{"query_echo":{"q":"","filters":{"geography":["Bihar"]},"warnings":[]},"total":{"value":69,"relation":"eq"},"page":3,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?geography=Bihar&page=3","next":"https://climateinsightsdirectory.org/api/v1/search?geography=Bihar&page=4","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-000616","url":"https://climateinsightsdirectory.org/document/cdkn-000616","title":"Climate and Development Outlook","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"report","language":"en","date_published":"2017-05","source_url":"https://cdkn.org/sites/default/files/files/INDIA_Outlook_May2017.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report details CDKN's work in India to integrate climate change adaptation and mitigation into development planning. Key initiatives include the use of multi-criteria decision analysis (MCDA) for energy and building sectors, the development of Heat Action Plans in cities like Ahmedabad, and the promotion of rural electrification through micro-franchising. The document emphasizes the importance of co-benefits, private sector engagement, and gender sensitivity in achieving resilient growth.","ai_generated":true,"unit":"cdkn-000616#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"CDKN utilizes multi-criteria decision analysis (MCDA) to help India's Nationally Determined Contributions (NDCs) meet sustainable development goals while mitigating climate change, specifically testing the approach in the energy, household cooking, and building sectors.","ai_generated":true,"unit":"cdkn-000616#insight-1","date_modified":"2026-10-23"},{"text":"The Ahmedabad Heat Action Plan 2013, developed following a May 2010 extreme heat event, established risk-reduction strategies such as an early heat-health warning system and advising vulnerable residents to move to shaded areas.","ai_generated":true,"unit":"cdkn-000616#insight-2","date_modified":"2026-10-23"},{"text":"The Micro-franchising for Sustainable Rural Electrification (M-SuRE) pilot, launched in 2014 in Bihar and Uttar Pradesh, has provided electricity to 500 homes and avoids 60 tons of CO2 emissions annually.","ai_generated":true,"unit":"cdkn-000616#insight-3","date_modified":"2026-10-23"},{"text":"Research into scaling private sector financing for energy access indicates that loan guarantees can act as an 'unlocking' mechanism to increase lender confidence, provided they are structured flexibly.","ai_generated":true,"unit":"cdkn-000616#insight-4","date_modified":"2026-10-23"},{"text":"In Uttarakhand, a community-focused climate vulnerability and risk assessment (VRA) led the state government to dedicate 1% of its budget to addressing the identified VRA issues.","ai_generated":true,"unit":"cdkn-000616#insight-5","date_modified":"2026-10-23"},{"text":"CDKN's 'Raising Risk Awareness' project with the World Weather Attribution initiative found that while annual mean temperatures across India are increasing, heat waves are becoming more frequent and intense only in relatively small areas of the country.","ai_generated":true,"unit":"cdkn-000616#insight-6","date_modified":"2026-10-23"}],"climate_tags":["Low carbon development","Nationally Determined Contributions","energy efficiency","renewable energy","solar energy","rural electrification","climate change adaptation","disaster risk reduction","green infrastructure","climate finance"],"geography_discussed":["Ahmedabad","Uttarakhand","Bihar","Uttar Pradesh","Gorakhpur district","Gurgaon","Puri","Bengaluru","Madurai"],"frame_perspective":[],"analysis_type":["case study","program evaluation","policy analysis"]},{"id":"cdkn-000537","url":"https://climateinsightsdirectory.org/document/cdkn-000537","title":"Research from India and Kenya - FULL REPORT 1","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"report","language":"en","date_published":"2017-03","source_url":"https://cdkn.org/sites/default/files/files/Communicating-extreme-weather-event-attribution-FULL-REPORT.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report evaluates how to communicate the link between anthropogenic climate change and extreme weather events, testing various phrasings for probability, frequency, intensity, and uncertainty. Findings indicate that while high-level decision makers often prefer technical percentages and 'probability' terms, the general public finds these confusing, preferring simpler terms like 'worse' or 'more often'. The study highlights significant translation challenges in Swahili and Hindi and recommends that attribution information be downscaled to high spatial resolutions and co-developed with local communication experts and trusted sources, such as national meteorological agencies.","ai_generated":true,"unit":"cdkn-000537#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"High-level decision makers and media in Kenya generally prefer percentage-based information and the term 'chance' to communicate probability, while the general public in Kenya finds probability concepts very difficult to understand.","ai_generated":true,"unit":"cdkn-000537#insight-1","date_modified":"2026-10-23"},{"text":"In India, high-level decision makers prefer the term 'probability' and the use of percentages, whereas the general public showed a preference for the term 'chance'.","ai_generated":true,"unit":"cdkn-000537#insight-2","date_modified":"2026-10-23"},{"text":"Regarding frequency, Kenyan high-level decision makers and media prefer the phrase 'twice as often', while the Indian public found statements using 'lifetime' measurements (e.g., twice in a lifetime now occur 4 times) easiest to understand.","ai_generated":true,"unit":"cdkn-000537#insight-3","date_modified":"2026-10-23"},{"text":"For intensity, 'severity' is the preferred term for high-level decision makers and media in both Kenya and India, but the Kenyan public prefers the simpler term 'worse'.","ai_generated":true,"unit":"cdkn-000537#insight-4","date_modified":"2026-10-23"},{"text":"Uncertainty information is generally viewed as confusing and unnecessary by the majority of stakeholders, particularly the public in Kenya, who may interpret statistical ranges as a lack of evidence or 'guesswork'.","ai_generated":true,"unit":"cdkn-000537#insight-5","date_modified":"2026-10-23"},{"text":"Simplified statements are consistently preferred over technical ones across all stakeholder groups in both countries, particularly for inconclusive results or events that were less severe than predicted.","ai_generated":true,"unit":"cdkn-000537#insight-6","date_modified":"2026-10-23"},{"text":"Visual communication is most effective when using location-specific photographs and 'before and after' comparisons; however, technical elements like confidence indicators and generic climate change icons are frequently found confusing or irrelevant.","ai_generated":true,"unit":"cdkn-000537#insight-7","date_modified":"2026-10-23"},{"text":"National meteorological agencies are the most trusted sources of climate information for high-level decision makers and media in both India and Kenya.","ai_generated":true,"unit":"cdkn-000537#insight-8","date_modified":"2026-10-23"},{"text":"Translation into local languages presents significant hurdles, as terms like 'probability', 'likelihood', and 'chance' often translate to the same word in Swahili, and 'frequency' is difficult to translate into Hindi.","ai_generated":true,"unit":"cdkn-000537#insight-9","date_modified":"2026-10-23"}],"climate_tags":["extreme event attribution","climate change communication","climate variability","climate change adaptation","disaster risk reduction","climate finance"],"geography_discussed":["Bihar","Uttar Pradesh","Kwale County","Turkana County"],"frame_perspective":[],"analysis_type":["comparative study","stakeholder analysis","qualitative research","quantitative research"]},{"id":"cdkn-000557","url":"https://climateinsightsdirectory.org/document/cdkn-000557","title":"Research from India and Kenya - EXECUTIVE SUMMARY","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"executive summary","language":"en","date_published":"2017-03","source_url":"https://cdkn.org/sites/default/files/files/EXECUTIVE-SUMMARY-final.compressed.