only 8.6 percent of women in male-headed households decide how to use income from maize sales.","ai_generated":true,"unit":"gclifun-006179#insight-4","date_modified":"2026-10-23"},{"text":"Zambia has established a legal framework to promote gender equality, including the Constitution (Amendment) Act 2016, the Gender Equity and Equality Act 2015, and a new National Gender Policy adopted in 2023 to accelerate gender equity.","ai_generated":true,"unit":"gclifun-006179#insight-5","date_modified":"2026-10-23"},{"text":"Gender-based violence remains a critical issue in Zambia, with the Police Service recording 42,965 cases in 2023.","ai_generated":true,"unit":"gclifun-006179#insight-6","date_modified":"2026-10-23"},{"text":"Women face greater time burdens for unpaid care and domestic work than men; in households without electricity, women spend over 52 minutes daily on care work and 47 minutes on cooking, compared to 24 and 16 minutes for men respectively.","ai_generated":true,"unit":"gclifun-006179#insight-7","date_modified":"2026-10-23"}],"climate_tags":["smallholder","adaptive capacity","climate change adaptation","gender equality","land tenure","Climate-smart agriculture","food security","drought"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["gender analysis","policy review"]},{"id":"fftreaty-000044","url":"https://climateinsightsdirectory.org/document/fftreaty-000044","title":"GENDER, DEBT AND FOSSIL FUELS: A MAPPING OF KEY INSIGHTS FROM THE AFRICAN CONTINENT","publisher":{"name":"Fossil Fuel Non-Proliferation Treaty Initiative","organization":"fossil-fuel-non-proliferation-treaty-initiative"},"document_type":"report","language":"en","date_published":"2026-03","source_url":"https://www.fossilfueltreaty.org/s/Debt-Gender-Paper.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report examines how Africa is trapped in a cycle of debt and fossil fuel dependency, which disproportionately harms women and girls. It argues that the global financial architecture forces African nations into austerity and resource extraction, leading to 'petro-masculinity' and systemic gender-based violence. The authors advocate for a 'feminist decolonial green economy' and a Fossil Fuel Treaty to enable a just transition through debt cancellation and redistributive finance.","ai_generated":true,"unit":"fftreaty-000044#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Africa's external debt has more than doubled since 2020, exceeding 1 trillion USD, with interest payments alone estimated at 163 billion USD over the last 15 years. In over half of African nations, debt repayments now exceed spending on essential public services such as healthcare and education.","ai_generated":true,"unit":"fftreaty-000044#insight-1","date_modified":"2026-10-23"},{"text":"There is a significant gap in climate finance for Africa; in 2023, 32 African nations spent twice as much on debt service payments as they received in climate finance. Sub-Saharan Africa requires approximately 143 billion USD annually for adaptation and resilience, but received an average of only 35 billion USD per year between 2021 and 2023.","ai_generated":true,"unit":"fftreaty-000044#insight-2","date_modified":"2026-10-23"},{"text":"Fossil fuel extraction is linked to 'petro-masculinity,' where authoritarian masculine identities and militarism are used to protect corporate interests, leading to increased gender-based violence and the social and political exclusion of women and gender minorities.","ai_generated":true,"unit":"fftreaty-000044#insight-3","date_modified":"2026-10-23"},{"text":"Women in Africa face systemic economic exclusion, owning less than 30% of land in sub-Saharan Africa due to patriarchal legal and customary systems. This lack of tenure prevents access to credit and forces many into the informal economy, where 89% of women in sub-Saharan Africa are employed.","ai_generated":true,"unit":"fftreaty-000044#insight-4","date_modified":"2026-10-23"},{"text":"Austerity measures imposed by the IMF and World Bank shift the burden of social reproduction onto women. In Mali, women perform 80% of unpaid care and domestic work, which would contribute 17.6% of the country's GDP if monetised.","ai_generated":true,"unit":"fftreaty-000044#insight-5","date_modified":"2026-10-23"},{"text":"Fossil fuel projects cause widespread gendered displacement. For example, the East African Crude Oil Pipeline (EACOP) has displaced over 100,000 people, with compensation schemes typically favoring male landowners and excluding women.","ai_generated":true,"unit":"fftreaty-000044#insight-6","date_modified":"2026-10-23"},{"text":"The 'resource curse' is compounded by a 'presource curse' in Africa, where the discovery of resources is linked to high debt and corruption. A study of 12 sub-Saharan countries (2001-2020) found that production timelines were 83% longer than expected and revenues 63% lower than forecasts.","ai_generated":true,"unit":"fftreaty-000044#insight-7","date_modified":"2026-10-23"},{"text":"The Global North's energy transition risks creating 'green colonialism,' where African countries are treated as supply zones for minerals and energy. For instance, TotalEnergies is developing a project in Morocco to produce green ammonia specifically for export to Europe.","ai_generated":true,"unit":"fftreaty-000044#insight-8","date_modified":"2026-10-23"},{"text":"African feminists propose a 'Feminist Decolonial Green Economy' based on six levers: just transitions, debt justice, trade justice, wealth/resource redistribution, democratizing financial architecture, and ending corporate power over public services.","ai_generated":true,"unit":"fftreaty-000044#insight-9","date_modified":"2026-10-23"}],"climate_tags":["petroleum industry","climate finance","just transition","renewable energy","energy poverty","loss and damage","extractive industry"],"geography_discussed":["South Africa","Nigeria","Mozambique","Uganda","Tanzania","Mali","Zambia","Malawi","Morocco","Kenya","Zimbabwe","Chad","Cameroon","Algeria","Angola"],"frame_perspective":[],"analysis_type":["literature review","policy analysis","gender analysis"]},{"id":"iisd-001102","url":"https://climateinsightsdirectory.org/document/iisd-001102","title":"Solar-Powered Grain Milling in India","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"policy brief","language":"en","date_published":"2026-02","source_url":"https://www.iisd.org/system/files/2026-02/beyond-irrigation-solar-pumps-india-summary.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The evaluation of solar-powered community mills in Uttar Pradesh shows that utilizing idle solar irrigation capacity for milling reduces costs and travel distances for smallholders while improving food freshness. While the project yielded modest gains in women's autonomy and mobility, sustained adoption was hindered by operational challenges such as operator unavailability and infrastructure issues. The document recommends integrating secondary-use models into India's PM-KUSUM scheme to optimize solar asset utilization.","ai_generated":true,"unit":"iisd-001102#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Solar-powered mills provided measurable cost savings for users, who paid an average of INR 1.94/kg compared to INR 2.33/kg at diesel or electric mills, resulting in savings of approximately INR 100 per household per milling cycle.","ai_generated":true,"unit":"iisd-001102#insight-1","date_modified":"2026-10-23"},{"text":"The proximity of solar mills significantly reduced travel distances for users, who travelled roughly 0.5–0.6 km, whereas diesel and electric mill users travelled approximately 1.1 km.","ai_generated":true,"unit":"iisd-001102#insight-2","date_modified":"2026-10-23"},{"text":"The availability of closer and cheaper milling shifted household practices from bulk processing to need-based milling, which reduced spoilage and improved food hygiene and freshness. This also led to the processing of a more diverse range of products, including turmeric, coriander, and maize.","ai_generated":true,"unit":"iisd-001102#insight-3","date_modified":"2026-10-23"},{"text":"The project led to incremental improvements in gender inclusion, with women reporting increased