{"query_echo":{"q":"","filters":{"organization":["Climate and Development Knowledge Network"]},"warnings":[]},"total":{"value":1008,"relation":"eq"},"page":49,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?organization=climate-and-development-knowledge-network&page=49","next":"https://climateinsightsdirectory.org/api/v1/search?organization=climate-and-development-knowledge-network&page=50","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-000771","url":"https://climateinsightsdirectory.org/document/cdkn-000771","title":"south-asia-04-mohan-511a91ebb9dd8a91.pdf","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"guide","language":"en","date_published":null,"source_url":"https://cdkn.org/sites/default/files/files/South-Asia-04-Mohan.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The document outlines a character profile for a 26-year-old married man and father of four who is a livestock herder. The persona is designed to illustrate the intersection of climate impacts, such as recurrent floods, and personal vulnerabilities, including physical impairment from conflict and mental health struggles. The scenario focuses on the challenges of accessing weather forecasts and fodder/water information to manage livestock risks and the potential impact of new information services and credit initiatives for women.","ai_generated":true,"unit":"cdkn-000771#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The persona experiences significant livestock losses and economic instability due to recurrent floods, which complicate the ability to provide milk to customers in peri-urban areas.","ai_generated":true,"unit":"cdkn-000771#insight-1","date_modified":"2026-10-23"},{"text":"A lack of timely information regarding rain forecasts and the condition of water and fodder increases the perceived risk of daily operational decisions for the herder.","ai_generated":true,"unit":"cdkn-000771#insight-2","date_modified":"2026-10-23"}],"climate_tags":["flood","livestock","emergency management","climate change adaptation"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["simulation","persona-based exercise"]},{"id":"cdkn-000772","url":"https://climateinsightsdirectory.org/document/cdkn-000772","title":"south-asia-05-shanti-devi-f3b92a7faaf6312c.pdf","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"guide","language":"en","date_published":null,"source_url":"https://cdkn.org/sites/default/files/files/South-Asia-05-Shanti-Devi.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The document outlines a character profile of an elderly woman facing economic instability due to decreasing farm yields and unreliable remittances. It explores her barriers to attending community meetings, the impact of floods on her rental income, and her interest in disaster risk reduction networks and government safety nets.","ai_generated":true,"unit":"cdkn-000772#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The persona describes how floods negatively impact her financial stability by reducing the crop yields of her tenant farmer, which in turn leads to the tenant not paying the agreed rent.","ai_generated":true,"unit":"cdkn-000772#insight-1","date_modified":"2026-10-23"},{"text":"Physical frailty and timing are identified as barriers to community engagement, as the character is too tired to walk to meetings held in the evening.","ai_generated":true,"unit":"cdkn-000772#insight-2","date_modified":"2026-10-23"},{"text":"The character expresses interest in a disaster risk reduction volunteer network and a government safety net providing food vouchers, while remaining concerned about the timeliness of health and safety assistance during water logging events.","ai_generated":true,"unit":"cdkn-000772#insight-3","date_modified":"2026-10-23"}],"climate_tags":["flood","disaster risk reduction","climate change vulnerability"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["role-playing scenario"]},{"id":"cdkn-000773","url":"https://climateinsightsdirectory.org/document/cdkn-000773","title":"south-asia-06-sohail-a8b3142a93ff07c3.pdf","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"guide","language":"en","date_published":null,"source_url":"https://cdkn.org/sites/default/files/files/South-Asia-06-Sohail.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The document presents a character profile for a simulation exercise involving a resident of Krishna Nagar. The persona describes the personal and community impacts of flooding, including blocked roads, overflowing drains, water contamination, electricity outages, and increased grocery prices. It highlights barriers to community participation for youth, such as parental security concerns and academic priorities, while expressing interest in a volunteer network to support residents during water logging and flood events.","ai_generated":true,"unit":"cdkn-000773#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Flooding in the character's area causes significant infrastructure and health issues, specifically blocking roads, causing drains to overflow into houses, contaminating water, and cutting off electricity for phone charging and news access.","ai_generated":true,"unit":"cdkn-000773#insight-1","date_modified":"2026-10-23"},{"text":"The socio-economic impacts of floods include students falling sick and missing school, as well as rising costs for daily groceries.","ai_generated":true,"unit":"cdkn-000773#insight-2","date_modified":"2026-10-23"},{"text":"Youth participation in community flood meetings is hindered by academic commitments and parental concerns regarding security.","ai_generated":true,"unit":"cdkn-000773#insight-3","date_modified":"2026-10-23"}],"climate_tags":["flood","emergency management","community resilience"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["simulation","role-play"]},{"id":"cdkn-000774","url":"https://climateinsightsdirectory.org/document/cdkn-000774","title":"south-asia-07-jyoti-4ae2ee2779748df1.pdf","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"guide","language":"en","date_published":null,"source_url":"https://cdkn.org/sites/default/files/files/South-Asia-07-Jyoti.