{"query_echo":{"q":"","filters":{"organization":["Climate and Development Knowledge Network"]},"warnings":[]},"total":{"value":1008,"relation":"eq"},"page":5,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?organization=climate-and-development-knowledge-network&page=5","next":"https://climateinsightsdirectory.org/api/v1/search?organization=climate-and-development-knowledge-network&page=6","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":"cdkn-000279","url":"https://climateinsightsdirectory.org/document/cdkn-000279","title":"Inside Story: Fostering peri-urban resilience: Gender-responsive approaches in northern India","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"case study","language":"en","date_published":"2020-09-22","source_url":"https://cdkn.org/resource/inside-story-fostering-peri-urban-resilience-gender-responsive-approaches-in-northern-india","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The document examines the challenges of implementing climate-resilient development in the peri-urban areas of Uttar Pradesh, India, where rapid urbanisation and climate change are impacting small-scale farmers. It argues that current urban policies, such as the Smart Cities Mission, treat populations as homogeneous and fail to address the specific vulnerabilities of women and low-income groups. The text identifies structural governance failures, a lack of gender-disaggregated data, and the siloed management of urban and rural areas as key barriers. To foster resilience, it recommends targeted interventions for women, the strengthening of community institutions to overcome governance constraints, and the sensitisation of urban local bodies to gender issues.","ai_generated":true,"unit":"cdkn-000279#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Rapid urbanisation in Uttar Pradesh is eroding kinship networks, which reduces the capacity of families and communities to manage shocks from extreme weather events.","ai_generated":true,"unit":"cdkn-000279#insight-1","date_modified":"2026-10-23"},{"text":"Major Indian urban policies, including the Smart Cities Mission and the Atal Mission for Rejuvenation and Urban Transformation (AMRUT), fail to account for differences in class, age, gender, and spatial location, which influence vulnerability to climate hazards.","ai_generated":true,"unit":"cdkn-000279#insight-2","date_modified":"2026-10-23"},{"text":"Several structural and governance barriers hinder inclusive climate-compatible development, including a lack of gender sensitisation in urban local bodies, poor coordination between state departments and civil society, and gender-blind selection processes for civil servants and representatives.","ai_generated":true,"unit":"cdkn-000279#insight-3","date_modified":"2026-10-23"},{"text":"Governance of urban, peri-urban, and rural areas is conducted in silos despite these areas existing on a continuum, and the gendered nature of ecosystem management and resource-dependent livelihoods is largely ignored in policy-making.","ai_generated":true,"unit":"cdkn-000279#insight-4","date_modified":"2026-10-23"},{"text":"Effective climate-resilient development requires interventions attuned to the specific needs of low-income communities and women, the use of gender-disaggregated tracking, and the support of community institutions to ensure women's equal participation in decision-making.","ai_generated":true,"unit":"cdkn-000279#insight-5","date_modified":"2026-10-23"}],"climate_tags":["climate resilience","urbanization","sustainable development"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["case study"]},{"id":"cdkn-000422","url":"https://climateinsightsdirectory.org/document/cdkn-000422","title":"Climate-smart agriculture takes off, thanks to ‘women-friendly’ tools and a gender-smart approach","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"case study","language":"en","date_published":"2020-09","source_url":"https://cdkn.org/sites/default/files/files/CDKN-Essentials_Nepal-Final.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document highlights how a gender-responsive approach and the introduction of 'women-friendly' tools accelerated the adoption of climate-smart agriculture in Nepal's Gandaki province. It identifies key barriers to implementation, such as government staff's lack of technical knowledge and male bias in technology design, and outlines strategies to overcome them, including 'travelling seminars' for political leaders and site-specific agricultural plans.","ai_generated":true,"unit":"cdkn-000422#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Climate change and unsustainable farming practices, such as the over-application of chemicals, threaten the livelihoods of two-thirds of Nepalis working in agriculture across three agro-ecological regions: the high hill, mid hill, and Terai. These regions face diverse hazards including drought, landslides, hailstorms, floods, and heat waves, which erode top soils and impact food security.","ai_generated":true,"unit":"cdkn-000422#insight-1","date_modified":"2026-10-23"},{"text":"Women farmers in Nepal are disproportionately affected by climate hazards due to structural power inequalities and limited access to resources, a situation exacerbated by the exodus of men for overseas employment.","ai_generated":true,"unit":"cdkn-000422#insight-2","date_modified":"2026-10-23"},{"text":"The adoption of climate-smart agriculture was accelerated by introducing 'women-friendly' tools—specifically the jab planter, millet thresher, and hand-held corn sheller—which reduced physical drudgery and were better suited to women's use than labour-intensive conventional methods.","ai_generated":true,"unit":"cdkn-000422#insight-3","date_modified":"2026-10-23"},{"text":"Successful implementation of the Chief Minister’s Environment Friendly Model Agriculture Village Programme (CMEFMAVP) required overcoming several hurdles through targeted interventions: training government staff to address technical knowledge gaps, using 'travelling seminars' to engage political leaders, and developing site-specific plans integrated into local agricultural strategies.","ai_generated":true,"unit":"cdkn-000422#insight-4","date_modified":"2026-10-23"}],"climate_tags":["Climate-smart agriculture","climate resilience","food security","agricultural productivity"],"geography_discussed":["Terai","Dhanusha District"],"frame_perspective":[],"analysis_type":["case study"]},{"id":"cdkn-000424","url":"https://climateinsightsdirectory.org/document/cdkn-000424","title":"Fostering peri-urban resilience: Gender-responsive approaches in northern India","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"case study","language":"en","date_published":"2020-09","source_url":"https://cdkn.org/sites/default/files/files/CDKN-gender-smart-climate-smart-peri-urban-development-FINAL.