confidence, mobility, and decision-making autonomy, particularly when mills were reliably managed and centrally located.","ai_generated":true,"unit":"iisd-001102#insight-4","date_modified":"2026-10-23"},{"text":"Sustained adoption was limited by structural and operational barriers, including poor road access, inconsistent flour quality, and the unavailability of operators. At the endline, 41% of households continued using Oorja as their primary mill.","ai_generated":true,"unit":"iisd-001102#insight-5","date_modified":"2026-10-23"},{"text":"Retention rates varied significantly by village, reaching up to 65% in areas with consistent operator presence and competitive pricing, but falling below 30% in other locations.","ai_generated":true,"unit":"iisd-001102#insight-6","date_modified":"2026-10-23"}],"climate_tags":["energy transition","gender equality","rural electrification","smallholder","energy poverty"],"geography_discussed":["Kenya"],"frame_perspective":[],"analysis_type":["socio-economic impact assessment","gender analysis","policy evaluation"]},{"id":"napglob-000439","url":"https://climateinsightsdirectory.org/document/napglob-000439","title":"Inclusive Adaptation in Practice: Tracking early signals in water resources and mining indicators in Rwanda","publisher":{"name":"NAP Global Network","organization":"nap-global-network"},"document_type":"briefing","language":"en","date_published":"2026-02","source_url":"https://napglobalnetwork.org/wp-content/uploads/2026/02/rwanda-inclusive-adaptation-v3.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document assesses early adaptation signals in Rwanda's water resources and mining sectors, finding technical progress in catchment restoration and climate-compatible mining, but highlighting systemic gaps in leadership inclusion, procurement, and the integration of artisanal miners.","ai_generated":true,"unit":"napglob-000439#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Rwanda is utilizing monitoring, evaluation, and learning (MEL) as a forward-looking management tool to detect early signals of progress and ensure inclusivity, rather than as a retrospective reporting exercise.","ai_generated":true,"unit":"napglob-000439#insight-1","date_modified":"2026-10-23"},{"text":"In the water resources subsector, early signals show progress in catchment restoration through the establishment of nurseries in Rubavu and Musanze, the completion of over 50 hectares of terraces in Nyabihu, and the installation of rainwater harvesting systems that save households more than three hours daily in water collection.","ai_generated":true,"unit":"napglob-000439#insight-2","date_modified":"2026-10-23"},{"text":"The mining subsector is seeing the adoption of climate-compatible safeguards, including sediment traps, drainage systems, and slope stabilization at concessions in Muhanga, Rulindo, and Rwamagana.","ai_generated":true,"unit":"napglob-000439#insight-3","date_modified":"2026-10-23"},{"text":"Gender inclusion in the mining workforce is increasing, with some concessions reporting female participation between 18% and 25%, supported by the Trinity Women in Mining Association (TWIMA).","ai_generated":true,"unit":"napglob-000439#insight-4","date_modified":"2026-10-23"},{"text":"Despite increased participation, women remain underrepresented in leadership and decision-making roles in both the water and mining sectors.","ai_generated":true,"unit":"napglob-000439#insight-5","date_modified":"2026-10-23"},{"text":"Significant operational bottlenecks threaten the sustainability of adaptation gains, including procurement and payment delays, lack of occupational health and safety equipment, and gaps in operation and maintenance (O&M) training.","ai_generated":true,"unit":"napglob-000439#insight-6","date_modified":"2026-10-23"},{"text":"Artisanal and small-scale miners (ASM) are largely excluded from the formal climate-compatible mining reforms and regulatory frameworks.","ai_generated":true,"unit":"napglob-000439#insight-7","date_modified":"2026-10-23"}],"climate_tags":["nature-based solutions","agroforestry","rainwater harvesting","ecosystem-based adaptation","Nationally Determined Contributions"],"geography_discussed":["Rubavu District","Musanze District","Nyabihu District","Muhanga District","Rulindo District","Rwamagana district"],"frame_perspective":[],"analysis_type":["policy evaluation","field assessment","gender analysis"]},{"id":"iisd-003110","url":"https://climateinsightsdirectory.org/document/iisd-003110","title":"Indonesia’s Next Cooking Transition","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2025-12","source_url":"https://www.iisd.org/system/files/2025-12/indonesia-next-cooking-transition.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"Indonesia faces significant fiscal strain and energy security risks due to its heavy reliance on imported, subsidized LPG, which is used by 84% of households. The report evaluates three alternatives: induction stoves, dimethyl ether (DME), and city gas. It concludes that induction is the only viable non-fossil option, offering health benefits and long-term fiscal savings if paired with electricity tariff reform and a decarbonized grid. DME and city gas are deemed economically unviable or incompatible with climate goals. The report provides a policy roadmap focusing on making electricity upgrades affordable, implementing means-tested induction subsidies, and reforming LPG subsidies to target only the poorest households.","ai_generated":true,"unit":"iisd-003110#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Subsidized LPG is the dominant cooking fuel in Indonesia, used by 84% of households, but the country relies heavily on imports, with 2023 demand reaching 8 million tonnes against a domestic production of only 2 million tonnes.","ai_generated":true,"unit":"iisd-003110#insight-1","date_modified":"2026-10-23"},{"text":"LPG subsidies are regressive because the 3-kg cylinders intended for low-income households are used across all income deciles, creating a substantial budget burden of IDR 80.2 trillion (USD 5.14 billion) in 2024.","ai_generated":true,"unit":"iisd-003110#insight-2","date_modified":"2026-10-23"},{"text":"Induction stoves are identified as the most viable substitution option because they are cheaper than unsubsidized LPG and align with decarbonization goals if the electricity grid is decarbonized.","ai_generated":true,"unit":"iisd-003110#insight-3","date_modified":"2026-10-23"},{"text":"Dimethyl ether (DME) and city gas are considered unsuitable alternatives; DME is economically unviable and would increase emissions, while city gas requires massive infrastructure investment and risks creating stranded assets.","ai_generated":true,"unit":"iisd-003110#insight-4","date_modified":"2026-10-23"},{"text":"A pilot program for induction stoves in Bali and Solo revealed that while 66% of users found them simpler and 50% found them safer, major barriers include the need for ferromagnetic cookware (cited by 66%) and perceived slower cooking speeds (cited by 40%).","ai_generated":true,"unit":"iisd-003110#insight-5","date_modified":"2026-10-23"},{"text":"Current electricity tariff structures discourage induction adoption because upgrading capacity (e.g., from 450 VA to 1,300 VA) can triple a household's bill even if consumption does not increase.","ai_generated":true,"unit":"iisd-003110#insight-6","date_modified":"2026-10-23"},{"text":"Reallocating LPG subsidies from the top 40% to 60% of households to fund induction capital costs could result in annual savings of IDR 7.61 trillion to IDR 11.87 trillion, with fiscal breakeven achieved in 3 to 5 years.","ai_generated":true,"unit":"iisd-003110#insight-7","date_modified":"2026-10-23"},{"text":"The transition to non-fossil cooking must integrate gender equality and social inclusion (GESI) because women are the primary cooks and are disproportionately affected by fuel shortages and distribution inefficiencies.","ai_generated":true,"unit":"iisd-003110#insight-8","date_modified":"2026-10-23"}],"climate_tags":["energy transition","fossil fuel subsidy","decarbonization","household air pollution","renewable energy","Net-zero emissions","energy security"],"geography_discussed":["Bali","Central Java","Jakarta","Yogyakarta","Bogor","Cibinong","Klender","South Sumatra"],"frame_perspective":[],"analysis_type":["policy assessment","economic modeling","socio-technical analysis","gender analysis"]},{"id":"napglob-000106","url":"https://climateinsightsdirectory.org/document/napglob-000106","title":"Gender and Climate Change Action Plan of the Republic of Haiti","publisher":{"name":"NAP Global Network","organization":"nap-global-network"},"document_type":"report","language":"en","date_published":"2024-12","source_url":"https://napglobalnetwork.org/wp-content/uploads/2025/05/haiti-country-report-en-V2.