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document provides guidance on communicating extreme weather event attribution to different stakeholder groups in Kenya and India, focusing on phrasing for probability, frequency, intensity, and uncertainty, as well as the use of visual aids.","ai_generated":true,"unit":"cdkn-000557#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Preferences for communicating probability vary by stakeholder and country: in Kenya, high-level decision makers and media prefer percentages and the term 'chance', while the public finds probability difficult to understand and prefers frequency information. In India, high-level decision makers prefer 'probability' and percentages, media prefer 'chance' and percentages, and the public generally prefers 'chance'.","ai_generated":true,"unit":"cdkn-000557#insight-1","date_modified":"2026-10-23"},{"text":"Regarding frequency, Kenyan high-level decision makers and media prefer the phrase 'twice as often', while the Kenyan public is best reached with simplified statements like 'drought occurs more often because of climate change'. In India, the public found 'frequency… twice in a lifetime' easiest to understand, whereas high-level decision makers had mixed responses, with some preferring 'return time'.","ai_generated":true,"unit":"cdkn-000557#insight-2","date_modified":"2026-10-23"},{"text":"For describing intensity, 'severity' is the preferred term for high-level decision makers and media in both Kenya and India. The Kenyan public prefers the term 'worse', and the Indian public marginally prefers 'strength' and 'worse'.","ai_generated":true,"unit":"cdkn-000557#insight-3","date_modified":"2026-10-23"},{"text":"Uncertainty information is generally found to be confusing and unnecessary for the media and public in both countries and should be excluded for these groups. However, high-level decision makers with statistical or scientific backgrounds prefer precise numerical uncertainty (e.g., '+/- 10%').","ai_generated":true,"unit":"cdkn-000557#insight-4","date_modified":"2026-10-23"},{"text":"Visual communication preferences differ by group: the public prefers photographs and 'before' and 'after' comparisons, while high-level decision makers prefer graphs showing increases in frequency. Complex infographics representing probability or intensity were found to be overwhelming and poorly understood.","ai_generated":true,"unit":"cdkn-000557#insight-5","date_modified":"2026-10-23"},{"text":"There is a high level of interest in extreme event attribution across all stakeholders in both countries, with 41% of all participants responding 'definitely yes' when asked if they wanted to know more.","ai_generated":true,"unit":"cdkn-000557#insight-6","date_modified":"2026-10-23"}],"climate_tags":["extreme event attribution","climate change communication","climate change adaptation"],"geography_discussed":["Bihar","Uttar Pradesh","Kwale County","Turkana County","Rajasthan"],"frame_perspective":[],"analysis_type":["qualitative","quantitative"]},{"id":"gclifun-004765","url":"https://climateinsightsdirectory.org/document/gclifun-004765","title":"Access to Clean Energy (ACE) Fund for Off-grid Energy India","publisher":{"name":"Green Climate Fund","organization":"green-climate-fund"},"document_type":"report","language":"en","date_published":"2016-08-31","source_url":"https://www.greenclimate.fund/sites/default/files/document/17490-access-clean-energy-ace-fund-grid-energy.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The proposal outlines a 25-year program to address financing gaps for off-grid energy (OGE) companies in India. It seeks US$31 million from the Green Climate Fund (GCF) to create a first-loss capital pool and provide technical assistance, complementing a US$100 million revolving credit line anchored by the Indian Renewable Energy Development Agency (IREDA). The facility aims to reduce the high perceived risk of OGE lending, lower interest rates for companies, and replace kerosene use with clean energy in underserved rural and urban areas.","ai_generated":true,"unit":"gclifun-004765#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Approximately 77 million Indian households have little or no grid-based power access, and 20 million more are underserved, with kerosene serving as the primary lighting fuel and causing indoor air pollution.","ai_generated":true,"unit":"gclifun-004765#insight-1","date_modified":"2026-10-23"},{"text":"Off-grid energy (OGE) companies in India struggle to scale due to high upfront capital requirements, high domestic financing costs, and a 'high risk' perception from banks, with current interest rates ranging between 13-18%.","ai_generated":true,"unit":"gclifun-004765#insight-2","date_modified":"2026-10-23"},{"text":"The proposed finance facility consists of two main components: a financial support mechanism featuring a revolving concessional credit facility and a first-loss capital pool, and a technical assistance component for financial institutions.","ai_generated":true,"unit":"gclifun-004765#insight-3","date_modified":"2026-10-23"},{"text":"The financial structure involves a US$100 million revolving credit line, with US$70 million provided as an anchor contribution by IREDA and US$30 million from other domestic investors, supported by a US$30-50 million first-loss capital pool jointly funded by the GCF and the Ministry of New and Renewable Energy (MNRE).","ai_generated":true,"unit":"gclifun-004765#insight-4","date_modified":"2026-10-23"},{"text":"The program aims to address three primary barriers: information asymmetries regarding borrower creditworthiness, limited institutional capacity for risk assessment in the new OGE sector, and restrictive financing structures characterized by short tenors and high rates.","ai_generated":true,"unit":"gclifun-004765#insight-5","date_modified":"2026-10-23"},{"text":"The project targets a mitigation impact where a solar PV based micro grid could avoid 680tCO2e annually per MW of capacity, with each MW of additional capacity serving approximately 834 households.","ai_generated":true,"unit":"gclifun-004765#insight-6","date_modified":"2026-10-23"}],"climate_tags":["distributed generation","photovoltaics","biomass","climate finance","energy access","household air pollution"],"geography_discussed":["Bihar","Madhya Pradesh","Odisha","Uttar Pradesh","West Bengal","Africa"],"frame_perspective":[],"analysis_type":["proposal","financial design"]},{"id":"rmi-000397","url":"https://climateinsightsdirectory.org/document/rmi-000397","title":"Changing Lives with Solar Microgrids","publisher":{"name":"RMI","organization":"rmi"},"document_type":"case study","language":"en","date_published":"2016-08-18","source_url":"https://rmi.org/resources/changing-lives-solar-microgrids/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"EarthSpark International has deployed a 93 kW solar microgrid in Les Anglais, Haiti, providing 24-hour clean power to approximately 2,000 people. The project demonstrates that microgrids can bridge the gap between small solar home systems and traditional grid extension, enabling industrial use and reducing household energy costs by 80%. To overcome technical gaps, EarthSpark developed 'SparkMeter' for customized tariffs and prepay services. Despite logistical hurdles and a lack of clear regulatory frameworks in Haiti, the model aims to scale to 80 microgrids serving 200,000 people over five years.","ai_generated":true,"unit":"rmi-000397#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"EarthSpark