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document examines the vulnerability of agriculture-based livelihoods to climate hazards in peri-urban Gorakhpur and argues that climate-resilient development requires gender-responsive strategies. It identifies structural governance gaps, such as the lack of gender sensitisation in urban local bodies and the siloed management of urban, peri-urban, and rural areas, as barriers to inclusive resilience. The report advocates for a two-pronged strategy: sensitising policy-makers and planners while engaging diverse social groups, particularly women, through participatory methods and community-based institutions to ensure their needs and priorities are addressed in climate-compatible development.","ai_generated":true,"unit":"cdkn-000424#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Agriculture-based livelihoods in the peri-urban areas of Gorakhpur city are highly vulnerable to climate hazards, with farmers facing longer summers, harsher winters, and less predictable rains.","ai_generated":true,"unit":"cdkn-000424#insight-1","date_modified":"2026-10-23"},{"text":"Current Indian urban policies, including the Smart Cities Mission and the Atal Mission for Rejuvenation and Urban Transformation (AMRUT), treat urban populations as a homogeneous group, failing to account for differences in class, age, gender, and spatial location that affect vulnerability to climate hazards.","ai_generated":true,"unit":"cdkn-000424#insight-2","date_modified":"2026-10-23"},{"text":"Structural governance challenges in India hinder women's participation in climate-resilient development, including a lack of gender sensitisation in urban local bodies and gender-blind selection processes for civil servants and representatives.","ai_generated":true,"unit":"cdkn-000424#insight-3","date_modified":"2026-10-23"},{"text":"The governance of urban, peri-urban, and rural areas is conducted in silos despite these areas existing on a continuum, which leads to unrestricted construction that increases the urban heat island effect and run-off.","ai_generated":true,"unit":"cdkn-000424#insight-4","date_modified":"2026-10-23"},{"text":"Women's roles as stewards of natural resources are often overlooked in policy-making and development practice, despite the fact that livelihoods dependent on environmental resources are largely women's work.","ai_generated":true,"unit":"cdkn-000424#insight-5","date_modified":"2026-10-23"},{"text":"The Gorakhpur Environmental Action Group (GEAG) has successfully used adapted Participatory Urban Appraisals and community-based institutions to amplify women's voices and ensure their priorities are integrated into climate-compatible development.","ai_generated":true,"unit":"cdkn-000424#insight-6","date_modified":"2026-10-23"}],"climate_tags":["climate resilience","agriculture","urban heat island","natural resource management","urban planning","gender equality"],"geography_discussed":["New Delhi","Bihar"],"frame_perspective":[],"analysis_type":["case study"]},{"id":"cdkn-000653","url":"https://climateinsightsdirectory.org/document/cdkn-000653","title":"Scoping report ETHIOPIA’S RESPONSE TO CLIMATE CHANGE AND GENDER","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"report","language":"en","date_published":"2020-06","source_url":"https://cdkn.org/sites/default/files/files/Jun-20-Scoping-Report-Ethiopias-Response-to-Climate-Change-and-Gender-Final-1-2.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The scoping report identifies a general consensus on the importance of gender-responsive climate action in Ethiopia but highlights significant gaps in institutionalization, accountability, and technical expertise. While the Climate-Resilient Green Economy (CRGE) Strategy and National Adaptation Plan (NAP) have undergone gender analyses, the report finds that attitudinal barriers and a lack of coordination between gender directorates and climate coordination offices hinder implementation. It specifically notes that sectors like transport and urban planning are overlooked compared to agriculture, and recommends the establishment of a Standing Committee and a Gender Readiness Fund to bridge these gaps.","ai_generated":true,"unit":"cdkn-000653#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"There is a general agreement among stakeholders that gender-responsive policies are essential for the Climate-Resilient Green Economy (CRGE) and National Adaptation Plan (NAP), and both the EFCCC and the MoF's CRGE Facility have commissioned gender analyses for these frameworks.","ai_generated":true,"unit":"cdkn-000653#insight-1","date_modified":"2026-10-23"},{"text":"The institutionalization of gender integration is severely lacking, which negatively impacts planning, implementation, accountability, and decision-making processes regarding climate change.","ai_generated":true,"unit":"cdkn-000653#insight-2","date_modified":"2026-10-23"},{"text":"Within the EFCCC, the CRGE and NAP Coordination Office faces barriers including attitudinal resistance, a lack of dedicated gender experts, and an irregular, informal relationship with the Gender Directorate.","ai_generated":true,"unit":"cdkn-000653#insight-3","date_modified":"2026-10-23"},{"text":"Gender mainstreaming efforts in climate change are unevenly distributed across sectors; the Ministry of Agriculture and Ministry of Water, Irrigation and Energy show more progress than the Ministries of Transport, Trade and Industry, and Urban Development and Housing.","ai_generated":true,"unit":"cdkn-000653#insight-4","date_modified":"2026-10-23"},{"text":"The Ministry of Finance's Gender Directorate possesses strong tools for gender-responsive budgeting and monitoring but lacks technical expertise in climate change, leading to a gap where it was unaware of the NAP gender analysis.","ai_generated":true,"unit":"cdkn-000653#insight-5","date_modified":"2026-10-23"},{"text":"The CRGE Facility lacks internal gender mainstreaming or budgeting guidelines, although it has developed a framework in collaboration with the Global Green Growth Institute (GGGI) that proposes a Gender Readiness Fund to support sector-specific analysis.","ai_generated":true,"unit":"cdkn-000653#insight-6","date_modified":"2026-10-23"},{"text":"The report identifies a lack of awareness regarding international and continental gender-climate frameworks and a failure to maximize the use of existing tools for integrating gender into governance.","ai_generated":true,"unit":"cdkn-000653#insight-7","date_modified":"2026-10-23"}],"climate_tags":["gender mainstreaming","national adaptation plan","climate finance","urban planning","transport industry"],"geography_discussed":["Addis Ababa"],"frame_perspective":[],"analysis_type":["scoping report","institutional assessment"]},{"id":"cdkn-000714","url":"https://climateinsightsdirectory.org/document/cdkn-000714","title":"Ecosystem-based disaster risk reduction: District-level collaboration for flood mitigation in Accra, Ghana","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"policy brief","language":"en","date_published":"2020-06","source_url":"https://cdkn.org/sites/default/files/files/PB-Flood-mitigation-Accra-Ghana-Web-1.