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Gender and Climate Change Action Plan of the Republic of Haiti outlines a framework to integrate gender-responsive institutional arrangements and projects into national climate adaptation. It identifies four priority areas: capacity building, awareness raising, gender-sensitive budgeting, and the establishment of a monitoring and evaluation framework. The plan includes 11 priority activities, with six categorized as imperative, and estimates a total funding requirement of USD 1,650,000 for 2025–2030.","ai_generated":true,"unit":"napglob-000106#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The action plan is designed to operationalize two primary goals of the National Adaptation Plan (NAP): implementing large-scale gender-sensitive programs to increase resilience in priority sectors and strengthening the human capital of women and girls for adaptation planning at vulnerable local and regional levels.","ai_generated":true,"unit":"napglob-000106#insight-1","date_modified":"2026-10-23"},{"text":"The plan identifies four priority areas for action: knowledge management and capacity building for a gender-responsive NAP process, awareness raising and communication, gender-sensitive budgeting, and the creation of a monitoring, evaluation, and learning framework.","ai_generated":true,"unit":"napglob-000106#insight-2","date_modified":"2026-10-23"},{"text":"Six activities are classified as 'imperative tasks' of utmost priority: developing a training program on gender mainstreaming, training gender focal points and Ministerial Gender Units (MGUs), implementing an awareness-raising program, mobilizing gender-sensitive funding, introducing gender-sensitive budget lines at national and local levels, and integrating gender-sensitive indicators into the NAP monitoring framework.","ai_generated":true,"unit":"napglob-000106#insight-3","date_modified":"2026-10-23"},{"text":"In the agricultural sector, significant gender inequalities exist regarding land tenure; only 9% of women have full ownership of property, and 20% have joint ownership.","ai_generated":true,"unit":"napglob-000106#insight-4","date_modified":"2026-10-23"},{"text":"Women in Haiti bear a disproportionate burden in water resource management, as the responsibility for supplying domestic water, particularly in rural and precarious urban areas, falls primarily on women and children.","ai_generated":true,"unit":"napglob-000106#insight-5","date_modified":"2026-10-23"},{"text":"Haiti's health sector faces extreme challenges, with the pregnancy-related mortality ratio reaching 646 per 100,000 during 2009–2017, the highest rate in the Western hemisphere.","ai_generated":true,"unit":"napglob-000106#insight-6","date_modified":"2026-10-23"},{"text":"The total funding required to implement the Gender and Climate Change Action Plan for the 2025–2030 period is estimated at USD 1,650,000.","ai_generated":true,"unit":"napglob-000106#insight-7","date_modified":"2026-10-23"},{"text":"Implementation of the plan will rely on a mix of internal national budget funding and external financing from multilateral climate funds such as the Green Climate Fund (GCF), Climate Investment Funds (CIFs), and the Adaptation Fund.","ai_generated":true,"unit":"napglob-000106#insight-8","date_modified":"2026-10-23"}],"climate_tags":["gender mainstreaming","climate change adaptation","national adaptation plan","climate finance","agriculture","water resource","public health","infrastructure","capacity building"],"geography_discussed":["Gonaïves","Cap-Haïtien","Les Cayes","Miragoâne","Port-au-Prince"],"frame_perspective":[],"analysis_type":["policy framework","strategic action plan","gender analysis"]},{"id":"napglob-000107","url":"https://climateinsightsdirectory.org/document/napglob-000107","title":"Plan d’action genre et adaptation aux changements climatiques de la république d’Haïti","publisher":{"name":"NAP Global Network","organization":"nap-global-network"},"document_type":"report","language":"fr","date_published":"2024-12","source_url":"https://napglobalnetwork.org/wp-content/uploads/2025/04/haiti-country-report-V5.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Republic of Haiti's Gender and Climate Change Adaptation Action Plan aims to operationalize gender equality within its National Adaptation Plan (NAP) by 2030. The plan identifies four priority areas: knowledge management and capacity building, awareness and communication, gender-responsive budgeting, and a monitoring, evaluation, and learning framework. It outlines 11 priority activities, including training for gender focal points and the introduction of gender-sensitive budget lines. The total estimated cost for implementation from 2025 to 2030 is $1,650,000 USD, to be funded through national budgets and international climate funds such as the Green Climate Fund and the Adaptation Fund.","ai_generated":true,"unit":"napglob-000107#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The action plan is designed to operationalize two specific goals of Haiti's National Adaptation Plan (NAP): implementing gender-sensitive programs to increase resilience in priority sectors and strengthening the human capital of women and girls for adaptation planning in the most vulnerable local governments.","ai_generated":true,"unit":"napglob-000107#insight-1","date_modified":"2026-10-23"},{"text":"The plan identifies four priority areas of action: knowledge management and capacity building, awareness and communication, gender-responsive budgeting, and the establishment of a monitoring, evaluation, and learning framework for gender integration in the NAP.","ai_generated":true,"unit":"napglob-000107#insight-2","date_modified":"2026-10-23"},{"text":"Of the 11 priority activities, six are classified as 'imperative' (Must have), including developing training programs for sectoral adaptation policies, training gender focal points, implementing awareness programs, creating a gender-sensitive funding mobilization plan, introducing gender budget lines at national and communal levels, and integrating gender-sensitive indicators into the NAP monitoring framework.","ai_generated":true,"unit":"napglob-000107#insight-3","date_modified":"2026-10-23"},{"text":"Gender inequalities in Haiti's priority sectors are significant: in agriculture, only 9% of women are owners of land or houses, and they have limited access to credit; in water resources, women and children bear the primary burden of domestic water supply; and in health, Haiti has the highest maternal mortality rate in the Western Hemisphere.","ai_generated":true,"unit":"napglob-000107#insight-4","date_modified":"2026-10-23"},{"text":"The plan's implementation is led by the National Gender and Climate Change Focal Point (PFNGCC) within the Ministry of Environment (MDE), in coordination with the Climate Change Directorate (DCC), the Gender and Climate Working Group, and the Ministry for Women's Affairs and Women's Rights (MCFDF).","ai_generated":true,"unit":"napglob-000107#insight-5","date_modified":"2026-10-23"}],"climate_tags":["gender equality","climate change adaptation","national adaptation plan","climate finance","agriculture","water resource","public health","infrastructure","capacity building"],"geography_discussed":["Gonaïves","Cap-Haïtien","Les Cayes","Miragoâne"],"frame_perspective":[],"analysis_type":["policy framework","action plan","gender analysis"]},{"id":"gclifun-006168","url":"https://climateinsightsdirectory.org/document/gclifun-006168","title":"Scaling up Climate Resilience Solutions for Burundian Smallholders","publisher":{"name":"Green Climate Fund","organization":"green-climate-fund"},"document_type":"report","language":"en","date_published":"2024-10-24","source_url":"https://www.greenclimate.fund/sites/default/files/document/sap045-gender-assessment.