International established a 93 kW solar-powered microgrid in Les Anglais, Haiti, which provides clean, reliable electricity to roughly 2,000 people in the town's downtown area.","ai_generated":true,"unit":"rmi-000397#insight-1","date_modified":"2026-10-23"},{"text":"Microgrids are positioned as a cost-effective middle ground between limited solar home systems and expensive traditional grid extensions, providing sufficient power for industrial equipment like motors, freezers, and agricultural processing.","ai_generated":true,"unit":"rmi-000397#insight-2","date_modified":"2026-10-23"},{"text":"To address the lack of suitable metering technology, EarthSpark developed SparkMeter, a system that enables customized tariffs, demand management, and a prepay model similar to mobile phone credits.","ai_generated":true,"unit":"rmi-000397#insight-3","date_modified":"2026-10-23"},{"text":"The microgrid has significantly reduced energy costs for the community: residential users have seen an 80% reduction in household energy budgets (dropping from $13-$16 per month to $2-$3), while business customers have reduced their spending on diesel by 50%.","ai_generated":true,"unit":"rmi-000397#insight-4","date_modified":"2026-10-23"},{"text":"The project faces significant non-technical barriers, including logistical delays at borders and a lack of a clear legal and regulatory framework in Haiti, which complicates the attraction of private investors.","ai_generated":true,"unit":"rmi-000397#insight-5","date_modified":"2026-10-23"}],"climate_tags":["rural electrification","energy access","distributed generation","climate finance","renewable energy"],"geography_discussed":["India","Bihar","East Africa","Nepal","Dominican Republic","Rwanda"],"frame_perspective":[],"analysis_type":["case study"]},{"id":"cdkn-000237","url":"https://climateinsightsdirectory.org/document/cdkn-000237","title":"Strengthening disaster risk management in India: A review of five state disaster management plans","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"report","language":"en","date_published":"2016-07-11","source_url":"https://cdkn.org/resource/strengthening-disaster-risk-management-india-review-state-disaster-management-plans","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The research reviews the SDMPs of Assam, Bihar, Gujarat, Odisha, and Uttarakhand, finding that while they provide a foundation for coordination, they overemphasize response and relief over prevention and risk reduction. The report recommends clarifying institutional responsibilities, innovating financing models, mainstreaming risk reduction across state departments, and better incorporating socioeconomic vulnerabilities and climate change risks into assessments.","ai_generated":true,"unit":"cdkn-000237#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The reviewed state disaster management plans (SDMPs) generally prioritize post-disaster response and relief over the other stages of the disaster management cycle.","ai_generated":true,"unit":"cdkn-000237#insight-1","date_modified":"2026-10-23"},{"text":"To improve disaster risk management, SDMPs need to better integrate the socioeconomic vulnerabilities of marginalized groups, including women and the extreme poor, and account for the escalating risks posed by climate change.","ai_generated":true,"unit":"cdkn-000237#insight-2","date_modified":"2026-10-23"},{"text":"The research identifies several systemic gaps in current SDMPs, including a lack of clear institutional responsibilities, insufficient mainstreaming of risk reduction across state sectors, and a need for better alignment with the Sendai Framework.","ai_generated":true,"unit":"cdkn-000237#insight-3","date_modified":"2026-10-23"}],"climate_tags":["disaster risk reduction","climate change","vulnerability assessment","climate finance"],"geography_discussed":["Assam","Bihar","Gujarat","Odisha","Uttarakhand","Chennai","Tamil Nadu","Phalodi","Rajasthan"],"frame_perspective":[],"analysis_type":["policy review"]},{"id":"cdkn-000945","url":"https://climateinsightsdirectory.org/document/cdkn-000945","title":"Strengthening disaster risk management in India","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"report","language":"en","date_published":"2016-07","source_url":"http://cdkn.org/wp-content/uploads/2016/07/India-disaster-management-web.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report reviews the SDMPs of Assam, Bihar, Gujarat, Odisha, and Uttarakhand, finding that while they are sophisticated in disaster response, they lack sufficient focus on risk reduction, socioeconomic vulnerability, and climate change integration. It recommends clarifying institutional roles, operationalising risk-reduction funds, and aligning state plans more closely with the Sendai Framework for Disaster Risk Reduction 2015–2030.","ai_generated":true,"unit":"cdkn-000945#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"State disaster management plans (SDMPs) in the reviewed states are highly sophisticated regarding disaster response and relief but are significantly weaker in risk reduction and prevention.","ai_generated":true,"unit":"cdkn-000945#insight-1","date_modified":"2026-10-23"},{"text":"There is a lack of clarity in the division of responsibilities at the national level, specifically regarding overlaps between the National Disaster Management Authority, the Ministry of Home Affairs, and the National Institute of Disaster Management in areas of research and relief standards.","ai_generated":true,"unit":"cdkn-000945#insight-2","date_modified":"2026-10-23"},{"text":"Funding for disaster management is heavily skewed toward response; while state disaster response funds are operational, mandated disaster management funds for risk reduction have largely failed to materialise.","ai_generated":true,"unit":"cdkn-000945#insight-3","date_modified":"2026-10-23"},{"text":"Vulnerability assessments in the SDMPs rely heavily on the Vulnerability Atlas of India, which identifies geographic hazard exposure but fails to adequately address the socioeconomic drivers of vulnerability.","ai_generated":true,"unit":"cdkn-000945#insight-4","date_modified":"2026-10-23"},{"text":"Most SDMPs largely ignore climate change projections and the impact of climate variability, with Assam being the only state to substantively reference climate studies and variability in its plan.","ai_generated":true,"unit":"cdkn-000945#insight-5","date_modified":"2026-10-23"},{"text":"Mainstreaming of disaster risk management across government departments is primarily limited to emergency response contingency planning rather than long-term risk reduction.","ai_generated":true,"unit":"cdkn-000945#insight-6","date_modified":"2026-10-23"},{"text":"While SDMPs acknowledge the needs of women and marginalised groups, these considerations are almost exclusively limited to post-disaster response and relief rather than integrated into the full disaster management cycle.","ai_generated":true,"unit":"cdkn-000945#insight-7","date_modified":"2026-10-23"},{"text":"The reviewed SDMPs show general alignment with the objectives of the Sendai Framework for Disaster Risk Reduction 2015–2030, but they lack the baseline data and quantitative targets necessary to measure actual progress.","ai_generated":true,"unit":"cdkn-000945#insight-8","date_modified":"2026-10-23"}],"climate_tags":["disaster risk reduction","climate change adaptation","climate variability","climate finance","social inclusion","early warning system"],"geography_discussed":["New Delhi","Philippines","Gorakhpur","Uttar Pradesh"],"frame_perspective":[],"analysis_type":["policy review","gap analysis"]},{"id":"cdkn-000901","url":"https://climateinsightsdirectory.org/document/cdkn-000901","title":"Gender approaches in climate compatible development: Lessons from India","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"report","language":"en","date_published":"2016-05","source_url":"http://cdkn.org/wp-content/uploads/2016/05/CDKN_India-Gender_report_WEB.