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document examines the causes of annual flooding in Accra, Ghana, and advocates for the integration of nature-based solutions, specifically ecosystem-based adaptation (EbA), alongside traditional infrastructure. It highlights the need for coordinated management across municipal and district assemblies to address shared waterways and drainage systems.","ai_generated":true,"unit":"cdkn-000714#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Accra has experienced at least one major flood disaster annually for the past 10 years, driven by a combination of climate change, population growth, urbanisation, and rural-to-urban migration.","ai_generated":true,"unit":"cdkn-000714#insight-1","date_modified":"2026-10-23"},{"text":"Flooding in Accra is exacerbated by poor drainage infrastructure, blockages from plastic waste and rubbish, urban sprawl leading to unplanned communities, construction in wetland areas, and the use of impermeable hard surfaces.","ai_generated":true,"unit":"cdkn-000714#insight-2","date_modified":"2026-10-23"},{"text":"Ecosystem-based adaptation (EbA) is proposed as a cost-effective nature-based solution for flood attenuation. Examples include restoring wetland habitats and planting vertiver grass to control erosion and slow runoff.","ai_generated":true,"unit":"cdkn-000714#insight-3","date_modified":"2026-10-23"},{"text":"There is a critical lack of coordination and communication between neighbouring municipal and district assemblies, which leads to inefficient flood prevention efforts, such as de-silting gutters without informing upstream or downstream districts.","ai_generated":true,"unit":"cdkn-000714#insight-4","date_modified":"2026-10-23"}],"climate_tags":["ecosystem-based adaptation","nature-based solutions","Flood mitigation","urbanization","climate change","disaster risk reduction"],"geography_discussed":["Philippines"],"frame_perspective":[],"analysis_type":["policy analysis","case study"]},{"id":"cdkn-000935","url":"https://climateinsightsdirectory.org/document/cdkn-000935","title":"Green Climate Fund Proposal Toolkit 2020","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"guide","language":"en","date_published":"2020-06","source_url":"https://cdkn.org/sites/default/files/files/GCF-Funding-Proposal-Toolkit-2020.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Green Climate Fund (GCF) Proposal Toolkit 2020 serves as a technical manual for entities seeking climate finance for developing countries. It outlines the essential roles of National Designated Authorities (NDAs), Accredited Entities (AEs), and Executing Entities (EEs), and provides a ten-step methodology for proposal development. Key design requirements include a strong climate rationale, a Theory of Change, and a logical framework aligned with GCF's investment criteria. The guide emphasizes the integration of environmental and social safeguards, gender action plans, and indigenous peoples' policies. It also details the financial instruments available—grants, concessional loans, equity, and guarantees—and explains the approval pathways, including the Simplified Approval Process (SAP) for smaller, low-risk projects.","ai_generated":true,"unit":"cdkn-000935#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The GCF aims for a 50:50 balance between mitigation and adaptation allocations in its portfolio, with at least 50% of adaptation funding directed toward particularly vulnerable countries, including Least Developed Countries (LDCs), Small Island Developing States (SIDS), and African States.","ai_generated":true,"unit":"cdkn-000935#insight-1","date_modified":"2026-10-23"},{"text":"Project proposals must be underpinned by a strong climate rationale, which requires a causal link between climate change and the problem being addressed, grounded in the best available climate data and science.","ai_generated":true,"unit":"cdkn-000935#insight-2","date_modified":"2026-10-23"},{"text":"The GCF utilizes six primary investment criteria to evaluate proposals: impact potential, paradigm shift potential, sustainable development potential, needs of the recipient, country ownership, and efficiency and effectiveness.","ai_generated":true,"unit":"cdkn-000935#insight-3","date_modified":"2026-10-23"},{"text":"A 'paradigm shift' is defined as the degree to which a project can catalyze impact beyond a one-off investment, focusing on factors such as innovation, scalability, replicability, and the strengthening of regulatory frameworks.","ai_generated":true,"unit":"cdkn-000935#insight-4","date_modified":"2026-10-23"},{"text":"All funding proposals must include a project-level Gender Action Plan (GAP) and a gender assessment to ensure the project is gender-responsive and promotes gender equality.","ai_generated":true,"unit":"cdkn-000935#insight-5","date_modified":"2026-10-23"},{"text":"The GCF's Environmental and Social Safeguards (ESS) are based on the International Finance Corporation's (IFC) eight Performance Standards, which cover areas such as labor conditions, biodiversity, and indigenous peoples.","ai_generated":true,"unit":"cdkn-000935#insight-6","date_modified":"2026-10-23"},{"text":"The GCF provides four types of financial instruments: grants (both reimbursable and non-reimbursable), concessional loans (senior and subordinate), equity, and guarantees.","ai_generated":true,"unit":"cdkn-000935#insight-7","date_modified":"2026-10-23"},{"text":"The Simplified Approval Process (SAP) is designed for projects that are ready for scaling-up, have a low environmental and social risk (Category C), and require a GCF contribution of less than USD 10 million.","ai_generated":true,"unit":"cdkn-000935#insight-8","date_modified":"2026-10-23"},{"text":"The Project Preparation Facility (PPF) provides grants, capped at 10% of total funding requested or a maximum of USD 1.5 million, to help Accredited Entities turn concept notes into full proposals.","ai_generated":true,"unit":"cdkn-000935#insight-9","date_modified":"2026-10-23"},{"text":"A mandatory requirement for all funding proposals is a 'no-objection letter' signed by the country's National Designated Authority (NDA), ensuring alignment with national priorities.","ai_generated":true,"unit":"cdkn-000935#insight-10","date_modified":"2026-10-23"}],"climate_tags":["climate finance","climate change adaptation","climate change mitigation","Green Climate Fund","gender equality","Environmental and Social Safeguards","indigenous people","equity"],"geography_discussed":["Africa","Western Indian Ocean"],"frame_perspective":[],"analysis_type":["guide","methodology"]},{"id":"cdkn-000048","url":"https://climateinsightsdirectory.org/document/cdkn-000048","title":"Groundbreaking climate-smart agricultural model empowers rural women in Maharashtra","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"case study","language":"en","date_published":"2020-05-25","source_url":"https://cdkn.org/resource/groundbreaking-climate-smart-agricultural-model-empowers-rural-women-in-maharashtra","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The case study describes a climate-smart agricultural model launched in 2014 by Swayam Shikshan Prayog (SSP) to support women farmers in the drought-prone Marathwada region of Maharashtra. By promoting sustainable farming, diversifying livelihoods, and improving water management, the model has reduced farming costs and improved soil fertility and food security. The initiative