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes gender inequalities in Burundi's agricultural sector, highlighting barriers such as limited land rights, patriarchal decision-making, and low literacy among women. It outlines a Gender Action Plan by One Acre Fund (1AF) to increase female participation through tailored credit certificates, gender-sensitive training, and the collection of sex-disaggregated data to improve climate resilience for Burundian smallholders.","ai_generated":true,"unit":"gclifun-006168#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Burundi has the highest rate of agricultural employment in the world, with approximately 86 percent of the population engaged in the sector, and over 55 percent of this workforce is female.","ai_generated":true,"unit":"gclifun-006168#insight-1","date_modified":"2026-10-23"},{"text":"Women in Burundi face significant barriers to economic empowerment due to a strong patriarchal system where men typically dominate decision-making and the management of household assets and income.","ai_generated":true,"unit":"gclifun-006168#insight-2","date_modified":"2026-10-23"},{"text":"Gender inequality in land tenure is prevalent; while 40.1 percent of people with secure tenure rights are women, a majority of Burundians (57%) believe women should not have the same inheritance rights to family land as men.","ai_generated":true,"unit":"gclifun-006168#insight-3","date_modified":"2026-10-23"},{"text":"Burundian women experience high rates of gender-based violence, with 46.7 percent facing some form of GBV in their lifetime and 54 percent of rural women reporting sexual violence since 2015.","ai_generated":true,"unit":"gclifun-006168#insight-4","date_modified":"2026-10-23"},{"text":"One Acre Fund (1AF) implements gender-sensitive strategies in Burundi, including the use of oral and pictorial training to address low literacy rates among rural women and maintaining a high proportion of female field extension agents.","ai_generated":true,"unit":"gclifun-006168#insight-5","date_modified":"2026-10-23"},{"text":"The proposed Gender Action Plan includes specific targets to increase female participation, such as aiming for 40% of 1AF members to be women and ensuring 40% of creditworthiness certificates are distributed to women by the end of 2026.","ai_generated":true,"unit":"gclifun-006168#insight-6","date_modified":"2026-10-23"}],"climate_tags":["climate resilience","smallholder","gender equality","agroforestry","Climate-smart agriculture","land tenure","climate finance","food insecurity"],"geography_discussed":["Kenya","United States","Muramvya"],"frame_perspective":[],"analysis_type":["gender analysis","policy assessment","action plan"]},{"id":"napglob-000123","url":"https://climateinsightsdirectory.org/document/napglob-000123","title":"Pour un processus de Plan National d’Adaptation qui répond aux questions de genre au Sénégal","publisher":{"name":"NAP Global Network","organization":"nap-global-network"},"document_type":"executive summary","language":"fr","date_published":"2024-07","source_url":"https://napglobalnetwork.org/wp-content/uploads/2024/08/NAP-gender-analysis-summary-FR-V2.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The document assesses the integration of gender perspectives within Senegal's National Adaptation Plan (NAP) process. It finds that while some sectors, such as fisheries and aquaculture, have successfully integrated gender, others—including health and transport—show weak or nonexistent consideration. The analysis highlights systemic gender inequalities in Senegal, such as unequal land access and limited female participation in strategic decision-making, which exacerbate vulnerability to climate change. It recommends strengthening institutional collaborations, improving gender-disaggregated data, and ensuring more equitable access to climate finance to create a more inclusive adaptation framework.","ai_generated":true,"unit":"napglob-000123#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The integration of gender varies significantly across the six published sectoral NAPs: the fisheries and aquaculture sector (2016) is cited as a model for comprehensive gender integration, and the coastal zones sector (2022) includes a specific gender action plan. Conversely, the NAPs for agriculture, flood-focused disaster risk management, health, and land transport infrastructure (all 2023) show weak or no gender consideration, specifically in the health sector.","ai_generated":true,"unit":"napglob-000123#insight-1","date_modified":"2026-10-23"},{"text":"Women in Senegal face specific systemic inequalities that increase their vulnerability to climate change, including limited participation in national strategic decision-making despite parity laws, unequal access to and control of land, lack of access to modern agricultural equipment and scientific information, and high rates of illiteracy.","ai_generated":true,"unit":"napglob-000123#insight-2","date_modified":"2026-10-23"},{"text":"Senegal possesses a strong existing policy and institutional foundation for gender-climate integration, including the 2001 Constitution, the Plan Sénégal Emergent (horizon 2035), the National Strategy for Gender Equity and Equality (SNEEG 2, 2016–2026), and a gender-sensitive budgeting approach used for seven years.","ai_generated":true,"unit":"napglob-000123#insight-3","date_modified":"2026-10-23"},{"text":"Despite existing frameworks, there are critical gaps in the current climate policy architecture: the SNEEG 2 does not sufficiently account for climate change and adaptation, and there is a need for stronger collaboration between Gender and Equity Cells (CGE) and sectoral climate focal points.","ai_generated":true,"unit":"napglob-000123#insight-4","date_modified":"2026-10-23"},{"text":"To improve the NAP process, the document recommends five priority axes: enhancing institutional arrangements and inclusive engagement, improving the use of gender-sensitive data and knowledge, building the capacity of stakeholders (including the MFFPE and CGE), ensuring equitable access to financing, and strengthening women's leadership and decision-making in climate matters.","ai_generated":true,"unit":"napglob-000123#insight-5","date_modified":"2026-10-23"},{"text":"The document argues that the Nationally Determined Contribution (NDC) must be updated to explicitly identify gender as a guiding principle, incorporate gender-disaggregated vulnerability data, and ensure adaptation options are gender-responsive.","ai_generated":true,"unit":"napglob-000123#insight-6","date_modified":"2026-10-23"}],"climate_tags":["national adaptation plan","climate resilience","Nationally Determined Contributions","climate finance","agriculture","coastal management","disaster risk reduction","public health","land tenure"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["gender analysis","policy review"]},{"id":"napglob-000093","url":"https://climateinsightsdirectory.org/document/napglob-000093","title":"Climate Change Vulnerability Assessment for Kassena Nankana Municipal Assembly","publisher":{"name":"NAP Global Network","organization":"nap-global-network"},"document_type":"report","language":"en","date_published":"2024-03","source_url":"https://napglobalnetwork.org/wp-content/uploads/2025/07/ghana-2024-cvra-report-kassena-nankana.