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report examines how gender-sensitive programming in urban India can enhance climate resilience and people's empowerment. Using the ACCCRN project in Mahewa ward, Gorakhpur, as a case study, it finds that while the project began as gender-blind, its evolution toward a gender-sensitive implementation phase significantly improved the sustainability of interventions in water, sanitation, and agriculture. The study highlights that urban gender dynamics differ from rural ones due to weaker social cohesion and higher dependence on external services. It concludes that women's active participation as agents of change, rather than mere recipients, drives better outcomes, though deep-seated patriarchal structures and a lack of gender-disaggregated data in planning remain significant barriers.","ai_generated":true,"unit":"cdkn-000901#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Gender-sensitive approaches in urban contexts differ from rural ones because urban residents face weaker social cohesion, a higher likelihood of flooding due to poor infrastructure, and greater food insecurity due to market dependence.","ai_generated":true,"unit":"cdkn-000901#insight-1","date_modified":"2026-10-23"},{"text":"Women's active participation was critical to the sustainability and effectiveness of the ACCCRN project; project members estimated that without women, outcomes would have been only 10–20% of what was achieved.","ai_generated":true,"unit":"cdkn-000901#insight-2","date_modified":"2026-10-23"},{"text":"The ACCCRN project achieved tangible improvements in urban resilience through gender-sensitive implementation, including increased child immunisation rates, improved access to potable water, and the adoption of climate-resilient agricultural techniques.","ai_generated":true,"unit":"cdkn-000901#insight-3","date_modified":"2026-10-23"},{"text":"Women in Mahewa ward face significant cultural and social barriers, including restricted mobility and patriarchal norms, which can lead to domestic violence if they participate in community meetings against their husbands' wishes.","ai_generated":true,"unit":"cdkn-000901#insight-4","date_modified":"2026-10-23"},{"text":"The project observed that women are often more proactive, risk-taking, and willing to experiment with new solutions compared to men in urban settings, who may show more indifference or suspicion toward development projects.","ai_generated":true,"unit":"cdkn-000901#insight-5","date_modified":"2026-10-23"},{"text":"While the ACCCRN project improved women's confidence and leadership—leading some to run for Municipal Corporation elections—it failed to transform fundamental gender relations regarding the control of household finances.","ai_generated":true,"unit":"cdkn-000901#insight-6","date_modified":"2026-10-23"}],"climate_tags":["Low carbon development","gender equality","urban resilience","climate change adaptation","Climate-smart agriculture","disaster risk reduction","food security"],"geography_discussed":["Bihar","Almora","Puri","Peru","Kenya"],"frame_perspective":[],"analysis_type":["case study","gender analysis","policy review"]},{"id":"iisd-003398","url":"https://climateinsightsdirectory.org/document/iisd-003398","title":"Reforming Kerosene Subsidies in India","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2016-04","source_url":"https://www.iisd.org/system/files/publications/reforming-kerosene-subsidies-india.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report argues that India's kerosene subsidy program is highly inefficient due to significant leakages and poor service quality. It proposes replacing these subsidies with targeted support for solar-based lighting in rural areas and liquefied petroleum gas (LPG) for urban-poor households, asserting that such a transition would be economically beneficial for both the government and the beneficiaries.","ai_generated":true,"unit":"iisd-003398#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The distribution of subsidized kerosene through the Public Distribution System (PDS) is marred by high leakage, with only 49 per cent of the fuel actually reaching households at the subsidized price and about 34 per cent never reaching them at all.","ai_generated":true,"unit":"iisd-003398#insight-1","date_modified":"2026-10-23"},{"text":"Kerosene use differs significantly by geography: in rural India, it is primarily used for lighting, while in urban areas, it is predominantly used for cooking.","ai_generated":true,"unit":"iisd-003398#insight-2","date_modified":"2026-10-23"},{"text":"Transitioning rural households from kerosene to alternative lighting solutions could result in net annual savings for the government between INR 8,000 and 12,000 crore over the lifetime of the alternatives.","ai_generated":true,"unit":"iisd-003398#insight-3","date_modified":"2026-10-23"},{"text":"Shifting urban-poor households from subsidized kerosene to subsidized LPG for cooking would increase government expenditure by approximately INR 600 crore per year, but would improve overall social welfare and eliminate the health risks of kerosene.","ai_generated":true,"unit":"iisd-003398#insight-4","date_modified":"2026-10-23"},{"text":"Direct Benefit Transfer for Kerosene (DBT-K) is viewed as limited in its potential because it does not address the inefficiency of the fuel itself and may exclude low-income households who lack access to banking services.","ai_generated":true,"unit":"iisd-003398#insight-5","date_modified":"2026-10-23"},{"text":"The adoption of alternative lighting in rural areas is hindered by high upfront costs, poor after-sale service, and a market-driven approach that excludes the poorest households.","ai_generated":true,"unit":"iisd-003398#insight-6","date_modified":"2026-10-23"},{"text":"Urban-poor households face specific barriers to LPG adoption, including bureaucratic hurdles regarding address proof in unauthorized slums, high connection costs, and the unaffordability of large 14.2 kg cylinders for daily wage earners.","ai_generated":true,"unit":"iisd-003398#insight-7","date_modified":"2026-10-23"},{"text":"A successful transition would require the rehabilitation of kerosene wholesale dealers and retailers, such as granting urban dealers licenses for small (2-5 kg) LPG cylinders or providing rural dealers with training to enter the off-grid sector.","ai_generated":true,"unit":"iisd-003398#insight-8","date_modified":"2026-10-23"}],"climate_tags":["energy access","clean cooking","household air pollution"],"geography_discussed":["Kanpur","Bengaluru","Uttar Pradesh","Bihar","Jharkhand","Odisha","West Bengal","Madhya Pradesh","Maharashtra","Manipur","Assam","Nagaland","Gujarat","New Delhi","Karnataka"],"frame_perspective":[],"analysis_type":["economic analysis","policy assessment","field study"]},{"id":"iisd-000905","url":"https://climateinsightsdirectory.org/document/iisd-000905","title":"Re-Distributing Up: How fuel subsidy policy has short-changed Bihar","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"research paper","language":"en","date_published":"2015-10-28","source_url":"https://www.iisd.org/articles/insight/re-distributing-how-fuel-subsidy-policy-has-short-changed-bihar","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report examines the distribution of centrally financed fuel subsidies in India, highlighting a significant disparity where Bihar, one of the poorest states, consistently receives the lowest per capita transfers for diesel, LPG, and kerosene compared to wealthier states like Haryana, Delhi, and Gujarat.","ai_generated":true,"unit":"iisd-000905#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Bihar