has scaled to reach over 60,000 women farmers across 810 villages in six districts.","ai_generated":true,"unit":"cdkn-000048#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Swayam Shikshan Prayog (SSP) implemented a women-led climate-smart agriculture model starting in 2014 that focuses on sustainable-farming techniques, water management, livelihood diversification through agriculture-allied businesses, and the marketing of nutritious local foods. This approach has resulted in lower farming costs and improvements in soil fertility and household food security.","ai_generated":true,"unit":"cdkn-000048#insight-1","date_modified":"2026-10-23"},{"text":"The model has achieved significant scale in Maharashtra, now supporting more than 60,000 women farmers across 810 villages located in six drought-prone districts.","ai_generated":true,"unit":"cdkn-000048#insight-2","date_modified":"2026-10-23"},{"text":"The project enhances the resilience of families to climate change by strengthening the capacity of women farmers through training in resilience practices, loans, and knowledge exchange, while utilizing a multi-pronged approach that considers social, cultural, and financial factors.","ai_generated":true,"unit":"cdkn-000048#insight-3","date_modified":"2026-10-23"}],"climate_tags":["Climate-smart agriculture","sustainable agriculture","water management","food security","gender equality","climate resilience"],"geography_discussed":["India"],"frame_perspective":[],"analysis_type":["case study"]},{"id":"cdkn-000242","url":"https://climateinsightsdirectory.org/document/cdkn-000242","title":"Ahmedabad issues municipal bonds to implement green projects","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"case study","language":"en","date_published":"2020-05-25","source_url":"https://cdkn.org/resource/ahmedabad-issues-municipal-bonds-to-implement-green-projects","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"In January 2019, Ahmedabad raised approximately $26.2 million through municipal bonds to fund green projects, including waste management, water supply, and the cleaning of the Sabarmati River. The case study highlights that green municipal bonds are effective for climate-resilient infrastructure due to their long tenors (10-20 years) and suitability for large-scale projects. Success factors for such issuances include a city's strong financial risk profile, good credit ratings, operational performance, and governance. Additionally, the document notes the role of the Indian government's Atal Mission for Rejuvenation and Urban Transformation and the Securities and Exchange Board of India (SEBI) in incentivising market-based financing and easing issuance rules to allow foreign portfolio investment.","ai_generated":true,"unit":"cdkn-000242#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Ahmedabad raised approximately $26.2 million in January 2019 via municipal bonds to fund 'green projects' such as water supply, waste management, and the cleaning of the Sabarmati River.","ai_generated":true,"unit":"cdkn-000242#insight-1","date_modified":"2026-10-23"}],"climate_tags":["waste management","water-supply management","climate finance"],"geography_discussed":["India","Gujarat"],"frame_perspective":[],"analysis_type":["case study"]},{"id":"cdkn-000350","url":"https://climateinsightsdirectory.org/document/cdkn-000350","title":"Ahmedabad issues municipal bonds to implement green projects","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"case study","language":"en","date_published":"2020-05","source_url":"https://cdkn.org/sites/default/files/files/Ahmedabad-Green-Municipal-Bond-Case-Study-2.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Ahmedabad Municipal Corporation (AMC) successfully raised 200 crore Indian rupees (INR) through municipal bonds in January 2019 to fund green projects, including waste management, water supply, and the cleaning of the Sabarmati River. The bonds were oversubscribed 5.42 times, receiving INR 1,085 crore in subscriptions from 19 institutions. This success is attributed to AMC's AA+ credit rating from CRISIL and India Ratings, reflecting strong financial health and operational efficiency. The document highlights the role of the Atal Mission for Rejuvenation and Urban Transformation (AMRUT) and the Securities and Exchange Board of India (SEBI) in incentivising and easing the rules for municipal bond issuance to support climate-resilient infrastructure.","ai_generated":true,"unit":"cdkn-000350#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Ahmedabad's issuance of municipal bonds demonstrates that these instruments can effectively fund climate-resilient urban development, particularly for large-scale projects requiring long tenors of 10-20 years.","ai_generated":true,"unit":"cdkn-000350#insight-1","date_modified":"2026-10-23"},{"text":"A high credit rating is essential for attracting investors; the Ahmedabad Municipal Corporation's bonds were oversubscribed 5.42 times after receiving an AA+ rating from CRISIL and India Ratings for the 2018-2019 financial year.","ai_generated":true,"unit":"cdkn-000350#insight-2","date_modified":"2026-10-23"},{"text":"The Indian government and regulatory bodies have actively incentivised the municipal bond market. The Atal Mission for Rejuvenation and Urban Transformation (AMRUT) encourages local governments to use capital markets, while the Securities and Exchange Board of India (SEBI) has eased issuance rules and permitted foreign portfolio investors to invest.","ai_generated":true,"unit":"cdkn-000350#insight-3","date_modified":"2026-10-23"}],"climate_tags":["sustainable finance","waste management","water-supply management","urban development","sustainable development"],"geography_discussed":["Gujarat"],"frame_perspective":[],"analysis_type":["case study"]},{"id":"cdkn-000352","url":"https://climateinsightsdirectory.org/document/cdkn-000352","title":"Scaling-up solar PV in water supply services in Rajkot, India","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"case study","language":"en","date_published":"2020-05","source_url":"https://cdkn.org/sites/default/files/files/Aji-Solar-Case-Study-2.