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags"],"summary":{"text":"The document presents a character study of a 13-year-old girl from a socially marginalised class to highlight how gender, age, and socio-economic status exacerbate vulnerability to floods. It details how floods lead to school absenteeism due to security fears, financial instability caused by rising food prices, and the burden of household chores in semi-permanent housing. The persona emphasizes that participation in disaster management or water-saving projects is contingent upon guaranteed personal safety and the ability to balance such activities with education and domestic duties.","ai_generated":true,"unit":"cdkn-000774#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The persona illustrates that adolescent girls from marginalised backgrounds face multiple barriers to disaster management participation, including the need for permission and accompaniment for safety, and the priority of household chores over community meetings.","ai_generated":true,"unit":"cdkn-000774#insight-1","date_modified":"2026-10-23"},{"text":"Floods negatively impact the education and security of the character, who avoids school during heavy rains and water logging due to safety concerns.","ai_generated":true,"unit":"cdkn-000774#insight-2","date_modified":"2026-10-23"},{"text":"Economic vulnerability is heightened during floods as the character's family, living in a semi-permanent (kuccha) house with no savings, struggles with rising food prices.","ai_generated":true,"unit":"cdkn-000774#insight-3","date_modified":"2026-10-23"}],"climate_tags":["flood","emergency management","gender","water pollution","water scarcity"],"geography_discussed":[],"frame_perspective":[],"analysis_type":[]},{"id":"cdkn-000775","url":"https://climateinsightsdirectory.org/document/cdkn-000775","title":"south-asia-08-sitara-3823804c5cb929af.pdf","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"guide","language":"en","date_published":null,"source_url":"https://cdkn.org/sites/default/files/files/South-Asia-08-Sitara.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The document presents a character study of a 28-year-old transgender female living in a shanty, designed for a group discussion on disaster management. It highlights how social discrimination, lack of literacy, and precarious housing exacerbate the impacts of floods, including health risks from drain water, food insecurity due to price hikes, and exclusion from public gatherings and official aid.","ai_generated":true,"unit":"cdkn-000775#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Transgender individuals in marginalized urban settings face systemic exclusion from public disaster response efforts, including being barred from official neighbourhood meetings regarding floods.","ai_generated":true,"unit":"cdkn-000775#insight-1","date_modified":"2026-10-23"},{"text":"Flooding in slum areas creates severe health and survival challenges for marginalized persons, specifically through the contamination of homes with drain water and the lack of basic water and sanitary services.","ai_generated":true,"unit":"cdkn-000775#insight-2","date_modified":"2026-10-23"},{"text":"Economic instability is worsened by floods as the cost of food increases and marginalized individuals, who often lack savings and rely on precarious income from performing, struggle to access help.","ai_generated":true,"unit":"cdkn-000775#insight-3","date_modified":"2026-10-23"}],"climate_tags":["flood","emergency management","water pollution","climate justice"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["qualitative","scenario-based"]},{"id":"cdkn-000776","url":"https://climateinsightsdirectory.org/document/cdkn-000776","title":"Insights from the Frontlines of Disaster Risk: Ten Key Recommendations by Experts from South Asia on the Post-2015 Framework for Disaster Risk Reduction","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"briefing","language":"en","date_published":null,"source_url":"https://cdkn.org/sites/default/files/files/South-Asia-Expert-Views-on-2015-Disasters-Agreement1.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed"],"summary":{"text":"The document outlines ten key recommendations from South Asian experts for the Post-2015 Framework for Disaster Risk Reduction, focusing on community monitoring, peer reviews, climate-compatible management, and the inclusion of marginalized groups.","ai_generated":true,"unit":"cdkn-000776#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Experts recommend that the Post-2015 Framework mandate a structured dialogue process where community groups are formally consulted and contribute to national progress reports, noting that the Zero Draft's 'role of stakeholders' section lacks mention of vulnerable communities.","ai_generated":true,"unit":"cdkn-000776#insight-1","date_modified":"2026-10-23"},{"text":"While supporting voluntary peer reviews, experts suggest that the framework should emphasize reviews between sub-national entities (states, provinces, or counties) and potentially between cities or provinces of different countries to increase objectivity, while acknowledging that geopolitical tensions make some pairings, such as India and Pakistan, impossible.","ai_generated":true,"unit":"cdkn-000776#insight-2","date_modified":"2026-10-23"},{"text":"The document argues for 'climate compatible disaster risk management,' specifically that disaster response and recovery activities should be designed to minimize greenhouse gas emissions.","ai_generated":true,"unit":"cdkn-000776#insight-3","date_modified":"2026-10-23"},{"text":"To integrate Disaster Risk Reduction (DRR) and Climate Change Adaptation (CCA), experts suggest that national climate agencies include these linkages in their charters and that regional bodies like the South Asian Association for Regional Cooperation (SAARC) facilitate the sharing of best practices.","ai_generated":true,"unit":"cdkn-000776#insight-4","date_modified":"2026-10-23"},{"text":"Due to high population density and rapid urbanization in South Asia, experts urge the framework to give more visibility to the risks associated with the settlement of 'environmental buffer zones' (such as flood plains) and the vulnerability of those living in informal settlements.","ai_generated":true,"unit":"cdkn-000776#insight-5","date_modified":"2026-10-23"},{"text":"Experts call for the explicit inclusion of groups marginalized by religion and culture, such as lower caste communities in India and Nepal, and recommend gathering disaggregated vulnerability data and placing marginalized individuals in DRR leadership positions.","ai_generated":true,"unit":"cdkn-000776#insight-6","date_modified":"2026-10-23"},{"text":"The briefing emphasizes the need for 'knowledge and data management' over just generating new data, arguing that risk management knowledge must be 'demystified' and 'democratised' so it can be used by policy makers and vulnerable communities who act as first responders.","ai_generated":true,"unit":"cdkn-000776#insight-7","date_modified":"2026-10-23"},{"text":"Recommendations for leadership include a distinction between strategic national leadership and implementation-focused local leadership, as well as a requirement for leaders to have technical understanding of disaster risk management to prevent institutional knowledge loss during frequent political