has consistently been the lowest per capita recipient of total fuel subsidy transfers among all Indian states and union territories over the last decade. In the 2013/14 fiscal year, Bihar's average per capita transfer was INR 602, significantly lower than Haryana (INR 2,556), Delhi (INR 1,967), and Punjab (INR 1,912).","ai_generated":true,"unit":"iisd-000905#insight-1","date_modified":"2026-10-23"},{"text":"Specific fuel subsidies show extreme disparities: in FY 2013/14, Bihar received less than 10% of the per capita diesel subsidy received by Haryana (INR 175 vs INR 1,770) and less than a sixth of the LPG subsidy received by Delhi (INR 170 vs INR 1,340).","ai_generated":true,"unit":"iisd-000905#insight-2","date_modified":"2026-10-23"},{"text":"Even for subsidized kerosene, which is directly determined by the central government, wealthier states received higher allocations than Bihar; for example, Gujarat received INR 371 per person compared to Bihar's INR 257.","ai_generated":true,"unit":"iisd-000905#insight-3","date_modified":"2026-10-23"},{"text":"The scale of under-funding is massive; to achieve parity with Haryana's subsidy transfers for the three years ending March 2014, Bihar would have required an additional compensatory transfer of INR 74,008 crore (USD 11.4 billion), or INR 6,859 per person.","ai_generated":true,"unit":"iisd-000905#insight-4","date_modified":"2026-10-23"}],"climate_tags":["diesel fuel","fiscal policy"],"geography_discussed":["Haryana","Delhi","Punjab","Goa","Jharkhand","Gujarat"],"frame_perspective":[],"analysis_type":["fiscal analysis","comparative study"]},{"id":"cdkn-000437","url":"https://climateinsightsdirectory.org/document/cdkn-000437","title":"IPCC AR5 – what it means for a stronger, more inclusive India","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"report","language":"en","date_published":"2014-08-06","source_url":"https://cdkn.org/sites/default/files/files/CDKN-IPCC-India-launch-event-report.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The event, organized by TERI in cooperation with the IPCC and CDKN, focused on India's vulnerability to climate change and the need for urgent adaptation and mitigation. Key discussions highlighted the risk of increased monsoon intensity and decreased rainy days, the threat of climate change as a 'threat multiplier' for India's poor rural population, and the potential for low-carbon economic growth. Speakers emphasized the importance of science, technology, and energy efficiency, while noting that the global carbon budget has already been halved.","ai_generated":true,"unit":"cdkn-000437#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The IPCC AR5 indicates that half of the global carbon budget has already been exhausted, necessitating urgent action.","ai_generated":true,"unit":"cdkn-000437#insight-1","date_modified":"2026-10-23"},{"text":"Climate projections for India suggest that while the total volume of monsoon rains may increase, the number of rainy days will likely decrease and their intensity will increase. This, combined with higher night time temperatures, could negatively impact rice yields between 2081 and 2100.","ai_generated":true,"unit":"cdkn-000437#insight-2","date_modified":"2026-10-23"},{"text":"India's large, poor, and natural resource-dependent rural population faces non-climate stressors that are exacerbated by climate change, which acts as a 'threat multiplier'.","ai_generated":true,"unit":"cdkn-000437#insight-3","date_modified":"2026-10-23"}],"climate_tags":["climate change","climate change adaptation","climate change mitigation","Low carbon development","energy efficiency","carbon budget","food security","climate finance","green growth","carbon capture and storage","carbon price"],"geography_discussed":["South Asia","Africa","New Delhi","Bihar","Punjab"],"frame_perspective":[],"analysis_type":["event summary"]},{"id":"iisd-002873","url":"https://climateinsightsdirectory.org/document/iisd-002873","title":"Power, Gender and Fossil-Fuel Subsidy Reform in India","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"research paper","language":"en","date_published":"2014-05","source_url":"https://www.iisd.org/gsi/sites/default/files/ffs_india_gender_may_2014.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report examines how the removal of fossil-fuel subsidies for LPG, kerosene, diesel, and electricity affects men and women differently in India. It finds that current subsidies largely fail rural women, who rely heavily on biomass, and that shifting to cash transfers via bank accounts creates barriers for women due to lower financial inclusion. The author argues for gender-responsive budgeting and targeted interventions to prevent women from reverting to dirtier fuels while promoting their empowerment.","ai_generated":true,"unit":"iisd-002873#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Fossil-fuel subsidies in India have historically provided minimal benefit to rural women, as 66 per cent of the population still relies on biomass for cooking, and a quarter of the population lacks electricity.","ai_generated":true,"unit":"iisd-002873#insight-1","date_modified":"2026-10-23"},{"text":"Reform of LPG subsidies is likely to have a small direct impact on poor rural women who do not use it, but will affect wealthier women in urban areas; however, there is a risk that some women may shift back to biomass fuels if prices increase.","ai_generated":true,"unit":"iisd-002873#insight-2","date_modified":"2026-10-23"},{"text":"Kerosene subsidy reform would have a small impact on rural women using it for lighting, but a more significant impact on urban women who use it for cooking.","ai_generated":true,"unit":"iisd-002873#insight-3","date_modified":"2026-10-23"},{"text":"Direct Benefit Transfer (DBT) schemes for LPG and kerosene are hindered by gender inequality in financial access; only 26.5 per cent of women had formal financial accounts in 2011 compared to 43.7 per cent of men.","ai_generated":true,"unit":"iisd-002873#insight-4","date_modified":"2026-10-23"},{"text":"Indirect impacts of diesel subsidy reform primarily affect the poor through increased food prices, which may disproportionately impact women as the primary managers of household food resources.","ai_generated":true,"unit":"iisd-002873#insight-5","date_modified":"2026-10-23"},{"text":"Electricity subsidy reform in states like Gujarat and West Bengal has led to increased water prices and reduced access for poor farmers; this heavily impacts women, who make up 65 per cent of the agricultural labour force.","ai_generated":true,"unit":"iisd-002873#insight-6","date_modified":"2026-10-23"},{"text":"Indian energy policy and the Twelfth Five-Year Plan largely ignore the energy needs of rural women, specifically regarding the hazards and drudgery of collecting and using biomass fuels.","ai_generated":true,"unit":"iisd-002873#insight-7","date_modified":"2026-10-23"},{"text":"Empowering women through access to credit, land, and decision-making power is linked to a higher likelihood of households switching to cleaner cooking fuels.","ai_generated":true,"unit":"iisd-002873#insight-8","date_modified":"2026-10-23"}],"climate_tags":["fossil fuel subsidy","energy transition","biomass","gender equality","household air pollution"],"geography_discussed":["Delhi","Bihar","Odisha","Mysore","Alwar district","Rajasthan","Maharashtra","Gujarat","West Bengal"],"frame_perspective":[],"analysis_type":["policy analysis","gender analysis","socio-economic impact assessment"]},{"id":"iisd-002875","url":"https://climateinsightsdirectory.org/document/iisd-002875","title":"SUBSIDIES TO LIQUEFIED PETROLEUM GAS IN INDIA","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2014-03","source_url":"https://www.iisd.org/gsi/sites/default/files/ffs_india_lpg_overview_2014.