{"query_echo":{"q":"","filters":{"geography":["Kerala"]},"warnings":[]},"total":{"value":33,"relation":"eq"},"page":2,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?geography=Kerala&page=2","stability":"beta","ai_marking":{"digital_source_type":{"uri":"http://cv.iptc.org/newscodes/digitalsourcetype/trainedAlgorithmicMedia","name":"Created using Generative AI"},"notice":"Summary and key insights are generated using artificial intelligence."},"results":[{"id":"wri-001350","url":"https://climateinsightsdirectory.org/document/wri-001350","title":"Land Accelerator South Asia 2021 Business Leaders Restoring Farms and Forests","publisher":{"name":"World Resources Institute","organization":"world-resources-institute"},"document_type":"case study","language":"en","date_published":"2021","source_url":"https://files.wri.org/d8/s3fs-public/2022-10/land-accelerator-business-leaders-restoration-booklet-2022.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Land Accelerator South Asia program, launched by the World Resources Institute (WRI) in 2020, supports entrepreneurs developing business models to restore degraded lands. The 2021 cohort grew to 58 entrepreneurs, with women's participation increasing from 13% in 2020 to 31% in 2021. The program provides mentorship, grants, and connections to impact investors to scale solutions in sustainable agriculture, agroforestry, and agritech. This booklet highlights eleven specific startups, detailing their technological solutions—such as AI-based weeding robots, drone-based precision agriculture, and bio-economic waste conversion—and their reported socio-economic and environmental impacts, including increased farmer incomes and carbon sequestration.","ai_generated":true,"unit":"wri-001350#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Land Accelerator South Asia program expanded significantly between its first and second years, growing from 15 restoration businesses in 2020 to 58 entrepreneurs in 2021.","ai_generated":true,"unit":"wri-001350#insight-1","date_modified":"2026-10-23"},{"text":"There was a notable increase in the participation of women entrepreneurs in the program, rising from approximately 13 percent in 2020 to 31 percent in 2021.","ai_generated":true,"unit":"wri-001350#insight-2","date_modified":"2026-10-23"},{"text":"The program targets the restoration of over 100 million hectares of land in India, which has the potential to sequester between 3 and 4.3 gigatons of above-ground carbon by 2040.","ai_generated":true,"unit":"wri-001350#insight-3","date_modified":"2026-10-23"},{"text":"Case studies demonstrate the use of precision agriculture and agritech to reduce chemical use; for example, GR Agritek Labs reports a 25 percent reduction in chemical pesticides through the use of intelligent drones.","ai_generated":true,"unit":"wri-001350#insight-4","date_modified":"2026-10-23"},{"text":"Several startups focus on the circular bio-economy by converting agricultural and forest waste into value-added products, such as Fermentech Labs transforming pine needles and invasive weeds into enzymes.","ai_generated":true,"unit":"wri-001350#insight-5","date_modified":"2026-10-23"},{"text":"Restoration businesses are reporting significant socio-economic gains for smallholder farmers, such as InDev Solutions enabling an average annual income increase of INR 40,000 per farmer through market linkages.","ai_generated":true,"unit":"wri-001350#insight-6","date_modified":"2026-10-23"},{"text":"The program emphasizes a 'PPP approach' that integrates people, planet, and profit to create sustainable livelihoods for marginalized groups, including indigenous communities and forest dwellers.","ai_generated":true,"unit":"wri-001350#insight-7","date_modified":"2026-10-23"}],"climate_tags":["nature restoration","agroforestry","sustainable agriculture","carbon sequestration","Agricultural technology","precision agriculture","climate finance","biodiversity"],"geography_discussed":["Sri Lanka","Karnataka","Assam","Rajasthan","Punjab","Kerala","Manipur","Chhattisgarh","Jharkhand","Uttarakhand","Maharashtra","Madhya Pradesh","Odisha"],"frame_perspective":[],"analysis_type":["case study"]},{"id":"pari-000056","url":"https://climateinsightsdirectory.org/document/pari-000056","title":"Covid-19: the India Story","publisher":{"name":"Public Affairs Research Institute","organization":"public-affairs-research-institute"},"document_type":"research paper","language":"en","date_published":"2020-09-09","source_url":"https://pari.org.za/covid-19-states-and-societies-india/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The author contends that the Indian government's response to Covid-19 was characterized by a lack of preparedness, the scapegoating of the Muslim community, and a sudden lockdown that stranded millions of migrant workers. The text asserts that the state leveraged the crisis to arrest activists, create a non-transparent relief fund (PM-CARES), and weaken environmental regulations through the Environment Impact Assessment Draft 2020 to favor private capital.","ai_generated":true,"unit":"pari-000056#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Indian government showed a lack of early preparedness for the pandemic, with airport screening limited to specific countries until March 4 and universal screening only implemented