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Rajkot Municipal Corporation, with support from the CapaCITIES project, installed a 145 kWp grid-connected solar PV system at the Aji water treatment plant. The installation, costing INR 8.5 million, was co-financed by the municipality and CapaCITIES. Between July 2018 and August 2019, the system generated 224,150 kWp of electricity and mitigated 184 tonnes of carbon dioxide emissions, providing nearly one-fifth of the plant's power needs. The project used online software for real-time monitoring of power generation and monetary savings, which helped build a business case for scaling the solution. Following this success, the municipality proposed a 250 kWp system at the Rajyadhar wastewater treatment plant and commissioned a feasibility study for other plants in the city.","ai_generated":true,"unit":"cdkn-000352#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The solar PV installation at the Aji water treatment plant provides nearly 20% of the facility's power and has significantly reduced carbon emissions, mitigating 184 tonnes of carbon dioxide between July 2018 and August 2019.","ai_generated":true,"unit":"cdkn-000352#insight-1","date_modified":"2026-10-23"},{"text":"The use of online software for real-time monitoring of power generation and monetary savings was critical in establishing a 'business case' that encouraged the Rajkot Municipal Corporation to replicate the solar solution in other locations.","ai_generated":true,"unit":"cdkn-000352#insight-2","date_modified":"2026-10-23"},{"text":"A co-financing model between the Rajkot municipality and the CapaCITIES project increased municipal ownership and accountability, which the document identifies as a factor in ensuring proper operation, maintenance, and long-term sustainability.","ai_generated":true,"unit":"cdkn-000352#insight-3","date_modified":"2026-10-23"},{"text":"Water supply is the most energy-intensive municipal service in Rajkot, representing 61% of total municipal electricity consumption in 2015-2016, making it a high-potential area for greenhouse gas emission reductions.","ai_generated":true,"unit":"cdkn-000352#insight-4","date_modified":"2026-10-23"}],"climate_tags":["photovoltaics","greenhouse gas emissions","renewable energy","climate change mitigation"],"geography_discussed":["Gujarat"],"frame_perspective":[],"analysis_type":["case study"]},{"id":"cdkn-000370","url":"https://climateinsightsdirectory.org/document/cdkn-000370","title":"Bangladesh Bank’s fund for a green garment sector","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"case study","language":"en","date_published":"2020-05","source_url":"https://cdkn.org/sites/default/files/files/Bangladesh-Bank-Case-Study-2.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document examines the Green Transformation Fund (GTF), a $200 million initiative by Bangladesh Bank to reduce the environmental footprint of Bangladesh's garment and manufacturing industries by providing loans for green capital machinery.","ai_generated":true,"unit":"cdkn-000370#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The ready-made garment sector is a critical economic driver for Bangladesh, contributing 12.26 percent to the national gross domestic product from 2017-2018, but it is also highly polluting. In 2015, 50 garment and textile industries in Dhaka alone emitted 58,177 tonnes of carbon dioxide, and the industry is estimated to use 1,500 million cubic meters of water, primarily groundwater.","ai_generated":true,"unit":"cdkn-000370#insight-1","date_modified":"2026-10-23"},{"text":"Launched in 2016, the $200 million Green Transformation Fund (GTF) provides US dollar loans with terms of five to ten years and a one-year grace period to help export-oriented and leather manufacturing industries purchase environment-friendly capital machinery. Eligible uses include renewable energy, energy efficiency, waste management, and water-use efficiency.","ai_generated":true,"unit":"cdkn-000370#insight-2","date_modified":"2026-10-23"},{"text":"As of 2018, the GTF had provided $130,000 to two ready-made garment industries, Goodrich Sweater Ltd and Skyline Apparels, via South East Bank, with an additional $1.35 million in projects in the pipeline.","ai_generated":true,"unit":"cdkn-000370#insight-3","date_modified":"2026-10-23"},{"text":"The GTF faces implementation hurdles, specifically a lengthy project approval process and a narrow focus on capital machinery. Private sector entrepreneurs prefer a composite fund that covers a broader range of sustainability measures rather than just machinery imports.","ai_generated":true,"unit":"cdkn-000370#insight-4","date_modified":"2026-10-23"}],"climate_tags":["sustainable finance","carbon footprint","water management","renewable energy","energy efficiency","waste management"],"geography_discussed":["Dhaka"],"frame_perspective":[],"analysis_type":["case study"]},{"id":"cdkn-000376","url":"https://climateinsightsdirectory.org/document/cdkn-000376","title":"Innovative rainwater harvesting empowers women in Gujarat, India","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"case study","language":"en","date_published":"2020-05","source_url":"https://cdkn.org/sites/default/files/files/Bhungroo-Case-Study-2.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document examines the use of Bhungroo, an innovative rainwater harvesting system, to support underprivileged female farmers in Gujarat, India. By providing women with ownership of the technology and the technical skills to manage it, the initiative has improved agricultural productivity, reduced groundwater salinity, and increased women's decision-making power and social status. The project has reached over 20,000 marginal farmers and contributed to the reverse migration of approximately 6,100 farmers back to rural areas.","ai_generated":true,"unit":"cdkn-000376#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Bhungroo is a rainwater-harvesting technology that stores excess rainfall underground in reservoirs capable of holding up to 40 million litres, providing water for up to seven months from ten days of harvesting. It is effective in areas with waterlogging, subsoil aquifers within 30 metres, and coarse grain-permeable sand, and it reduces groundwater salinity by mixing non-saline rainwater with saline groundwater.","ai_generated":true,"unit":"cdkn-000376#insight-1","date_modified":"2026-10-23"},{"text":"The initiative empowers marginal women farmers by granting them sole ownership of the Bhungroo technology and the skills to install and monitor it. This approach bypassed traditional barriers to land ownership, giving women rights to the tools necessary to make land cultivable, which eventually led the government revenue department to transfer land ownership to these women.","ai_generated":true,"unit":"cdkn-000376#insight-2","date_modified":"2026-10-23"},{"text":"The project has achieved significant socio-economic impacts, reaching over 20,000 marginal farmers and facilitating the reverse migration of nearly 6,100 farmers who had previously moved to cities due to drought. It has enabled women to access government schemes like soil health cards, invest in cattle, and increase their political participation and social standing within their families.","ai_generated":true,"unit":"cdkn-000376#insight-3","date_modified":"2026-10-23"}],"climate_tags":["rainwater harvesting","climate resilience","gender equality","agricultural productivity","disaster risk reduction"],"geography_discussed":["Andhra Pradesh","Madhya Pradesh","Odisha","Bangladesh","Ghana","Togo"],"frame_perspective":[],"analysis_type":["case study"]},{"id":"cdkn-000520","url":"https://climateinsightsdirectory.org/document/cdkn-000520","title":"CASE STUDY","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"case study","language":"en","date_published":"2020-05","source_url":"https://cdkn.org/sites/default/files/files/Christian-Aid-Basundhara-Forum-Case-Study-2.