transfers.","ai_generated":true,"unit":"cdkn-000776#insight-8","date_modified":"2026-10-23"},{"text":"Experts argue that the framework should explicitly urge governments to mainstream DRR into domestic national budgets rather than relying on international funding, citing the potential for using funds from programs like India's Mahatma Gandhi National Rural Employment Guarantee Scheme.","ai_generated":true,"unit":"cdkn-000776#insight-9","date_modified":"2026-10-23"},{"text":"The document suggests that the framework should encourage the use of Local Financial Institutions (LFIs), such as microfinance institutions in Bangladesh or self-help group lending in India, as untapped sources of finance for local resilience.","ai_generated":true,"unit":"cdkn-000776#insight-10","date_modified":"2026-10-23"}],"climate_tags":["disaster risk reduction","climate change adaptation","greenhouse gas emissions","land-use planning","urbanization","climate finance","knowledge management","microfinance"],"geography_discussed":["Kathmandu","Bangladesh","Mauritius","Maldives","Europe"],"frame_perspective":[],"analysis_type":[]},{"id":"cdkn-000787","url":"https://climateinsightsdirectory.org/document/cdkn-000787","title":"IPCC Special Report on Renewable Energy and Climate Change Mitigation: challenges for Asian countries","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"briefing","language":"en","date_published":null,"source_url":"https://cdkn.org/sites/default/files/files/SRREN-Review-Note-Lailai3.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document assesses the integration of renewable energy (RE) targets in Asian countries, highlighting national goals in Thailand, Vietnam, Cambodia, Lao PDR, and China. It emphasizes that while RE technologies are feasible and market-oriented, their deployment in Asia is hindered by a lack of financing mechanisms and inadequate management capacity. The author argues for the use of legal instruments, South-South collaboration for 'appropriate' (small-scale) technologies, and innovative financing like revolving funds to overcome high upfront costs.","ai_generated":true,"unit":"cdkn-000787#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Several Asian countries have integrated specific renewable energy targets into national strategies: Thailand aimed for alternative energy to reach 20% of total primary energy demand by 2022; Vietnam targeted a 5.0% share of ethanol and biodiesel in gasoline and diesel by 2025; and Lao PDR aimed for a 30% share of renewable energy by 2025.","ai_generated":true,"unit":"cdkn-000787#insight-1","date_modified":"2026-10-23"},{"text":"China has successfully promoted its RE industry through the adoption of a specific RE development law in 2006 and the 'Medium and Long-Term Development Plan for Renewable Energy in China' (2007), enabling the domestic production of its primary RE equipment.","ai_generated":true,"unit":"cdkn-000787#insight-2","date_modified":"2026-10-23"},{"text":"The deployment of renewable energy in developing Asian countries faces two primary obstacles: a lack of financing mechanisms to cover high upfront costs and insufficient capacity for managing and deploying the technology.","ai_generated":true,"unit":"cdkn-000787#insight-3","date_modified":"2026-10-23"},{"text":"To address financing gaps, the document suggests the use of revolving funds, citing successful implementations in India, China, and Turkey, often supported by the Global Environment Facility (GEF).","ai_generated":true,"unit":"cdkn-000787#insight-4","date_modified":"2026-10-23"},{"text":"The author recommends that hydropower development in Asia must be managed carefully to mitigate negative impacts on biodiversity and populations dependent on ecosystem services, and suggests that 'appropriate' small-scale technologies (e.g., small hydro and wind-solar hybrids) are better suited for small island states.","ai_generated":true,"unit":"cdkn-000787#insight-5","date_modified":"2026-10-23"}],"climate_tags":["renewable energy","hydropower","biofuel","wind power","photovoltaics","energy efficiency","climate finance","sustainable development","technology transfer","South–South cooperation"],"geography_discussed":["Thailand","Vietnam","Cambodia","Laos","Myanmar","People's Republic of China","India","Australia","Bangladesh","Turkey"],"frame_perspective":[],"analysis_type":["policy review","case study"]},{"id":"cdkn-000790","url":"https://climateinsightsdirectory.org/document/cdkn-000790","title":"Water security and climate resilient development","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"fact sheet","language":"en","date_published":null,"source_url":"https://cdkn.org/sites/default/files/files/Stakeholder-map-for-CCORAL-Water.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed"],"summary":{"text":"The document outlines a framework for water security and climate resilient development, identifying climate-related risks such as flooding and drought, and mapping the necessary water services, supporting activities, and organizational stakeholders required to address them.","ai_generated":true,"unit":"cdkn-000790#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Climate-related risks to water security are categorized into three timeframes: disaster-level events including \"Fluvial and coastal flooding, wind damage, wave damage, climate induced geotechnical hazards\"; drought events that are \"Intrannual and interannual\"; and long-term changes such as \"Changing extremes, long term climate changes, saline intrusion, coastal erosion\".","ai_generated":true,"unit":"cdkn-000790#insight-1","date_modified":"2026-10-23"}],"climate_tags":["water security","sustainable development","flood","drought","coastal erosion","water management"],"geography_discussed":["CARICOM"],"frame_perspective":[],"analysis_type":[]},{"id":"cdkn-000791","url":"https://climateinsightsdirectory.org/document/cdkn-000791","title":"Investing in water security for growth and development","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"guide","language":"en","date_published":null,"source_url":"https://cdkn.org/sites/default/files/files/Strategic-Framework-for-Water-Security-and-Climate-Resiliant-Development_FINAL_low-res.