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The assessment identifies agriculture as the most vulnerable sector in the Kassena Nankana Municipality, with high sensitivity in zonal councils like Biu and Doba due to the prevalence of mud-brick housing and flood-prone farmlands. While the quantitative Vulnerability Index suggests that adaptive capacity currently outweighs exposure and sensitivity across all zonal councils, Naaga is identified as the most vulnerable area due to its low adaptive capacity and high exposure to the White Volta River. Future projections indicate rising temperatures and irregular rainfall, which are expected to reduce maize and soybean yields and increase the prevalence of climate-sensitive diseases like cerebrospinal meningitis.","ai_generated":true,"unit":"napglob-000093#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Agriculture is the most critical and vulnerable sector in the municipality, with 78% of the economically active population employed in the sector. It is highly susceptible to declining rainfall, high temperatures, and extreme events, which reduce crop yields and livestock productivity.","ai_generated":true,"unit":"napglob-000093#insight-1","date_modified":"2026-10-23"},{"text":"The quantitative vulnerability assessment reveals a north-south gradient of vulnerability. Manyoro, North-East, and Yua zonal councils in the north have the lowest vulnerability, while Naaga, the southernmost council, is the most vulnerable due to its low adaptive capacity and high exposure to the White Volta River.","ai_generated":true,"unit":"napglob-000093#insight-2","date_modified":"2026-10-23"},{"text":"Biu and Doba zonal councils exhibit the highest sensitivity to climate impacts, primarily because a high percentage of their buildings are constructed from mud/bricks, making them highly susceptible to flood damage.","ai_generated":true,"unit":"napglob-000093#insight-3","date_modified":"2026-10-23"},{"text":"Gender-disaggregated data shows that women generally have a lower capacity to adapt to climate change than men, particularly regarding access to smartphones, the internet, and climate information services (CIS). However, women are more active in adopting alternative livelihoods, such as trading and migration.","ai_generated":true,"unit":"napglob-000093#insight-4","date_modified":"2026-10-23"},{"text":"Future climate projections for Navrongo indicate a steady increase in mean annual rainfall until the middle of the century, followed by divergent paths under different scenarios. Temperatures are projected to rise, with nighttime temperatures increasing more quickly than daytime temperatures.","ai_generated":true,"unit":"napglob-000093#insight-5","date_modified":"2026-10-23"},{"text":"Future climate risks include significant declines in crop productivity, with maize yields projected to decrease by 9% under RCP 4.5 and 39% under RCP 8.5 by mid-century. Additionally, rising temperatures are expected to increase the incidence of cerebrospinal meningitis (CSM) and other heat-related health stresses.","ai_generated":true,"unit":"napglob-000093#insight-6","date_modified":"2026-10-23"},{"text":"There is a critical lack of access to climate-tolerant seeds and agricultural insurance across the municipality. In several zonal councils, such as Telania and North-East, over 90% of respondents reported no access to climate-tolerant seeds, and subscription to agricultural insurance is described as non-existent.","ai_generated":true,"unit":"napglob-000093#insight-7","date_modified":"2026-10-23"}],"climate_tags":["agriculture","climate finance","Climate information service","crop yield","drought","energy transition","flood risk","forestry","gender","hydropower","national adaptation plan","public health","water resource"],"geography_discussed":["Ghana","Navrongo","Upper East Region","Burkina Faso"],"frame_perspective":[],"analysis_type":["vulnerability assessment","quantitative analysis","gender analysis","climate projection"]},{"id":"napglob-000094","url":"https://climateinsightsdirectory.org/document/napglob-000094","title":"Climate Change Vulnerability Assessment for the Kintampo Municipal Assembly","publisher":{"name":"NAP Global Network","organization":"nap-global-network"},"document_type":"report","language":"en","date_published":"2024-03","source_url":"https://napglobalnetwork.org/wp-content/uploads/2025/07/ghana-2024-cvra-report-kintampo.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report provides a comprehensive vulnerability assessment for the Kintampo Municipal Assembly, identifying agriculture as the most sensitive sector. It combines historical climate data (1980–2020) with future projections to 2100, highlighting increasing temperatures and variable rainfall. The study identifies specific community-level vulnerabilities, with Busuama being the most vulnerable and Kintampo the least, and recommends targeted adaptation strategies including conservation agriculture, irrigation, and gender-responsive initiatives.","ai_generated":true,"unit":"napglob-000094#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Agriculture is the most critical and vulnerable sector in Kintampo Municipality, employing approximately 70% of the population.","ai_generated":true,"unit":"napglob-000094#insight-1","date_modified":"2026-10-23"},{"text":"Historical climate data from 1980 to 2020 shows a significant increasing trend in both mean annual minimum and maximum temperatures, aligning with global warming patterns.","ai_generated":true,"unit":"napglob-000094#insight-2","date_modified":"2026-10-23"},{"text":"Rainfall patterns are characterized by high variability and a significant downward trend in the duration of wet spells, which decreased from 9 days in 1980 to 4 days in 2021.","ai_generated":true,"unit":"napglob-000094#insight-3","date_modified":"2026-10-23"},{"text":"Bushfires are ranked as the most impactful climate-related hazard in the municipality, exacerbated by rising temperatures and human activities like hunting and land clearing.","ai_generated":true,"unit":"napglob-000094#insight-4","date_modified":"2026-10-23"},{"text":"Quantitative analysis identifies Busuama as the most vulnerable community due to low adaptive capacity, high reliance on rainfed agriculture, and lack of access to credit and irrigation.","ai_generated":true,"unit":"napglob-000094#insight-5","date_modified":"2026-10-23"},{"text":"Kintampo township is the least vulnerable community, benefiting from higher education levels, better market access, and the availability of irrigation and agricultural extension services.","ai_generated":true,"unit":"napglob-000094#insight-6","date_modified":"2026-10-23"},{"text":"Women and youth face disproportionate vulnerabilities due to higher illiteracy rates among women (45.8% vs 32.6% for men) and limited access to decision-making and resources.","ai_generated":true,"unit":"napglob-000094#insight-7","date_modified":"2026-10-23"},{"text":"Future projections to 2100 indicate a general increase in both daytime and nighttime temperatures, with daytime means potentially reaching 33°C by mid-century.","ai_generated":true,"unit":"napglob-000094#insight-8","date_modified":"2026-10-23"},{"text":"The report recommends specific on-farm adaptation measures, including conservation agriculture, the establishment of irrigation schemes, and the promotion of drought-tolerant agroforestry species.","ai_generated":true,"unit":"napglob-000094#insight-9","date_modified":"2026-10-23"}],"climate_tags":["agriculture","forestry","water resource","tourism industry","transportation","climate finance","drought","flood","agroforestry","agricultural irrigation","climate change scenario","adaptive capacity","national adaptation plan"],"geography_discussed":["Ghana","Bono East Region"],"frame_perspective":[],"analysis_type":["vulnerability assessment","climate projection","sectoral analysis","gender analysis"]},{"id":"napglob-000095","url":"https://climateinsightsdirectory.org/document/napglob-000095","title":"Climate Change Vulnerability Assessment for New Juaben South Municipal Assembly","publisher":{"name":"NAP Global Network","organization":"nap-global-network"},"document_type":"report","language":"en","date_published":"2024-03","source_url":"https://napglobalnetwork.org/wp-content/uploads/2025/07/ghana-2024-cvra-report_njsma.