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document highlights the success of the Basundhara Forum, a 148-member women-led cooperative in Bangladesh's Gopalganj district. By combining technical training in alternative livelihoods and disaster-risk reduction with leadership and organisational skills, the forum has increased members' incomes and confidence. By 2015, 80 percent of the forum's women were self-sufficient. Beyond economic gains, these forums enable women to participate in participatory vulnerability assessments and gender-sensitive adaptation planning, while advocating for their needs with local government officials.","ai_generated":true,"unit":"cdkn-000520#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Women-led community cooperatives improve both economic outcomes and political agency, increasing the confidence of women to participate in local government decision-making.","ai_generated":true,"unit":"cdkn-000520#insight-1","date_modified":"2026-10-23"},{"text":"In Bangladesh, women-led forums contribute to climate change adaptation through activities such as adaptation planning, training in gender-sensitive adaptation, and participatory vulnerability assessments.","ai_generated":true,"unit":"cdkn-000520#insight-2","date_modified":"2026-10-23"},{"text":"While technical skills in disaster-risk reduction and alternative livelihoods are necessary, soft skills in leadership and organisation are essential for sustaining the impacts of that technical capacity.","ai_generated":true,"unit":"cdkn-000520#insight-3","date_modified":"2026-10-23"},{"text":"The Basundhara Forum in Gopalganj district, consisting of 148 members, achieved a rate of 80 percent self-sufficiency among its women members by 2015.","ai_generated":true,"unit":"cdkn-000520#insight-4","date_modified":"2026-10-23"}],"climate_tags":["climate change adaptation","disaster risk reduction"],"geography_discussed":["Khulna","Chittagong"],"frame_perspective":[],"analysis_type":["case study"]},{"id":"cdkn-000546","url":"https://climateinsightsdirectory.org/document/cdkn-000546","title":"Solar pump cooperative supports climate-smart agriculture in Gujarat","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"case study","language":"en","date_published":"2020-05","source_url":"https://cdkn.org/sites/default/files/files/Dhundi-solar-pumps-case-study-2.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The case study examines the Solar Pump Irrigators’ Cooperatives Enterprise (SPICE) in Dhundi, Gujarat, which uses solar pumps to provide irrigation and sell excess electricity to the grid. This model has increased farmer incomes, reduced water costs for buyers, and lowered carbon emissions by replacing diesel pumps. Key success factors include a 25-year power purchase agreement with the local utility, MGVCL, and a financial structure combining farmer contributions with research grants. The project demonstrates that solar power can act as a 'cash crop' for farmers, provided incentives exist to prevent groundwater over-exploitation.","ai_generated":true,"unit":"cdkn-000546#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The solar pump cooperative in Dhundi has increased the incomes of participating farmers by 45 percent between 2015-2016 and 2017–2018, with energy and irrigation sales accounting for nearly half of their farm income.","ai_generated":true,"unit":"cdkn-000546#insight-1","date_modified":"2026-10-23"},{"text":"The project provides a more affordable irrigation option for water buyers; those using the solar pumps pay 250 Indian rupees (INR) per bigha, compared to the INR 500 charged by diesel pump owners.","ai_generated":true,"unit":"cdkn-000546#insight-2","date_modified":"2026-10-23"},{"text":"The initiative contributes to climate change mitigation by replacing diesel pumps with solar energy, resulting in an estimated saving of nearly 40,000 kilograms of carbon dioxide emissions by 2018.","ai_generated":true,"unit":"cdkn-000546#insight-3","date_modified":"2026-10-23"},{"text":"A critical success factor was the 25-year power purchase agreement with the local utility, Madhya Gujarat Vij Company Limited (MGVCL), which allows the cooperative to sell electricity at a fixed rate, removing price risk.","ai_generated":true,"unit":"cdkn-000546#insight-4","date_modified":"2026-10-23"},{"text":"The model demonstrates that solar pumps can function as a 'cash crop' or 'remunerative crop' because they are not subject to the risks of drought, floods, or the need for labour and fertiliser, though the document warns that incentives must be maintained to prevent groundwater exploitation.","ai_generated":true,"unit":"cdkn-000546#insight-5","date_modified":"2026-10-23"}],"climate_tags":["Climate-smart agriculture","renewable energy","greenhouse gas emissions","power purchase agreement","microgrid","smallholder"],"geography_discussed":["India"],"frame_perspective":[],"analysis_type":["case study"]},{"id":"cdkn-000584","url":"https://climateinsightsdirectory.org/document/cdkn-000584","title":"Groundbreaking climate-smart agricultural model empowers rural women in Maharashtra","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"case study","language":"en","date_published":"2020-05","source_url":"https://cdkn.org/sites/default/files/files/Gender-Maharashtra-case-study-2.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document details a climate-smart agricultural model in Maharashtra, India, that empowers rural women by combining sustainable farming techniques, financial support, and capacity building. Since 2015, 41,000 women have adopted the model, managing 30,000 acres of dry land through organic farming and water conservation. The approach has increased crop yields by 25%, raised incomes by 25%, and saved households approximately US$497 annually. Key components include the use of local seeds, biopesticides, drip irrigation, and the creation of a community-resilient fund. The model has since scaled to over 60,000 women across 810 villages in Maharashtra and has been replicated in Bihar and Odisha.","ai_generated":true,"unit":"cdkn-000584#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"A comprehensive strategy integrating agricultural techniques, livelihood diversification, social factors, and innovative finance can elevate the status of women as farmers, which in turn improves household socio-economic status and resilience to climate change.","ai_generated":true,"unit":"cdkn-000584#insight-1","date_modified":"2026-10-23"},{"text":"The implementation of the climate-smart model led to measurable agricultural and economic gains: crop yields increased by 25% through organic inputs and mixed-cropping, and women's incomes rose by 25% due to improved sales and marketing strategies.","ai_generated":true,"unit":"cdkn-000584#insight-2","date_modified":"2026-10-23"},{"text":"The model achieved scale and impact by combining technical training in resilience practices with financial mechanisms and institutional partnerships.","ai_generated":true,"unit":"cdkn-000584#insight-3","date_modified":"2026-10-23"},{"text":"Specific operational successes included the creation of a 500-member cadre of women-farmer leaders for knowledge transfer, a mentoring scheme, and a community-resilient fund for loans.","ai_generated":true,"unit":"cdkn-000584#insight-4","date_modified":"2026-10-23"}],"climate_tags":["Climate-smart agriculture","drought","organic agriculture","water conservation","climate finance"],"geography_discussed":["Bihar","Odisha"],"frame_perspective":[],"analysis_type":["case study"]},{"id":"cdkn-000942","url":"https://climateinsightsdirectory.org/document/cdkn-000942","title":"Mobilizing Finance for Climate Action","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"report","language":"en","date_published":"2020-04","source_url":"https://cdkn.org/sites/default/files/files/IKI-MI-report-2020-v3.