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Strategic Framework for Water Security and Climate Resilient Development, developed by AMCOW and GWP, outlines a four-phase approach to identify and implement 'no/low regrets' investments in Africa. It emphasizes the critical link between water security and macroeconomic stability, noting that hydrological variability can significantly reduce GDP growth in several African nations. The framework advocates for a shift from isolated adaptation projects toward mainstreaming climate resilience within national budgeting and planning systems, such as Medium-Term Expenditure Frameworks. It highlights the importance of Integrated Water Resources Management (IWRM) and the use of Robust Decision Making (RDM) to ensure investments perform well across multiple climate scenarios. The document also addresses the need for diverse financing strategies, leveraging both traditional development funds and specialized climate finance like the Green Climate Fund, while promoting a transition toward a Green Economy and the inclusion of gender equality in water management.","ai_generated":true,"unit":"cdkn-000791#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Water insecurity and hydrological variability pose significant risks to Africa's macroeconomic growth; for example, projections for Ethiopia show average annual GDP growth rates could drop by as much as 38% due to this variability.","ai_generated":true,"unit":"cdkn-000791#insight-1","date_modified":"2026-10-23"},{"text":"Extreme weather events have caused severe economic shocks in Africa, such as in Kenya where floods in 1997\u001398 led to an 11% drop in GDP, followed by a 16% drop during the 1999\u00132000 drought.","ai_generated":true,"unit":"cdkn-000791#insight-2","date_modified":"2026-10-23"},{"text":"The framework prioritizes 'no/low regrets' investments, which are defined as measures that deliver benefits under any future climate scenario and provide immediate development gains while building long-term resilience.","ai_generated":true,"unit":"cdkn-000791#insight-3","date_modified":"2026-10-23"},{"text":"Adaptation costs for Africa are estimated to be substantial, with the World Bank projecting an annual infrastructure investment of US$18 billion between 2010 and 2050, and the African Development Bank estimating costs between US$20 and 30 billion per year for the next 10 to 20 years.","ai_generated":true,"unit":"cdkn-000791#insight-4","date_modified":"2026-10-23"},{"text":"The framework proposes a four-phase cycle for implementation: 1) Understand the problem, 2) Identify and appraise options, 3) Deliver solutions, and 4) Monitor and move forward.","ai_generated":true,"unit":"cdkn-000791#insight-5","date_modified":"2026-10-23"},{"text":"Robust Decision Making (RDM) is recommended to evaluate investment options, ensuring they provide adequate performance across a range of plausible climate scenarios rather than optimizing for a single projection.","ai_generated":true,"unit":"cdkn-000791#insight-6","date_modified":"2026-10-23"},{"text":"Financing for water security in Africa is shifting from commercial bank loans and private equity toward host government budgets, International Financial Institutions (IFIs), and funding from emerging economies, particularly China.","ai_generated":true,"unit":"cdkn-000791#insight-7","date_modified":"2026-10-23"},{"text":"The framework emphasizes the 'water, energy and food security nexus,' noting that Africa has developed only 10% of its hydropower potential, which could drive development and climate adaptation.","ai_generated":true,"unit":"cdkn-000791#insight-8","date_modified":"2026-10-23"},{"text":"Gender equality is identified as a cornerstone for improved water security, as women are often the most affected by climate impacts but are also the most capable of driving adaptation within their communities.","ai_generated":true,"unit":"cdkn-000791#insight-9","date_modified":"2026-10-23"}],"climate_tags":["water security","sustainable development","climate change adaptation","Integrated Water Resources Management","green economy","climate finance","gender equality","disaster risk reduction","national adaptation plan"],"geography_discussed":["Ethiopia","Kenya","Namibia","Nigeria","Zambia","Egypt"],"frame_perspective":[],"analysis_type":["strategic framework","policy guide"]},{"id":"cdkn-000808","url":"https://climateinsightsdirectory.org/document/cdkn-000808","title":"Ten propositions on climate change and growth","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"report","language":"en","date_published":null,"source_url":"https://cdkn.org/sites/default/files/files/Ten-observations-on-climate-change-and-growth.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report presents ten propositions on the intersection of climate change and economic growth, emphasizing that while growth is essential for poverty reduction in developing nations, it must be decoupled from carbon emissions. It advocates for 'climate compatible development'—a framework that minimizes climate harm while maximizing human development opportunities. The author argues that low-carbon growth is feasible and can act as an industrial policy to create jobs and competitive advantages. The document highlights the need for national strategies that move from 'blueprint planning' to 'process planning,' the importance of leveraging private finance through 'investment-grade' policy frameworks, and the necessity of building political consensus to ensure long-term stability in climate policy.","ai_generated":true,"unit":"cdkn-000808#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Economic growth is an absolute necessity for the world's poorest countries to meet basic human needs, as redistribution alone is insufficient to close the poverty gap in nations with consumption per capita under $2,000 per year.","ai_generated":true,"unit":"cdkn-000808#insight-1","date_modified":"2026-10-23"},{"text":"Climate change and the policies implemented to combat it both impact growth; while temperature rises reduce crop yields, mitigation tools like carbon taxes can increase production costs and reduce real income in the short term.","ai_generated":true,"unit":"cdkn-000808#insight-2","date_modified":"2026-10-23"}],"climate_tags":["Low carbon development","green growth","climate finance","climate change mitigation","climate change adaptation","carbon tax","renewable energy","energy efficiency","poverty reduction","industrial policy","Reducing emissions from deforestation and forest degradation","clean development mechanism"],"geography_discussed":["Vietnam","Burundi","People's Republic of China","India","Nigeria","Pakistan","Bolivia","United Kingdom","Indonesia","South Africa"],"frame_perspective":[],"analysis_type":["policy analysis","economic assessment"]},{"id":"cdkn-000810","url":"https://climateinsightsdirectory.org/document/cdkn-000810","title":"The GESI (gender and social inclusion) bingo game Facilitator/trainer instructions","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"guide","language":"en","date_published":null,"source_url":"https://cdkn.org/sites/default/files/files/The-GESI-bingo-game_facilitators-instructions-and-play-cards-Ethiopia-version.