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report finds that India's LPG subsidy system is highly regressive, primarily benefiting wealthy urban households while the poorest fifth of the population receives less than 1% of the total direct subsidy. While an initial household cylinder cap of six in September 2012 temporarily limited subsidy growth and improved distribution, subsequent increases of the cap to nine and then 12 cylinders effectively reversed these gains. The Direct Benefit Transfer (DBT) program is criticized for failing to decouple subsidy receipt from fuel consumption and for introducing administrative inefficiencies without improving equity or fiscal responsibility.","ai_generated":true,"unit":"iisd-002875#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"LPG subsidies in India are highly regressive, with the top 20% of the population by consumption expenditure receiving 60% of the total direct subsidy, while the bottom 20% receive only 0.8%.","ai_generated":true,"unit":"iisd-002875#insight-1","date_modified":"2026-10-23"},{"text":"The introduction of a six-cylinder household cap in September 2012 successfully limited subsidy expenditure growth and improved social distribution, but these effects were undone by subsequent increases of the cap to nine and then 12 cylinders by January 2014.","ai_generated":true,"unit":"iisd-002875#insight-2","date_modified":"2026-10-23"},{"text":"The Direct Benefit Transfer (DBT) for LPG program is viewed as an ineffective tool for equity or fiscal responsibility because it does not decouple the subsidy from fuel consumption and maintains the regressive distribution of the existing system.","ai_generated":true,"unit":"iisd-002875#insight-3","date_modified":"2026-10-23"},{"text":"India's LPG subsidy expenditure is driven by both direct budgetary subsidies and OMC under-recoveries, with the latter increasing significantly due to domestic currency depreciation and high international oil prices; in FY 2012/13, under-recoveries for domestic LPG reached INR 39,558 crore.","ai_generated":true,"unit":"iisd-002875#insight-4","date_modified":"2026-10-23"},{"text":"LPG distribution and subsidy benefits are heavily skewed toward urban areas and specific states; Maharashtra, Andhra Pradesh, Uttar Pradesh, Tamil Nadu, and Karnataka together receive approximately half of all subsidy transfers.","ai_generated":true,"unit":"iisd-002875#insight-5","date_modified":"2026-10-23"},{"text":"Efforts to clean up the subsidy system through connection validation resulted in the blocking of approximately 3.2 million irregular connections by May 2012 and at least 13.3 million unused and duplicate connections by mid-November 2012.","ai_generated":true,"unit":"iisd-002875#insight-6","date_modified":"2026-10-23"}],"climate_tags":["fossil fuel subsidy","energy transition","energy access","fiscal policy","social equity"],"geography_discussed":["Maharashtra","Andhra Pradesh","Uttar Pradesh","Tamil Nadu","Karnataka","Delhi","Bihar"],"frame_perspective":[],"analysis_type":["policy evaluation","fiscal analysis","distributional analysis"]},{"id":"sei-001716","url":"https://climateinsightsdirectory.org/document/sei-001716","title":"FACT SHEET","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"fact sheet","language":"en","date_published":"2014","source_url":"https://www.sei.org/mediamanager/documents/Publications/sei-fs-2013-ecosan-bihar-v2.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The SEI/WASHi project implemented five pilot sites in Bihar, India, to demonstrate sustainable, dry sanitation systems (ecosan) that treat human excreta for use as agricultural fertilizer. The project addressed flood-prone conditions, gender-specific hygiene needs—particularly menstruation management—and established the state's only nutrient-testing laboratory in Patna. Agricultural trials showed that urine-fertilized plots produced yields equal to or better than those using commercial NPK fertilizer. The initiative aimed to influence state policy and contribute to Millennium Development Goals by providing low-cost alternatives to agricultural chemicals and improving public health.","ai_generated":true,"unit":"sei-001716#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Bihar is highly vulnerable to flooding and lacks adequate sanitation, with only 27% of households possessing their own toilet and 13% having their own bathroom, compared to a national rate that is double Bihar's access.","ai_generated":true,"unit":"sei-001716#insight-1","date_modified":"2026-10-23"},{"text":"The project utilized an ecological sanitation (ecosan) approach using dry systems to collect and treat human excreta for use as soil conditioners and agricultural fertilizers, which is suitable for water-scarce and flood-prone areas.","ai_generated":true,"unit":"sei-001716#insight-2","date_modified":"2026-10-23"},{"text":"Agricultural trials in Bind Block, Nalanda District, demonstrated that crops fertilized with harvested urine achieved yields that were equal to or better than those treated with commercial NPK fertilizer.","ai_generated":true,"unit":"sei-001716#insight-3","date_modified":"2026-10-23"},{"text":"A survey revealed critical gaps in menstruation hygiene for women and girls in Bihar, with 87% of those surveyed only having access to public pumps for washing and approximately 75% reporting menstruation-related health problems.","ai_generated":true,"unit":"sei-001716#insight-4","date_modified":"2026-10-23"},{"text":"The project established a state-of-the-art water- and nutrient-testing laboratory in Patna, which is currently the only facility in Bihar providing nutrient-testing services.","ai_generated":true,"unit":"sei-001716#insight-5","date_modified":"2026-10-23"},{"text":"Five distinct pilot sites were implemented to test various ecosan applications: modified urine-diverting dry toilets (UDDTs) in Rupauliya village; a community complex using the Swedish CompostEra system in Mohaddipur village; an education-focused facility at the Tarumitra Bio-reserve; agricultural trials in Bind Block; and school facilities with an incinerator for sanitary padding at Prakash Elementary School.","ai_generated":true,"unit":"sei-001716#insight-6","date_modified":"2026-10-23"}],"climate_tags":["water scarcity","water quality"],"geography_discussed":["India","Rupauliya","Mohaddipur","Patna","Bind Block","Maner"],"frame_perspective":[],"analysis_type":["action-research","pilot project","comparative trial"]},{"id":"sei-001719","url":"https://climateinsightsdirectory.org/document/sei-001719","title":"FACT SHEET","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"fact sheet","language":"en","date_published":"2014","source_url":"https://www.sei.org/mediamanager/documents/Publications/sei-fs-2014-biharecosan-bind.