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report outlines a four-step process—sector prioritization, landscape assessment, barrier identification, and intervention execution—to unlock private climate finance. Drawing from the International Climate Initiative Mobilizing Investment (IKI MI) program, it identifies common barriers such as unfavorable taxes, high capital costs, and a lack of proof points. It recommends that governments level the playing field by making low-carbon solutions commercially competitive against fossil-fuel alternatives and providing pilot projects to demonstrate business viability.","ai_generated":true,"unit":"cdkn-000942#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The report proposes a systematic four-step process for NDC finance mobilization: prioritizing sectors, mapping key stakeholders, diagnosing regulatory and financial barriers, and executing targeted intervention strategies.","ai_generated":true,"unit":"cdkn-000942#insight-1","date_modified":"2026-10-23"},{"text":"NDC financing strategies can be implemented via 'top-down' approaches, starting with high-level goals to find 'lowest hanging fruit', or 'bottom-up' approaches, starting with specific sectors, technologies, or customer classes.","ai_generated":true,"unit":"cdkn-000942#insight-2","date_modified":"2026-10-23"},{"text":"Common barriers to private climate finance across the target countries include unfavorable tax and tariff treatments, challenging capital market conditions (such as currency fluctuation), and a lack of knowledge among financial institutions regarding low-carbon technologies.","ai_generated":true,"unit":"cdkn-000942#insight-3","date_modified":"2026-10-23"},{"text":"A critical requirement for scaling investment is 'leveling the playing field', ensuring low-carbon solutions are commercially attractive compared to carbon-intensive alternatives by driving their costs below those of incumbent fossil-fuel technologies.","ai_generated":true,"unit":"cdkn-000942#insight-4","date_modified":"2026-10-23"},{"text":"The report emphasizes the need for 'proof points' through pilot and demonstration projects to reduce perceived risk and provide the market and performance data necessary for private sector uptake.","ai_generated":true,"unit":"cdkn-000942#insight-5","date_modified":"2026-10-23"},{"text":"High financing costs, particularly for local debt capital, remain a significant barrier to deploying low-carbon technologies at scale, even as the underlying economics of the technologies improve.","ai_generated":true,"unit":"cdkn-000942#insight-6","date_modified":"2026-10-23"},{"text":"Political engagement and the analysis of 'winners' and 'losers' are essential, as vested interests in fossil-fuel-based businesses can pressure political systems to impede regulatory changes.","ai_generated":true,"unit":"cdkn-000942#insight-7","date_modified":"2026-10-23"}],"climate_tags":["Nationally Determined Contributions","climate finance","private investment","renewable energy","energy efficiency","ethanol fuel","waste-to-energy","Renewable portfolio standard"],"geography_discussed":["United States"],"frame_perspective":[],"analysis_type":["strategic framework","case study","policy analysis"]},{"id":"cdkn-000175","url":"https://climateinsightsdirectory.org/document/cdkn-000175","title":"The IPCC’s Special Report on the Ocean and Cryosphere in a Changing Climate: What’s in it for South Asia?","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"guide","language":"en","date_published":"2020-01-16","source_url":"https://cdkn.org/resource/guide-the-ipccs-special-report-on-the-ocean-and-cryosphere-in-a-changing-climate-whats-in-it-for-south-asia","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed"],"summary":{"text":"The document introduces a guide produced by CDKN, ODI, SSN, and ICLEI that extracts South Asia-specific data from the IPCC's 2019 Special Report on the Ocean and Cryosphere in a Changing Climate. It highlights that human-driven climate change is altering ocean chemistry and temperature, harming marine life and dependent populations, and causing sea level rise and cryosphere changes in high mountain Asia. The guide emphasizes that early mitigation and future-proofing coastal development are essential to reduce risks and costs.","ai_generated":true,"unit":"cdkn-000175#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Human-induced climate change is altering the temperature and chemistry of the oceans, which negatively impacts marine life and the people who rely on it.","ai_generated":true,"unit":"cdkn-000175#insight-1","date_modified":"2026-10-23"},{"text":"South Asia is increasingly affected by sea level rise and other climate hazards, while changes to frozen lands in high mountain Asia have societal implications.","ai_generated":true,"unit":"cdkn-000175#insight-2","date_modified":"2026-10-23"},{"text":"Mitigating climate change is the most effective method to limit changes in the cryosphere and oceans, with early action being more cost-effective than addressing future damages.","ai_generated":true,"unit":"cdkn-000175#insight-3","date_modified":"2026-10-23"},{"text":"Essential strategies for resilience include future-proofing coastal development and implementing environmental governance that integrates different scales and addresses social issues.","ai_generated":true,"unit":"cdkn-000175#insight-4","date_modified":"2026-10-23"}],"climate_tags":["sea level rise","cryosphere","coastal management","environmental governance","climate change mitigation","climate change adaptation"],"geography_discussed":["World"],"frame_perspective":[],"analysis_type":[]},{"id":"cdkn-000559","url":"https://climateinsightsdirectory.org/document/cdkn-000559","title":"How to play the gender and climate game","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"guide","language":"en","date_published":"2020","source_url":"https://cdkn.org/sites/default/files/files/Facilitators-guide-to-the-simplified-and-adapted-gender-and-climate-game_2020_Ethiopia-version_final.