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The document outlines a training tool designed to help climate project managers identify and commit to inclusive practices. It provides two versions of a bingo-style game—one seated and one active—where participants draw cards describing specific GESI measures and reflect on whether they are already implementing these actions or could do so in their specific project context. The guide includes a set of suggested action cards covering physical accessibility, gender representation, data collection, and social protections.","ai_generated":true,"unit":"cdkn-000810#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The GESI bingo game is designed for climate project managers to identify 'measures we can take to deliver climate projects and programmes that are inclusive for everybody', focusing on actions that are 'largely voluntary or discretionary' rather than legal employment requirements.","ai_generated":true,"unit":"cdkn-000810#insight-1","date_modified":"2026-10-23"},{"text":"Facilitators are instructed to customize the game by removing cards that are 'contextually irrelevant or inappropriate' for the specific trainee group, such as removing pushchair-friendly meeting requirements in rural areas where infants are carried in slings.","ai_generated":true,"unit":"cdkn-000810#insight-2","date_modified":"2026-10-23"},{"text":"The game offers two operational modes: a 'slower version' where players stay seated in pairs or small groups to discuss actions and fill out answer sheets, and a 'faster version' for groups of 20 or fewer that involves movement and posting commitments on a shared visual 'tree' or board.","ai_generated":true,"unit":"cdkn-000810#insight-3","date_modified":"2026-10-23"},{"text":"The provided action cards cover a wide range of social inclusion measures, including physical accessibility for wheelchairs and visual impairments, the provision of safe sanitation and childcare, and the use of gender-neutral language in communications.","ai_generated":true,"unit":"cdkn-000810#insight-4","date_modified":"2026-10-23"},{"text":"Specific gender-focused measures include targeting micro-credit and skills training for women and girls, ensuring women are equally represented in key decision-making, and implementing gender-responsive budgeting with disaggregated indicators.","ai_generated":true,"unit":"cdkn-000810#insight-5","date_modified":"2026-10-23"},{"text":"The tool addresses social protections and safety, suggesting the appointment of trusted 'point persons' to handle complaints of sexual harassment or bullying and ensuring access to services for sufferers of domestic violence.","ai_generated":true,"unit":"cdkn-000810#insight-6","date_modified":"2026-10-23"}],"climate_tags":["climate finance","social protection"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["training guide","facilitator instructions"]},{"id":"cdkn-000811","url":"https://climateinsightsdirectory.org/document/cdkn-000811","title":"Gender equality and social inclusion bingo game","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"guide","language":"en","date_published":null,"source_url":"https://cdkn.org/sites/default/files/2022-05/The-GESI-bingo-game_facilitators-instructions-and-play-cards-June-2022%20version.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The document is a practical tool designed as a bingo game to help project managers and practitioners identify existing and needed gender equality and social inclusion (GESI) measures. It lists a series of strategic, structural, and operational actions across project stages—from scoping and design to implementation and communication—to ensure inclusivity for women, girls, and marginalized groups based on age, disability, ethnicity, and socioeconomic status.","ai_generated":true,"unit":"cdkn-000811#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The tool suggests strategic measures for the early stages of a project, including conducting gender-disaggregated assessments and assessments based on age, disability, socioeconomic status, and ethnicity to establish baselines for wellbeing and status.","ai_generated":true,"unit":"cdkn-000811#insight-1","date_modified":"2026-10-23"},{"text":"The guide recommends specific operational measures to ensure physical and communicative accessibility, such as providing sign language interpretation, braille, wheelchair-accessible venues, and publications with high contrast and large print for older readers.","ai_generated":true,"unit":"cdkn-000811#insight-2","date_modified":"2026-10-23"},{"text":"To promote gender equality in climate-related activities, the document suggests targeting micro-credit for climate compatible technology and skills training specifically toward women and girls.","ai_generated":true,"unit":"cdkn-000811#insight-3","date_modified":"2026-10-23"},{"text":"The tool emphasizes the need for inclusive project environments, including the provision of safe spaces for breastfeeding and menstruating women, secure childcare, and sanitation facilities that respect the privacy of all gender identities.","ai_generated":true,"unit":"cdkn-000811#insight-4","date_modified":"2026-10-23"}],"climate_tags":["gender equality","social inclusion","climate finance"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["checklist"]},{"id":"cdkn-000813","url":"https://climateinsightsdirectory.org/document/cdkn-000813","title":"LCCR Training Module Guide For Building Professionals","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"guide","language":"en","date_published":null,"source_url":"https://cdkn.org/sites/default/files/files/Training-Module-Guide-BP2.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The LCCR Training Module Guide outlines a two-day workshop for building professionals in India, focusing on low carbon construction for rural areas and small towns. The curriculum covers global climate challenges, energy assessment, passive design, alternative materials, and policy linkages, concluding with practical application through site visits and group design exercises.","ai_generated":true,"unit":"cdkn-000813#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The training kit is designed to address a gap in the Government of India's climate actions, specifically the lack of attention given to small towns and rural spaces with a population of 70 million that are emerging as high-growth areas.","ai_generated":true,"unit":"cdkn-000813#insight-1","date_modified":"2026-10-23"},{"text":"The transition to a Low Carbon, Climate Resilient (LCCR) development pathway requires an enabling environment based on three pillars: knowledge (technology base), policy (institutional framework), and finance (innovative mechanisms).","ai_generated":true,"unit":"cdkn-000813#insight-2","date_modified":"2026-10-23"},{"text":"The workshop curriculum emphasizes several technical strategies for reducing the carbon footprint of the construction sector, including the use of passive design to lower energy consumption and the utilization of waste and alternative materials.","ai_generated":true,"unit":"cdkn-000813#insight-3","date_modified":"2026-10-23"}],"climate_tags":["sustainability in construction","climate resilience","Passive design","climate policy"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["training curriculum","capacity building"]},{"id":"cdkn-000814","url":"https://climateinsightsdirectory.org/document/cdkn-000814","title":"Economic Assessment of the Impacts of Climate Change in Uganda","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"briefing","language":"en","date_published":null,"source_url":"https://cdkn.org/sites/default/files/files/Uganda_CC-Economics_-Agricultural_Sector_Briefing-Note.