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The project implemented urine-harvesting urinals at a school and administrative office in Bind Block, Bihar, and conducted field trials to compare treated urine with NPK chemical fertilizers. Results showed that urine provided similar or better crop yields for vegetables and fruits, while offering a free alternative that could save a family approximately 4,000 rupees annually. By framing urine as a valuable resource rather than waste, the project aimed to overcome social and caste-based barriers to sanitation adoption in rural India.","ai_generated":true,"unit":"sei-001719#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Agricultural field trials demonstrated that treated urine is a safe and effective substitute for commercial NPK fertilizers, producing similar or superior yields across various crops including cabbage, aubergine, chillies, tomato, and okra.","ai_generated":true,"unit":"sei-001719#insight-1","date_modified":"2026-10-23"},{"text":"Human urine is a nutrient-rich resource; the annual combined excreta of one family contains plant nutrients roughly equivalent to 50 kg of urea and 50 kg of NPK, with urine containing about 90% of the nitrogen, 65% of the phosphorus, and 73% of the potassium.","ai_generated":true,"unit":"sei-001719#insight-2","date_modified":"2026-10-23"},{"text":"The project successfully used the economic value of urine to overcome social and attitudinal barriers to sanitation, specifically the traditional association of excreta handling with low-caste Dalits.","ai_generated":true,"unit":"sei-001719#insight-3","date_modified":"2026-10-23"},{"text":"To ensure safety and comply with World Health Organization guidelines for the local climate in Bind, urine was stored in 500-litre collection tanks for at least one month before application.","ai_generated":true,"unit":"sei-001719#insight-4","date_modified":"2026-10-23"}],"climate_tags":["crop yield","water quality"],"geography_discussed":["Nalanda district","Patna","Mohaddipur","Bihar Sharif"],"frame_perspective":[],"analysis_type":["pilot project evaluation","agricultural field trial"]},{"id":"sei-001720","url":"https://climateinsightsdirectory.org/document/sei-001720","title":"FACT SHEET Project name: Sustainable sanitation pilot project","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"fact sheet","language":"en","date_published":"2014","source_url":"https://www.sei.org/mediamanager/documents/Publications/sei-fs-2014-biharecosan-burmitola.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","geography_discussed","analysis_type"],"summary":{"text":"The Sustainable sanitation pilot project in Burmi Tola, Bihar, implemented urine-diverting dry toilets (UDDT) to address the health and environmental risks of open defecation in a flood-prone area. The project installed units for 31 of 37 households in Burmi Tola and 7 in Rupauliya, utilizing a cost-sharing model where the project funded waterproofed substructures and households provided labor and superstructures. Despite initial resistance, the project gained momentum through community mobilization, the support of local officials, and agricultural trials demonstrating the effectiveness of 'humanure'. Key outcomes include improved health, better menstrual hygiene management for women and girls, and interest from approximately 55 households in neighboring communities.","ai_generated":true,"unit":"sei-001720#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The project implemented a urine-diverting dry toilet (UDDT) model featuring a raised squatting platform approximately 0.9 metres above ground with two separate chambers for faeces and jerry cans for urine collection, specifically designed to be flood-resistant.","ai_generated":true,"unit":"sei-001720#insight-1","date_modified":"2026-10-23"},{"text":"Installation was achieved through a shared responsibility model: the project funded the waterproofed substructure, while households provided the plinth, sand, labor, and the superstructure.","ai_generated":true,"unit":"sei-001720#insight-2","date_modified":"2026-10-23"},{"text":"Initial community resistance—including a preference for waterborne toilets or continued open defecation—was overcome by the involvement of a community mobilizer, support from influential figures like the district magistrate, and agricultural trials comparing treated urine to chemical fertilizers.","ai_generated":true,"unit":"sei-001720#insight-3","date_modified":"2026-10-23"},{"text":"The project provided significant benefits to women and girls by improving privacy for menstruation hygiene management (MHM) and removing the need to restrict food and drink intake to avoid open defecation.","ai_generated":true,"unit":"sei-001720#insight-4","date_modified":"2026-10-23"},{"text":"The pilot resulted in reported health improvements, including fewer sicknesses and reduced medical spending, and sparked interest in approximately 55 households from neighboring communities.","ai_generated":true,"unit":"sei-001720#insight-5","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":["Rupauliya"],"frame_perspective":[],"analysis_type":["case study"]},{"id":"sei-001721","url":"https://climateinsightsdirectory.org/document/sei-001721","title":"Piloting Enclosed Long-Term Composting in an Indian Village","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"fact sheet","language":"en","date_published":"2014","source_url":"https://www.sei.org/mediamanager/documents/Publications/sei-fs-2014-biharecosan-mohaddipur.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","geography_discussed","analysis_type"],"summary":{"text":"The pilot project in Mohaddipur, Bihar, introduced enclosed long-term composting (ELTC) technology to provide a community sanitation complex and produce 'humanure' fertilizer. The system was adapted for the Indian context by incorporating anal-cleansing water and replacing peat with coconut fibre. While the facility is widely used by the 21 local households and has attracted government interest for replication in Bihar Sharif, challenges remain regarding long-term funding for maintenance and community ownership.","ai_generated":true,"unit":"sei-001721#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The project introduced enclosed long-term composting (ELTC) to India for the first time, adapting a system from northern Europe and North America to facilitate the safe reuse of human excreta as agricultural fertilizer.","ai_generated":true,"unit":"sei-001721#insight-1","date_modified":"2026-10-23"},{"text":"To adapt the CompostEra ELTC design for the Indian setting, the project directed water from anal cleansing into the processing chamber and substituted peat in the starter/processing bed with coconut fibre.","ai_generated":true,"unit":"sei-001721#insight-2","date_modified":"2026-10-23"},{"text":"The ELTC system produces a liquid fertilizer called 'fertila' through bacterial oxidation of urine and washing water, while solids decompose via composting worms in a chamber designed to last over 30 years without emptying.","ai_generated":true,"unit":"sei-001721#insight-3","date_modified":"2026-10-23"},{"text":"The pilot achieved high adoption among the 21 households in Mohaddipur, though establishing a sustainable funding model for cleaning and maintenance remains an unresolved challenge.","ai_generated":true,"unit":"sei-001721#insight-4","date_modified":"2026-10-23"},{"text":"The project's success led to interest from government officials, resulting in the replication of the ELTC system using state funds in a slum area in Bihar Sharif.","ai_generated":true,"unit":"sei-001721#insight-5","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":["Bihar Sharif","Bind Block"],"frame_perspective":[],"analysis_type":["pilot project evaluation","technology adaptation"]},{"id":"sei-001722","url":"https://climateinsightsdirectory.org/document/sei-001722","title":"FACT SHEET Project name: Setting up a non-profit water and nutrient-testing laboratory","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"fact sheet","language":"en","date_published":"2014","source_url":"https://www.sei.org/mediamanager/documents/Publications/sei-fs-2014-biharecosan-patnalab.