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report assesses climate vulnerability in the New Juaben South Municipality (NJSM), Ghana, identifying flooding as the primary climate hazard. Using a Livelihood Vulnerability Indicator (LVI) approach, it finds that while all zonal councils are vulnerable, Srodae is the most exposed to floods and Anlo Town is the most sensitive due to poor infrastructure. Projections to 2100 indicate increasing annual rainfall and temperatures, which will likely exacerbate flash floods, droughts, and heat stress. The report highlights gender disparities, noting that women are more likely to live in flood-prone areas and have less access to social support networks and credit than men. Recommended adaptation measures include improving drainage systems, implementing early warning systems, and promoting climate-smart agriculture.","ai_generated":true,"unit":"napglob-000095#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Flooding is identified as the primary climate hazard in the New Juaben South Municipality, with extreme floods occurring in every zonal council at least once every four years.","ai_generated":true,"unit":"napglob-000095#insight-1","date_modified":"2026-10-23"},{"text":"Vulnerability varies by zonal council; Srodae is the most exposed to climate impacts, particularly flooding, while Anlo Town exhibits the highest sensitivity due to a lack of accessible roads, poor drainage, and limited access to health and sanitation services.","ai_generated":true,"unit":"napglob-000095#insight-2","date_modified":"2026-10-23"},{"text":"Climate projections for Koforidua through 2100 suggest a steady increase in annual rainfall, from a current mean of 1,250 mm to 1,550 mm by 2050, alongside increased variability that may lead to more frequent floods and droughts.","ai_generated":true,"unit":"napglob-000095#insight-3","date_modified":"2026-10-23"},{"text":"Temperatures in the municipality are projected to rise, with mean daytime temperatures expected to reach 33.4°C by mid-century, increasing the risk of heat stress and the outbreak of tropical diseases.","ai_generated":true,"unit":"napglob-000095#insight-4","date_modified":"2026-10-23"},{"text":"Gender-disaggregated data reveals that women are more vulnerable to climate impacts than men, as they are more likely to reside in flood-prone areas and have significantly less access to social organizations and government support.","ai_generated":true,"unit":"napglob-000095#insight-5","date_modified":"2026-10-23"},{"text":"Agricultural productivity is highly sensitive to rainfall variability because the majority of farmers depend on rain-fed irrigation and lack access to agricultural insurance.","ai_generated":true,"unit":"napglob-000095#insight-6","date_modified":"2026-10-23"},{"text":"Adaptive capacity across the municipality is hindered by low levels of external support, with fewer than 10% of respondents receiving assistance from government, NGO, or R&D organizations.","ai_generated":true,"unit":"napglob-000095#insight-7","date_modified":"2026-10-23"}],"climate_tags":["climate change adaptation","Flood risk management","agricultural productivity","heat stress","climate change scenario","water scarcity","deforestation"],"geography_discussed":["Ghana","Koforidua"],"frame_perspective":[],"analysis_type":["vulnerability assessment","climate projection","gender analysis"]},{"id":"gclifun-005831","url":"https://climateinsightsdirectory.org/document/gclifun-005831","title":"Consideration of funding proposals – Addendum V Funding proposal package for FP225","publisher":{"name":"Green Climate Fund","organization":"green-climate-fund"},"document_type":"report","language":"en","date_published":"2024-02-12","source_url":"https://www.greenclimate.fund/sites/default/files/document/gcf-b38-02-add05-funding-proposal-package-fp225.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The E-Mobility Program, managed by the Asian Development Bank (ADB), aims to replace fossil-fuel buses with battery electric buses (BEBs) and improve urban mobility in Armenia, Georgia, Indonesia, Kazakhstan, Kyrgyz Republic, Nepal, and Uzbekistan. The program integrates mitigation (reducing GHG emissions) with adaptation (increasing infrastructure resilience to floods and heat) and focuses on innovative business models to overcome high upfront costs. It requests USD 169.92 million from the Green Climate Fund (GCF) to leverage a total investment of USD 454.4 million.","ai_generated":true,"unit":"gclifun-005831#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The program targets a total GHG emission reduction of 11,415,080 tCO2eq over the asset lifespan, with a GCF cost of intervention estimated at 15 USD/tCO2e.","ai_generated":true,"unit":"gclifun-005831#insight-1","date_modified":"2026-10-23"},{"text":"The total financing for the program is 454.4 million USD, with 169.92 million USD requested from the GCF (64.92 million USD in grants and 105 million USD in loans).","ai_generated":true,"unit":"gclifun-005831#insight-2","date_modified":"2026-10-23"},{"text":"The program aims to deploy approximately 860 electric buses across the participating countries, replacing existing diesel fleets to avoid lock-in of fossil fuel technologies.","ai_generated":true,"unit":"gclifun-005831#insight-3","date_modified":"2026-10-23"},{"text":"Adaptation measures are focused on three lighthouse cities—Kathmandu, Bishkek, and Tbilisi—using \"sponge city\" concepts for stormwater drainage and \"shade city\" concepts to mitigate heat waves.","ai_generated":true,"unit":"gclifun-005831#insight-4","date_modified":"2026-10-23"},{"text":"The program identifies high upfront capital expenditure (CAPEX) and low operational expenditure (OPEX) as core barriers to EV deployment, proposing business models that separate asset ownership from operations, such as leasing through a Public Asset Company.","ai_generated":true,"unit":"gclifun-005831#insight-5","date_modified":"2026-10-23"},{"text":"The program expects to reach 1,000,250 direct beneficiaries and 2,681,751 indirect beneficiaries through its adaptation and mobility measures.","ai_generated":true,"unit":"gclifun-005831#insight-6","date_modified":"2026-10-23"},{"text":"Environmental co-benefits include the reduction of 507 tonnes of PM2.5 and 15,120 tonnes of NOx, with associated economic health cost savings estimated at 67 million USD.","ai_generated":true,"unit":"gclifun-005831#insight-7","date_modified":"2026-10-23"},{"text":"A Gender Action Plan (GAP) is integrated to address the underrepresentation of women in transport jobs and safety concerns, including a target to provide professional driving scholarships to 210 women.","ai_generated":true,"unit":"gclifun-005831#insight-8","date_modified":"2026-10-23"},{"text":"The program's economic internal rate of return (EIRR) is estimated at 14%, which exceeds the ADB's 9% social discount rate.","ai_generated":true,"unit":"gclifun-005831#insight-9","date_modified":"2026-10-23"},{"text":"The program includes a technical assistance component (Component 4) to develop e-mobility roadmaps, provide capacity building, and design conducive policies at local, national, and regional levels.","ai_generated":true,"unit":"gclifun-005831#insight-10","date_modified":"2026-10-23"}],"climate_tags":["battery electric vehicle","urban transport","climate change adaptation","ecosystem-based adaptation","greenhouse gas emissions","air pollution","climate finance","climate resilience"],"geography_discussed":["Kathmandu","Bishkek","Tbilisi","Jakarta","Almaty","Tashkent","Yerevan"],"frame_perspective":[],"analysis_type":["funding proposal","climate risk assessment","economic analysis","gender analysis"]},{"id":"napglob-000400","url":"https://climateinsightsdirectory.org/document/napglob-000400","title":"Pour un processus de Plan National d’Adaptation qui répond aux questions de genre au Sénégal","publisher":{"name":"NAP Global Network","organization":"nap-global-network"},"document_type":"report","language":"fr","date_published":"2024-02","source_url":"https://napglobalnetwork.org/wp-content/uploads/2024/03/napgn-fr-2024-plan-national-adaptation-genre-senegal.