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document assesses climate change impacts on Uganda's agricultural sector, projecting significant losses for export crops like coffee and certain food crops by 2050, while identifying droughts and floods as the most immediate adaptation priorities.","ai_generated":true,"unit":"cdkn-000814#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"By 2050, overall losses for food crops are projected to be no more than US$1.5 billion, which would represent less than 0.2 percent of GDP under assumed economic growth. While most of the 11 modelled food crops show production reductions, impacts vary by region, with the East and North experiencing the largest effects. Specific crops such as cassava, potato, and sweet potato could see reductions of around 40 percent, while millet, sorghum, and pigeon peas are expected to see reductions of less than 10 percent.","ai_generated":true,"unit":"cdkn-000814#insight-1","date_modified":"2026-10-23"},{"text":"Agricultural exports are expected to be strongly affected by climate change by 2050 without adaptation. Coffee yield losses could range from 50-75% due to yield reductions and loss of suitable growing areas. A 50% reduction in combined Arabica and Robusta coffee production would result in losses of approximately US$1,235 million, while a 75% reduction would cost about US$1,850 million. Combined losses for coffee and tea from a 50% production reduction are estimated at US$1,400 million.","ai_generated":true,"unit":"cdkn-000814#insight-2","date_modified":"2026-10-23"},{"text":"Extreme weather events are identified as a more critical threat for some products than decreased yields. The 2010-11 drought caused estimated losses of US$470 million across food crops, cash crops, and livestock, representing about 16 percent of the total value of these items in 2011 GDP. The 2008 drought caused annual crop damage of US$47 million, roughly 3 percent of the value of all cash and food crops.","ai_generated":true,"unit":"cdkn-000814#insight-3","date_modified":"2026-10-23"},{"text":"The immediate adaptation priority is addressing the threat from droughts and floods. The Government of Uganda has proposed a budget of approximately US$297 million over 15 years for eight agricultural adaptation areas. The study suggests that many of these measures have potentially high benefits relative to costs and should be initiated now to allow for testing and development of robust programmes.","ai_generated":true,"unit":"cdkn-000814#insight-4","date_modified":"2026-10-23"},{"text":"Modelling for livestock production suggests small impacts on yield and area (1 to 2 percent), but notes that primary impacts are likely to stem from diseases, floods, and droughts.","ai_generated":true,"unit":"cdkn-000814#insight-5","date_modified":"2026-10-23"}],"climate_tags":["agriculture","livestock","drought","flood","climate change adaptation","gross domestic product"],"geography_discussed":["Karamoja","Mount Elgon"],"frame_perspective":[],"analysis_type":["economic assessment","impact projection"]},{"id":"cdkn-000815","url":"https://climateinsightsdirectory.org/document/cdkn-000815","title":"Economic Assessment of the Impacts of Climate Change in Uganda","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"briefing","language":"en","date_published":null,"source_url":"https://cdkn.org/sites/default/files/files/Uganda_CC-Economics_Energy-Sector_Briefing-Note.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The study predicts a significant biomass deficit in Uganda from the 2020s onwards, which climate change is expected to exacerbate by reducing domestic wood availability by 5 to 10 percent between 2020 and 2050. Addressing this gap through imported biomass or LPG would require additional expenditures of US$0.6-1.3 billion or US$5-11 billion, respectively. While a potential 26 percent decline in hydropower potential by 2050 could be managed by the government's current expansion programme, this requires an estimated US$83 billion in capital investment for hydro, nuclear, and other generation through 2050. The document recommends prioritizing a switch from traditional biomass to modern energy sources and implementing energy efficiency standards.","ai_generated":true,"unit":"cdkn-000815#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Uganda's energy supply is currently dominated by traditional biomass, but a 'Business as Usual' growth scenario is unsustainable, with a 'huge deficit of biomass' predicted for the 2020s and beyond.","ai_generated":true,"unit":"cdkn-000815#insight-1","date_modified":"2026-10-23"},{"text":"Climate change is expected to reduce biomass availability; a plausible 5 to 10 percent loss of domestic wood between 2020 and 2050 would cost between US$0.6-1.3 billion to replace with imported biomass or US$5-11 billion if replaced by LPG.","ai_generated":true,"unit":"cdkn-000815#insight-2","date_modified":"2026-10-23"}],"climate_tags":["biomass","hydropower","energy demand","energy efficiency","climate change adaptation","nuclear power","greenhouse gas emissions"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["economic assessment","energy sector planning"]},{"id":"cdkn-000816","url":"https://climateinsightsdirectory.org/document/cdkn-000816","title":"Economic Assessment of the Impacts of Climate Change in Uganda","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"fact sheet","language":"en","date_published":null,"source_url":"https://cdkn.org/sites/default/files/files/Uganda_CC-Economics_FACT-SHEET_Ag.