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Shree Krishna Gyan Mandir Water and Nutrient Testing Laboratory and Research Centre was opened in August 2013 in Patna, Bihar, through a collaboration between the Stockholm Environment Institute (SEI) and the Water, Sanitation and Hygiene Institute (WASHi). The non-profit facility provides high-standard analyses of water quality and the nutrient content of 'humanure' products—including treated urine, greywater, and liquid from composting toilets—to provide scientific credibility for ecological sanitation (ecosan) models. The laboratory follows National Rural Drinking Water Programme (NRDWP) guidelines, can perform 30 analyses per day, and offers services to civil society, schools, and communities to support water conservation and public health. Initial findings from the lab have confirmed the presence of arsenic in wells across Bihar. To ensure long-term sustainability, the laboratory employs a cost-recovery tariff for operational expenses and offers training courses, while seeking statutory accreditation to increase its professional status and client base.","ai_generated":true,"unit":"sei-001722#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Shree Krishna Gyan Mandir Water and Nutrient Testing Laboratory and Research Centre, opened in mid-August 2013 in Patna, provides a unique service in Bihar by testing the nutrient content of 'humanure' products (treated urine, greywater, and liquid from composting toilets) to compare them with commercial agricultural chemicals.","ai_generated":true,"unit":"sei-001722#insight-1","date_modified":"2026-10-23"},{"text":"The laboratory supports the broader goal of embedding sustainable sanitation in state policy by providing scientific credibility to ecological sanitation (ecosan) claims, where excreta are treated for reuse as soil conditioner and fertilizer.","ai_generated":true,"unit":"sei-001722#insight-2","date_modified":"2026-10-23"},{"text":"Initial water testing conducted by the facility has identified the presence of arsenic in wells within communities throughout Bihar.","ai_generated":true,"unit":"sei-001722#insight-3","date_modified":"2026-10-23"},{"text":"To maintain financial viability and retain personnel, the laboratory uses a tariff based on operational costs, supplements income through training courses for schools, and is pursuing statutory accreditation to meet client demand.","ai_generated":true,"unit":"sei-001722#insight-4","date_modified":"2026-10-23"}],"climate_tags":["water quality","wastewater treatment","water scarcity"],"geography_discussed":["India"],"frame_perspective":[],"analysis_type":["project report","fact sheet"]},{"id":"sei-001723","url":"https://climateinsightsdirectory.org/document/sei-001723","title":"Sustainable sanitation pilot project","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"fact sheet","language":"en","date_published":"2014","source_url":"https://www.sei.org/mediamanager/documents/Publications/sei-fs-2014-biharecosan-tarumitra.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The pilot project at the Tarumitra Bio-reserve in Patna, Bihar, established an ecological sanitation (ecosan) complex featuring urine-diverting dry toilets (UDDTs) and waterless urinals. The facility separates waste into three streams—urine, greywater, and faeces—allowing for the safe reuse of human excreta as organic fertilizer and soil conditioner for crops such as mustard, onion, potato, cabbage, and chickpea. The complex incorporates sustainable design elements including solar panels for lighting, natural ventilation, and the use of campus materials for construction. By integrating the facility into an environmental education centre, the project uses visual materials and presentations to overcome user apprehension and promote the principles of closed-loop systems. Tarumitra has since become a local knowledge node, providing expert support for other initiatives, such as a pilot project at the nearby Prakash School.","ai_generated":true,"unit":"sei-001723#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The ecosan complex utilizes a system that separates waste into three distinct streams: urine and greywater are collected in a dedicated tank, faeces are held in processing chambers, and anal-cleansing water is filtered through sand before entering a field.","ai_generated":true,"unit":"sei-001723#insight-1","date_modified":"2026-10-23"},{"text":"The project demonstrates the agricultural utility of 'humanure', with treated urine being used as an organic fertilizer for crops including chickpea, cabbage, potato, onion, and mustard, alongside ongoing research into its use as a pesticide.","ai_generated":true,"unit":"sei-001723#insight-2","date_modified":"2026-10-23"},{"text":"The facility incorporates several sustainable and inclusive design features, such as solar panels for lighting, natural ventilation, and the installation of ceiling-suspended ropes to assist users with mobility difficulties in squatting or rising.","ai_generated":true,"unit":"sei-001723#insight-3","date_modified":"2026-10-23"},{"text":"To address initial visitor apprehension regarding the use of ecosan toilets, the project implemented the use of visual materials and presentations to explain the benefits of closed-loop systems.","ai_generated":true,"unit":"sei-001723#insight-4","date_modified":"2026-10-23"}],"climate_tags":["water conservation","solar energy"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["case study"]},{"id":"sei-002547","url":"https://climateinsightsdirectory.org/document/sei-002547","title":"FACT SHEET Project name: Demonstration of integration water, sanitation and hygiene facility in a school","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"fact sheet","language":"en","date_published":"2014","source_url":"https://www.sei.org/mediamanager/documents/Publications/sei-fs-2014-biharecosan-prakashschool.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The project installed urine-diverting dry toilets, waterless urinals, and a sanitary napkin incinerator at Prakash Elementary School to address inadequate sanitation and menstrual hygiene management. While the facilities improved school attendance for girls and increased student awareness of water saving, the project faced challenges regarding the maintenance of facilities and the acceptance of treated excreta for agricultural reuse.","ai_generated":true,"unit":"sei-002547#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The project addressed critical gaps in menstrual hygiene management (MHM) for girls in Bihar, where a survey indicated that approximately 87% of women and girls lacked private facilities and had to use public pumps for washing. To resolve this, the project installed an incinerator for sanitary napkins, allowing for private and hygienic disposal, which reduced obstacles to girls' school attendance.","ai_generated":true,"unit":"sei-002547#insight-1","date_modified":"2026-10-23"},{"text":"The pilot implemented specific ecological sanitation (ecosan) infrastructure, including four two-chambered urine-diverting dry toilets (two for boys and two for girls), 11 waterless urinals, and a rainwater harvesting system that channels roof water to a storage tank for the school's kitchen garden.","ai_generated":true,"unit":"sei-002547#insight-2","date_modified":"2026-10-23"},{"text":"Implementation faced two primary challenges: the maintenance of facilities and the acceptance of reusing treated human excreta. Maintenance issues were attributed to the fact that school staff used separate waterborne toilets and traditional caste-based associations with sanitation work; the school subsequently hired a cleaner to address this. Regarding ecosan, while urine is currently infiltrated into the kitchen garden, the school has not yet fully adopted the reuse of treated faecal matter.","ai_generated":true,"unit":"sei-002547#insight-3","date_modified":"2026-10-23"},{"text":"The project increased student understanding of environmental protection and water conservation. Post-installation interviews showed that female students had a stronger grasp of the value of 'humanure' in agriculture and the risks associated with open defecation compared to male students and staff.","ai_generated":true,"unit":"sei-002547#insight-4","date_modified":"2026-10-23"}],"climate_tags":["water conservation","rainwater harvesting"],"geography_discussed":["Patna","Maner","Tamil Nadu"],"frame_perspective":[],"analysis_type":["case study","pilot project evaluation"]}]}