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes the current status of gender integration in Senegal's sector-specific National Adaptation Plans (NAPs), identifying significant gaps in institutional coordination and data. It details how climate change disproportionately affects women across sectors such as agriculture, fisheries, and water resources due to existing social inequalities. The document recommends strengthening the collaboration between the Ministry of Environment and the Ministry of Women, establishing a gender commission within the National Committee on Climate Change (COMNACC), and implementing gender-responsive budgeting to ensure equitable access to climate finance and resources.","ai_generated":true,"unit":"napglob-000400#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Senegal's National Adaptation Plan (NAP) process has seen varying levels of gender integration across sectors; while the fisheries and aquaculture sector is considered to have integrated gender transversally, sectors such as health, agriculture, and transport infrastructure are described as having 'Faiblement pris en compte' (weakly taken into account) gender issues, despite the existence of baseline studies.","ai_generated":true,"unit":"napglob-000400#insight-1","date_modified":"2026-10-23"},{"text":"Women in the agricultural sector face systemic barriers to adaptation, including limited access to modern credit, certified seeds, and land security. Specifically, women often lack control over land, which is a 'crucial' obstacle for their participation in land rehabilitation and protection programs.","ai_generated":true,"unit":"napglob-000400#insight-2","date_modified":"2026-10-23"},{"text":"Climate change impacts on water resources disproportionately increase the burden on women, who are responsible for 84.8% of water collection in rural areas and 72% in urban areas. Decreasing water tables and heat increase the time and physical effort required for water collection, which is primarily a female role.","ai_generated":true,"unit":"napglob-000400#insight-3","date_modified":"2026-10-23"},{"text":"In the fisheries and aquaculture sector, the depletion of marine resources forces men to migrate or take greater risks at sea, which imposes a 'double rôle' on women, who must manage both domestic reproduction and economic production.","ai_generated":true,"unit":"napglob-000400#insight-4","date_modified":"2026-10-23"},{"text":"Institutional gaps hinder gender-responsive climate action, notably the lack of a dedicated gender commission within the National Committee on Climate Change (COMNACC) and the fact that Gender and Equity Cells (CGE) are not systematically included in sector-specific NAP committees.","ai_generated":true,"unit":"napglob-000400#insight-5","date_modified":"2026-10-23"},{"text":"While Senegal has a National Strategy for Equity and Gender Equality (SNEEG2) and a Gender Strategy for Environment and Sustainable Development (SGEDD), the SNEEG2 is noted for its failure to integrate climate change in most of its strategy beyond the first chapter.","ai_generated":true,"unit":"napglob-000400#insight-6","date_modified":"2026-10-23"},{"text":"The 2020 Nationally Determined Contribution (NDC) mentions gender as a priority, but the report finds that gender issues do not appear explicitly in the specific adaptation objectives or the listed sector-specific adaptation options.","ai_generated":true,"unit":"napglob-000400#insight-7","date_modified":"2026-10-23"},{"text":"Climate finance is predominantly allocated to large-scale, technologically advanced projects controlled by men, leaving women's local initiatives with little visibility and funding.","ai_generated":true,"unit":"napglob-000400#insight-8","date_modified":"2026-10-23"}],"climate_tags":["national adaptation plan","gender equality","climate finance","Nationally Determined Contributions","Sustainable land management","Climate-smart agriculture","water management","coastal management","biodiversity conservation","disaster risk reduction"],"geography_discussed":["Dakar","Saint-Louis","Matam","Kedougou Region","Kaffrine","Ziguinchor Region","Diourbel Region","Louga","Kolda","Ferlo Desert"],"frame_perspective":[],"analysis_type":["policy analysis","gender analysis","institutional assessment"]},{"id":"gclifun-004944","url":"https://climateinsightsdirectory.org/document/gclifun-004944","title":"Sustainable and climate-resilient management of the rice sector in Suriname","publisher":{"name":"Green Climate Fund","organization":"green-climate-fund"},"document_type":"report","language":"en","date_published":"2023-12-09","source_url":"https://www.greenclimate.fund/sites/default/files/document/30350-sustainable-and-climate-resilient-management-rice-sector-suriname.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The project aims to transform Suriname's rice sector in the Nickerie district into a sustainable and climate-resilient system. It focuses on three main outcomes: improving water management and governance through the strengthening of Water Boards and the implementation of early warning systems; enhancing farming resilience via climate-smart seeds and cultivation practices; and reducing greenhouse gas emissions through a new Monitoring, Reporting, and Verification (MRV) system. The initiative specifically targets the inclusion of women in a traditionally male-dominated sector and proposes a revolving fund to overcome financial barriers for smallholder farmers. With a requested GCF grant of USD 19.6 million, the project expects to benefit 35,600 direct beneficiaries and reduce emissions by 184,400 tCO2eq over its lifespan.","ai_generated":true,"unit":"gclifun-004944#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Nickerie district is highly vulnerable to climate change, facing risks from sea level rise, saltwater intrusion, and extreme temperatures. Projections indicate a significant increase in 'very hot days' (above 35°C), which can hinder pollination and reduce grain weight and quality.","ai_generated":true,"unit":"gclifun-004944#insight-1","date_modified":"2026-10-23"},{"text":"Rice cultivation is a primary source of agricultural emissions in Suriname, with nearly 50% of estimated cropland emissions stemming from rice paddy flooding due to methane release.","ai_generated":true,"unit":"gclifun-004944#insight-2","date_modified":"2026-10-23"},{"text":"Water governance in Nickerie is currently inefficient, characterized by poor land leveling and the use of high water-demanding techniques. The project seeks to revitalize the role of Water Boards to improve distribution and monitoring.","ai_generated":true,"unit":"gclifun-004944#insight-3","date_modified":"2026-10-23"},{"text":"There is a severe gender imbalance in the rice sector; while women are involved in processing and administration, 100% of the land dedicated to rice cultivation is owned by men, and women's participation in Water Boards is currently zero.","ai_generated":true,"unit":"gclifun-004944#insight-4","date_modified":"2026-10-23"},{"text":"The project proposes specific mitigation techniques to reduce emissions, including the 'alternate wetting and drying' (AWD) method and the adoption of shorter-cycle rice varieties (100 days instead of 120 days).","ai_generated":true,"unit":"gclifun-004944#insight-5","date_modified":"2026-10-23"},{"text":"Smallholder farmers face significant financial barriers, with less than 15% owning a bank account and many relying on informal credit, necessitating the creation of a revolving fund for climate-resilient equipment.","ai_generated":true,"unit":"gclifun-004944#insight-6","date_modified":"2026-10-23"},{"text":"The project aims to establish a Monitoring, Reporting, and Verification (MRV) system to track GHG emissions and enable the rice sector to access global carbon markets.","ai_generated":true,"unit":"gclifun-004944#insight-7","date_modified":"2026-10-23"},{"text":"The total indicative cost of the project is USD 21.6 million, with USD 19.6 million requested as a grant from the Green Climate Fund and USD 2 million in co-financing.","ai_generated":true,"unit":"gclifun-004944#insight-8","date_modified":"2026-10-23"}],"climate_tags":["Climate-smart agriculture","water management","sea level rise","methane emissions","greenhouse gas emissions","early warning system","climate finance","measurement, reporting, and verification","carbon emission trading","gender equality","food security"],"geography_discussed":["Saramacca District","Coronie District","Guyana"],"frame_perspective":[],"analysis_type":["project proposal","climate risk assessment","gender analysis"]},{"id":"napglob-000283","url":"https://climateinsightsdirectory.org/document/napglob-000283","title":"Toward a Gender-Responsive National Adaptation Plan Process in Haiti","publisher":{"name":"NAP Global Network","organization":"nap-global-network"},"document_type":"executive summary","language":"en","date_published":"2023-11","source_url":"https://napglobalnetwork.org/wp-content/uploads/2023/12/napgn-en-2023-toward-a-gender-responsive-nap-process-haiti.