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The document assesses the economic risks climate change poses to Uganda's agricultural sector by 2050. It finds that while overall food crop losses may be limited to US$1.5 billion (less than 0.2% of GDP), specific crops like cassava and sweet potato could see 40% production reductions. Agricultural exports, particularly coffee and tea, face significant risks, with combined losses potentially reaching US$2.1 billion in a 75% reduction scenario. The report highlights that immediate threats from droughts and floods are more critical than gradual yield decreases, citing US$470 million in losses from the 2010-11 drought. To address these risks, the Government of Uganda has proposed a US$297 million budget over 15 years for eight adaptation priorities, including irrigation, crop diversification, and micro-insurance.","ai_generated":true,"unit":"cdkn-000816#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"By 2050, overall economic losses for food crops are estimated to be no more than US$1.5 billion, which would represent less than 0.2 percent of the GDP under assumed economic growth.","ai_generated":true,"unit":"cdkn-000816#insight-1","date_modified":"2026-10-23"},{"text":"Climate change impacts on food crops vary by region and crop; the East and North are expected to be most affected. While most of the 11 modelled crops show production reductions, cassava, potato, and sweet potato may see reductions of around 40 percent, whereas millet, sorghum, and pigeon peas are expected to decline by less than 10 percent.","ai_generated":true,"unit":"cdkn-000816#insight-2","date_modified":"2026-10-23"},{"text":"Agricultural exports are highly vulnerable, particularly coffee and tea. A 50% reduction in combined coffee and tea production could result in losses of US$1,400 million by 2050, while a 75% reduction scenario could lead to losses of US$2,100 million.","ai_generated":true,"unit":"cdkn-000816#insight-3","date_modified":"2026-10-23"},{"text":"Extreme weather events pose a more immediate and significant threat than gradual yield declines. The 2010-11 drought caused estimated losses of US$470 million across food crops, cash crops, and livestock, representing 16 percent of the total value of these items in the 2011 GDP.","ai_generated":true,"unit":"cdkn-000816#insight-4","date_modified":"2026-10-23"},{"text":"The Government of Uganda has identified eight adaptation priorities for agriculture with a proposed 15-year budget of approximately US$297 million. These priorities include promoting adaptive crop varieties and livestock breeds, conservation agriculture, sustainable rangeland management, irrigated agriculture, diversification, community-based adaptation, and innovative insurance schemes.","ai_generated":true,"unit":"cdkn-000816#insight-5","date_modified":"2026-10-23"}],"climate_tags":["agriculture","livestock","drought","flood","climate change adaptation","climate finance","agricultural irrigation"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["economic assessment","impact assessment"]},{"id":"cdkn-000817","url":"https://climateinsightsdirectory.org/document/cdkn-000817","title":"Economic Assessment of the Impacts of Climate Change in Uganda","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"fact sheet","language":"en","date_published":null,"source_url":"https://cdkn.org/sites/default/files/files/Uganda_CC-Economics_FACT-SHEET_Energy.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The document analyzes Uganda's energy sector using the LEAP model, predicting a significant biomass deficit by the 2020s. It estimates that climate change could further reduce domestic wood availability by 5-10% by 2050, requiring $5-11 billion in additional LPG expenditures. While hydropower potential may decrease by 26% by 2050, current government expansion plans are deemed sufficient if implemented. The report recommends prioritizing the transition from traditional biomass to LPG and modern energy, noting that the current national adaptation strategy lacks these specific components.","ai_generated":true,"unit":"cdkn-000817#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Uganda's energy supply is currently dominated by traditional biomass, but a significant deficit is projected starting in the 2020s, making a 'Business as Usual' growth scenario unsustainable.","ai_generated":true,"unit":"cdkn-000817#insight-1","date_modified":"2026-10-23"},{"text":"To address the biomass deficit, increasing the use of electricity and LPG for households is feasible, though importing the required LPG over the next 40 years would cost approximately $1.7 billion ($42 million annually).","ai_generated":true,"unit":"cdkn-000817#insight-2","date_modified":"2026-10-23"}],"climate_tags":["biomass","hydropower","energy efficiency","greenhouse gas emissions","energy transition","climate change adaptation"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["economic assessment","predictive modeling"]},{"id":"cdkn-000818","url":"https://climateinsightsdirectory.org/document/cdkn-000818","title":"Economic Assessment of the Impacts of Climate Change in Uganda","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"fact sheet","language":"en","date_published":null,"source_url":"https://cdkn.org/sites/default/files/files/Uganda_CC-Economics_FACT-SHEET_Infrastructure.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The report estimates that ensuring climate-resilient infrastructure in Uganda will cost between US$52-66 million (2015-2020) and US$638-1,157 million (2045-2050), with total costs by 2050 reaching up to US$3 billion under the RCP 8.5 scenario. Residential buildings are identified as the most affected sector, accounting for approximately half of all resilience costs. Regarding extreme events, the report projects that a doubling of event frequency every 25 years could lead to damages of US$738-3,294 million by 2050, representing 0.1-0.3% of GDP. Key adaptation priorities include climate-proofing public buildings and integrating resilient standards into infrastructure planning and risk assessment guidelines.","ai_generated":true,"unit":"cdkn-000818#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The cost of ensuring climate-resilient infrastructure in Uganda is estimated at US$52-66 million for 2015-2020 and US$638-1,157 million for 2045-2050, with new construction representing about 37% of these costs.","ai_generated":true,"unit":"cdkn-000818#insight-1","date_modified":"2026-10-23"},{"text":"Depending on the climate scenario, total infrastructure costs to 2050 are estimated at US$2 billion under RCP4.5 and up to US$3 billion under RCP 8.5.","ai_generated":true,"unit":"cdkn-000818#insight-2","date_modified":"2026-10-23"},{"text":"Buildings account for 92% of resilience costs, with residential buildings representing approximately 50% and public buildings approximately 25%; transport accounts for only 8% due to projected declines in precipitation.","ai_generated":true,"unit":"cdkn-000818#insight-3","date_modified":"2026-10-23"},{"text":"Annual damages from extreme events, currently between US$20-130 million, are