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The guide outlines a simulation game where participants act as subsistence farmers managing assets (beans) against climate risks (droughts and floods). The game progresses from a gender-neutral phase to one that introduces systemic inequalities—such as lower starting assets for women and lower harvest payouts—to spark dialogue on climate vulnerability. An optional 'gender-smart programming' round demonstrates how targeted interventions can equalize outcomes by providing equal starting assets and harvest rewards regardless of gender.","ai_generated":true,"unit":"cdkn-000559#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The game's primary learning objectives are to examine how climate change impacts increase existing vulnerabilities and to facilitate dialogue regarding gender inequalities.","ai_generated":true,"unit":"cdkn-000559#insight-1","date_modified":"2026-10-23"},{"text":"The simulation models climate risk through three seed options: normal seeds (costing one bean), and flood-resistant or drought-resistant varieties (costing two beans each). Success or failure is determined by a weather card, with successful harvests yielding two beans and failures requiring a payment of four beans to the central pot.","ai_generated":true,"unit":"cdkn-000559#insight-2","date_modified":"2026-10-23"},{"text":"The 'Gender surprise' phase introduces systemic disadvantages for women, including lower initial endowments (four beans compared to five for men) and lower harvest payouts (two beans compared to three for men).","ai_generated":true,"unit":"cdkn-000559#insight-3","date_modified":"2026-10-23"},{"text":"Additional vulnerabilities are simulated using mini cards for attributes such as pregnancy, disability, illness, or old age; in the standard game, these attributes require the player to surrender one bean from their harvest.","ai_generated":true,"unit":"cdkn-000559#insight-4","date_modified":"2026-10-23"},{"text":"The 'gender-smart programming' variant demonstrates a model where women receive the same starting endowment (five beans) and harvest payout (three beans) as men, and those with additional vulnerabilities receive an extra bean upon a successful harvest.","ai_generated":true,"unit":"cdkn-000559#insight-5","date_modified":"2026-10-23"}],"climate_tags":["climate variability","climate change vulnerability","climate change adaptation"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["educational tool","simulation"]},{"id":"cdkn-000644","url":"https://climateinsightsdirectory.org/document/cdkn-000644","title":"Rapport spécial du GIEC sur les océans et la cryosphère dans le contexte du changement climatique Quels impacts pour l’Afrique ?","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"guide","language":"fr","date_published":"2020","source_url":"https://cdkn.org/sites/default/files/files/IPCC-Oceans-Africa-French_WEB_23June2020-1.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document details how human-induced climate change is altering ocean chemistry and temperature, leading to acidification, oxygen loss, and rising sea levels that threaten African coastal communities and marine biodiversity. It highlights the melting of high-mountain glaciers in East Africa, affecting water security and increasing landslide risks. The guide emphasizes that urgent greenhouse gas emission reductions are the primary way to limit these damages, while early investment in disaster risk reduction and nature-based solutions, such as 'blue carbon' ecosystems, can reduce future costs and enhance resilience.","ai_generated":true,"unit":"cdkn-000644#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Human activity has caused global average temperatures to rise by 1°C above pre-industrial levels, with projections reaching between 1.6°C and 4.3°C by 2100 depending on emission reductions.","ai_generated":true,"unit":"cdkn-000644#insight-1","date_modified":"2026-10-23"},{"text":"The oceans have absorbed over 90% of the climate system's excess heat and 20% to 30% of human-produced carbon dioxide emissions since the 1980s, resulting in increased acidification and a decrease in dissolved oxygen between 1970 and 2010.","ai_generated":true,"unit":"cdkn-000644#insight-2","date_modified":"2026-10-23"}],"climate_tags":["ocean acidification","sea level rise","cryosphere","marine heatwave","glacial melting","coastal erosion","nature-based solutions","disaster risk reduction","climate change adaptation","greenhouse gas emissions","coral reef restoration"],"geography_discussed":["East Africa","Tanzania","Ghana","Angola","Namibia","South Africa","Ethiopia","Mozambique","Madagascar"],"frame_perspective":[],"analysis_type":["impact assessment","policy guide"]},{"id":"cdkn-000583","url":"https://climateinsightsdirectory.org/document/cdkn-000583","title":"Gender in international global frameworks on climate change, disaster risk reduction and sustainable development","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"briefing","language":"en","date_published":"2019-11","source_url":"https://cdkn.org/sites/default/files/files/Gender-in-the-international-frameworks_accompanying-handout.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The document outlines how gender and social inclusion are addressed across four major international frameworks: the Sustainable Development Goals (SDGs), the UN Commission on the Status of Women (CSW), the Paris Agreement, and the Sendai Framework for Disaster Risk Reduction. It highlights that while SDG 5 is dedicated to gender equality, other frameworks like the Paris Agreement integrate gender primarily in adaptation and preamble sections rather than mitigation. The Sendai Framework emphasizes inclusive policies and the needs of disproportionately affected people in disaster risk management.","ai_generated":true,"unit":"cdkn-000583#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Sustainable Development Goal (SDG) 5 is a standalone goal dedicated to achieving gender equality and empowering all women and girls, with specific targets to end discrimination, eliminate violence and harmful practices, value unpaid care work, and ensure equal opportunities for leadership and economic resources.","ai_generated":true,"unit":"cdkn-000583#insight-1","date_modified":"2026-10-23"},{"text":"The United Nations Commission on the Status of Women (CSW) advocates for mainstreaming gender across all SDGs and recognizes women as essential leaders and agents of change in climate change, environmental, and disaster risk reduction strategies and financing.","ai_generated":true,"unit":"cdkn-000583#insight-2","date_modified":"2026-10-23"},{"text":"The Paris Agreement references gender equality and the empowerment of women in its preamble and specifically in Article 7 regarding adaptation, which calls for a 'gender-responsive' approach; however, it does not explicitly mention gender or social inclusion in articles concerning climate change mitigation, technology transfer, capacity building, or financing.","ai_generated":true,"unit":"cdkn-000583#insight-3","date_modified":"2026-10-23"},{"text":"The Sendai Framework for Disaster Risk Reduction (2015-2030) incorporates gender and social difference by emphasizing the need for data collection that considers different user needs and the implementation of inclusive policies to empower people disproportionately affected by disasters.","ai_generated":true,"unit":"cdkn-000583#insight-4","date_modified":"2026-10-23"}],"climate_tags":["gender equality","climate change adaptation","climate change mitigation","disaster risk reduction","Sustainable Development Goals","social inclusion","climate finance"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["policy review"]}]}