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The document outlines the gender-based vulnerabilities in Haiti's climate-sensitive sectors—agriculture, health, infrastructure, and water—and assesses the legal and institutional frameworks for gender mainstreaming. It highlights significant disparities in land ownership, credit access, and decision-making power between men and women. To address these, the report proposes a gender mainstreaming strategy focusing on awareness, capacity building, inclusive institutional arrangements, and gender-sensitive budgeting, while recommending the integration of gender experts into the National Climate Change Committee (NCCC) and municipal planning processes.","ai_generated":true,"unit":"napglob-000283#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Women and girls in Haiti face significant inequalities in access to and control of critical resources. In rural areas, only 8% of women own land compared to 20% of men, and in urban areas, ownership is 6% for women versus 12% for men. Men control 77.3% of the total livestock population, while women control 22.3%. Furthermore, women represent only 26.2% of credit applicants for agriculture.","ai_generated":true,"unit":"napglob-000283#insight-1","date_modified":"2026-10-23"},{"text":"Gender disparities exist in education, labor, and decision-making power. Adult men are significantly more likely to have completed secondary and tertiary education than women. In terms of labor, 53% of women's time is devoted to household chores, and climate change increases their burden by forcing them to travel longer distances for drinking water. In the public sector, women make up 28.6% of civil servants and occupy only 35% of managerial positions.","ai_generated":true,"unit":"napglob-000283#insight-2","date_modified":"2026-10-23"},{"text":"Haiti possesses a legal framework for gender equality, including a Constitution that imposes a 30% quota for female representation in the public sphere and a gender equality policy (2014–2034) managed by the Ministry on the Status and Rights of Women (MCFDF). However, the Ministerial Gender Units (MGUs) struggle to influence climate change adaptation due to limited cooperation with the Ministry of the Environment (MoE) and a lack of specific climate change knowledge.","ai_generated":true,"unit":"napglob-000283#insight-3","date_modified":"2026-10-23"},{"text":"The NAP gender mainstreaming strategy identifies four key areas for action: awareness raising and communication, capacity strengthening for stakeholders, the establishment of equitable and inclusive institutional arrangements, and gender-sensitive budgeting.","ai_generated":true,"unit":"napglob-000283#insight-4","date_modified":"2026-10-23"},{"text":"To accelerate gender mainstreaming, the report recommends including gender experts and representatives from the MCFDF in the National Climate Change Committee (NCCC) and expanding the 'femmes-négos' platform into a multistakeholder technical committee. It also suggests formalizing the roles of gender focal points within the MoE and sectoral ministries through clear terms of reference.","ai_generated":true,"unit":"napglob-000283#insight-5","date_modified":"2026-10-23"},{"text":"The report emphasizes the need to integrate gender equality into municipal climate change adaptation plans and the overall NAP monitoring and reporting system. This includes using gender-sensitive vulnerability analyses for municipal plans and employing gender experts to ensure the collection of sex-disaggregated data and the evaluation of gender-differentiated impacts.","ai_generated":true,"unit":"napglob-000283#insight-6","date_modified":"2026-10-23"}],"climate_tags":["national adaptation plan","gender mainstreaming","climate change adaptation","gender equality","climate finance","agriculture","water security","infrastructure","vulnerability assessment"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["gender analysis","policy review","institutional assessment"]},{"id":"napglob-000390","url":"https://climateinsightsdirectory.org/document/napglob-000390","title":"Vers un processus de plan national d’adaptation qui répond aux questions de genre en Haïti","publisher":{"name":"NAP Global Network","organization":"nap-global-network"},"document_type":"executive summary","language":"fr","date_published":"2023-11","source_url":"https://napglobalnetwork.org/wp-content/uploads/2023/12/napgn-fr-2023-haiti-gender-analysis.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The report identifies systemic gender inequalities in Haiti—particularly regarding land ownership, credit access, and decision-making power—that increase the vulnerability of women and girls to climate change. It assesses the legal and institutional framework, noting that while gender units exist in ministries, they lack sufficient climate change expertise and coordination with the Ministry of Environment. The document proposes a four-axis strategy focusing on awareness, capacity building, institutional strengthening, and gender-responsive budgeting to ensure that climate adaptation benefits are equitably distributed.","ai_generated":true,"unit":"napglob-000390#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Women and girls in Haiti face significant disparities in resource control that hinder their climate adaptation capacities, including lower rates of land ownership (8% of women in rural areas vs 20% of men) and limited access to agricultural credit, where women represent only 26.2% of applicants.","ai_generated":true,"unit":"napglob-000390#insight-1","date_modified":"2026-10-23"},{"text":"Climate change increases the domestic burden on women, specifically by exacerbating the unequal distribution of drinking water and forcing women to travel further to supply households.","ai_generated":true,"unit":"napglob-000390#insight-2","date_modified":"2026-10-23"},{"text":"Gender inequality persists in governance and decision-making, with women occupying only 35% of leadership positions and 28.6% of total public service roles in Haiti.","ai_generated":true,"unit":"napglob-000390#insight-3","date_modified":"2026-10-23"},{"text":"Although the Ministry of Women's Affairs and Women's Rights (MCFDF) has established Gender Units in sectoral ministries (UGM), these units generally lack the specific knowledge required for climate change adaptation and suffer from limited collaboration with the Ministry of Environment (MDE).","ai_generated":true,"unit":"napglob-000390#insight-4","date_modified":"2026-10-23"},{"text":"Haiti's legal framework for climate change is primarily based on international treaties, such as the UNFCCC, the Kyoto Protocol, and the Paris Agreement, as the country lacks specific domestic laws on climate change.","ai_generated":true,"unit":"napglob-000390#insight-5","date_modified":"2026-10-23"},{"text":"The proposed gender integration strategy for the NAP is organized around four priority axes: awareness and communication, capacity building for stakeholders, institutional strengthening (including the National Committee on Climate Change), and gender-responsive budgeting.","ai_generated":true,"unit":"napglob-000390#insight-6","date_modified":"2026-10-23"},{"text":"To ensure equitable adaptation, the report recommends integrating gender experts into the development of the NAP's monitoring, evaluation, and learning system to collect sex-disaggregated data and identify gender equality indicators.","ai_generated":true,"unit":"napglob-000390#insight-7","date_modified":"2026-10-23"}],"climate_tags":["national adaptation plan","gender equality","climate change vulnerability","climate finance","agriculture","water resource","public health","infrastructure","capacity building"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["gender analysis","policy review"]},{"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"]}]}