projected to rise to US$189-838 million by 2050 if frequency and intensity remain constant. If the frequency of extreme events doubles every 25 years, damages could reach US$738-3,294 million by 2050, or 0.1-0.3% of GDP.","ai_generated":true,"unit":"cdkn-000818#insight-4","date_modified":"2026-10-23"},{"text":"The study identifies three primary adaptation priorities for infrastructure: climate-proofing public buildings, establishing standards for transport and infrastructure planning, and integrating resilient standards into risk assessment guidelines.","ai_generated":true,"unit":"cdkn-000818#insight-5","date_modified":"2026-10-23"}],"climate_tags":["climate change adaptation","extreme weather event","residential building","disaster risk reduction"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["economic assessment","cost-benefit analysis"]},{"id":"cdkn-000819","url":"https://climateinsightsdirectory.org/document/cdkn-000819","title":"Economic Assessment of the Impacts of Climate Change in Uganda","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"fact sheet","language":"en","date_published":null,"source_url":"https://cdkn.org/sites/default/files/files/Uganda_CC-Economics_FACT-SHEET_Water.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document estimates that water demand in Uganda will increase from 408 million cubic meters per year in 2010 to 3,963 million cubic meters per year by 2050, with unmet demand rising to 1,651 million cubic meters per year. The expected economic cost of this unmet demand in 2050 is estimated at 14,558 billion shillings (US$5.5 billion), with the highest losses anticipated in the Lake Victoria, Albert Nile, and Lake Kyoga watersheds. Historical drought data shows significant losses, specifically $250 million in 2005-6 and $1,174 million in 2010-11. Analysis of the Government of Uganda's Costed Adaptation Strategy suggests that investments in water use efficiency, supply for agriculture and industry, and Integrated Water Resources Management would likely generate a 10% rate of return.","ai_generated":true,"unit":"cdkn-000819#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Water demand in Uganda is projected to grow significantly by 2050, with total demand increasing from 408 million cubic meters a year (MCM/y) in 2010 to 3,963 MCM/y. Under climate change, total unmet demand is expected to rise from 3.7 MCM/y to 1,651 MCM/y over the same period.","ai_generated":true,"unit":"cdkn-000819#insight-1","date_modified":"2026-10-23"},{"text":"The estimated economic cost of unmet water demand in 2050 is 14,558 billion shillings (approximately US$5.5 billion), though this is considered a conservative figure that could be ten times higher if income effects on willingness to pay are included. The most severe economic losses are expected in the Lake Kyoga, Albert Nile, and Lake Victoria watersheds.","ai_generated":true,"unit":"cdkn-000819#insight-2","date_modified":"2026-10-23"},{"text":"Past drought events have caused substantial economic damage, with the 2005-6 drought resulting in $250 million in losses and the 2010-11 drought resulting in $1,174 million in losses. These events typically last about 3 years, averaging $237 million in annual damage per event.","ai_generated":true,"unit":"cdkn-000819#insight-3","date_modified":"2026-10-23"},{"text":"An analysis of three programmes within the Government of Uganda's Costed Adaptation Strategy—focusing on water use efficiency, supply for agriculture and industry, and Integrated Water Resources Management—indicates that all three would likely generate a 10% rate of return even with minimal impacts on unmet demand.","ai_generated":true,"unit":"cdkn-000819#insight-4","date_modified":"2026-10-23"}],"climate_tags":["drought","climate finance","Integrated Water Resources Management","agriculture","livestock","aquaculture","forestry","tourism industry"],"geography_discussed":["Lake Victoria","Albert Nile","Lake Kyoga"],"frame_perspective":[],"analysis_type":["economic assessment","impact projection"]},{"id":"cdkn-000822","url":"https://climateinsightsdirectory.org/document/cdkn-000822","title":"Economic Assessment of the Impacts of Climate Change in Uganda Briefing Note","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"briefing","language":"en","date_published":null,"source_url":"https://cdkn.org/sites/default/files/files/Uganda_CC-economics_HEALTH_case-study_Briefing-Note.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document examines the intersection of climate change, population growth, and malaria in Uganda's Tororo and Kabale districts. It projects that the economic costs of malaria in these areas could more than double by 2050, driven by rising temperatures and increased population exposure. The study emphasizes the need for district-specific adaptation strategies, such as Long Lasting Insecticide Nets (LLINs) and Indoor Residential Spraying (IRS), and calls for improved climate-malaria research and cross-ministerial collaboration to maximize health co-benefits.","ai_generated":true,"unit":"cdkn-000822#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The economic costs associated with malaria in the Tororo and Kabale districts are projected to more than double by 2050, driven by both predicted climate changes and population increase.","ai_generated":true,"unit":"cdkn-000822#insight-1","date_modified":"2026-10-23"},{"text":"In Tororo, the annual economic cost of malaria is projected to rise from a 2010 range of US$8.7-221 million to a range of US$20.1-560.5 million by 2050.","ai_generated":true,"unit":"cdkn-000822#insight-2","date_modified":"2026-10-23"},{"text":"In Kabale, the annual economic cost of malaria is projected to increase from a 2010 range of US$0.7-15.8 million to a range of US$1.55-41.7 million by 2050.","ai_generated":true,"unit":"cdkn-000822#insight-3","date_modified":"2026-10-23"},{"text":"Climate projections for 2095 under RCP 4.5 and 8.5 scenarios indicate temperature increases of 1.5 to 3.5°C in Tororo and 3.0 to 4.5°C in Kabale, though average annual rainfall is not predicted to increase in either district.","ai_generated":true,"unit":"cdkn-000822#insight-4","date_modified":"2026-10-23"},{"text":"Adaptation measures such as Long Lasting Insecticide Nets (LLINs) and Indoor Residential Spraying (IRS) show high benefit-to-cost ratios when targeted, but in low-prevalence areas like Kabale, a strategy of surveillance and swift response may be more appropriate.","ai_generated":true,"unit":"cdkn-000822#insight-5","date_modified":"2026-10-23"}],"climate_tags":["malaria","climate change","healthcare sector","climate change adaptation"],"geography_discussed":["South Africa","Ethiopia"],"frame_perspective":[],"analysis_type":["economic assessment","case study","projection"]}]}