later that month. Even major airports like Delhi experienced overcrowding and a lack of social distancing until mid-March.","ai_generated":true,"unit":"pari-000056#insight-1","date_modified":"2026-10-23"},{"text":"The government is accused of using the pandemic to target the Muslim community, specifically by scapegoating the Tablighi-Jama’at organization for the spread of the virus while simultaneously encouraging mass Hindu processions.","ai_generated":true,"unit":"pari-000056#insight-2","date_modified":"2026-10-23"},{"text":"The sudden announcement of a total lockdown on March 24 left millions of migrant workers stranded without food or transport, forcing many to walk hundreds of kilometers to their home villages. The author claims the central government's contribution to this crisis was negligible.","ai_generated":true,"unit":"pari-000056#insight-3","date_modified":"2026-10-23"},{"text":"The government established PM-CARES, a fund managed by a non-governmental organization set up by the Prime Minister, which the author claims is not open to public auditing and is suspected of being a political fund for the ruling party.","ai_generated":true,"unit":"pari-000056#insight-4","date_modified":"2026-10-23"},{"text":"The pandemic was used as a pretext to arrest non-party activists, including those involved in anti-CAA protests and the Bhima Koregaon incident, often under anti-sedition or anti-terror laws.","ai_generated":true,"unit":"pari-000056#insight-5","date_modified":"2026-10-23"},{"text":"The government utilized the pandemic period to advance privatization of public enterprises and weaken environmental protections via the Environment Impact Assessment Draft 2020, which allows for ex post facto clearance for projects.","ai_generated":true,"unit":"pari-000056#insight-6","date_modified":"2026-10-23"}],"climate_tags":["environmental regulation","public health infrastructure"],"geography_discussed":["Kerala","Delhi","Ahmedabad","Madhya Pradesh","Maharashtra","West Bengal","Punjab"],"frame_perspective":[],"analysis_type":["political analysis","social impact assessment"]},{"id":"chanmar-000322","url":"https://climateinsightsdirectory.org/document/chanmar-000322","title":"Talking Trash: The corporate playbook of false solutions to the plastic crisis","publisher":{"name":"Changing Markets Foundation","organization":"changing-markets-foundation"},"document_type":"report","language":"en","date_published":"2020-09","source_url":"https://changingmarkets.org/wp-content/uploads/2023/10/TT-INDIA_FINAL.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report argues that the plastic industry in India employs lobbying and distraction tactics to protect profits and maintain the production of single-use plastics. It highlights how key legislation, such as the Plastic Waste Management Rules, has been watered down through industry influence, specifically regarding the phase-out of multi-layered plastics. The document also criticizes voluntary corporate pledges from companies like Nestlé, Unilever, and PepsiCo, characterizing them as lacking transparency and relying on 'downcycling' rather than true circularity.","ai_generated":true,"unit":"chanmar-000322#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The plastic industry in India uses a 'campaign of distraction' to avoid meaningful regulation, which includes promoting beach clean-ups, claiming products are more recyclable than they are, and touting bio-based or compostable alternatives.","ai_generated":true,"unit":"chanmar-000322#insight-1","date_modified":"2026-10-23"},{"text":"Industry lobbying successfully weakened the Plastic Waste Management Rules 2016; a 2018 amendment removed a two-year phase-out deadline for non-recyclable multi-layered plastics (MLP) after pressure from the All India Plastic Manufacturers Association (AIPMA) and the PET Packaging Association for Clean Environment (PACE).","ai_generated":true,"unit":"chanmar-000322#insight-2","date_modified":"2026-10-23"},{"text":"Multi-layered packaging (MLP) is a significant driver of pollution in South Asia, as its complex composition makes recycling and disposal difficult, yet it is promoted by industry as a way to provide affordable small quantities of products.","ai_generated":true,"unit":"chanmar-000322#insight-3","date_modified":"2026-10-23"},{"text":"Corporate voluntary initiatives in India are criticized for a lack of transparency and for relying on 'downcycling'—such as using plastic for road construction or cement kilns—rather than recycling materials back into the same product.","ai_generated":true,"unit":"chanmar-000322#insight-4","date_modified":"2026-10-23"},{"text":"There is a significant disparity between the budgets companies allocate to plastic waste management and their advertising spends; for example, Unilever's 2018 advertising budget in India was approximately US$ 459.3 million, while its budget for a multi-city plastic waste program was US$ 286,897.","ai_generated":true,"unit":"chanmar-000322#insight-5","date_modified":"2026-10-23"},{"text":"The report recommends that Indian policymakers implement a binding national packaging policy, reverse the 2018 amendment to reintroduce the MLP phase-out, and introduce a tax on virgin plastic to incentivize recycled content.","ai_generated":true,"unit":"chanmar-000322#insight-6","date_modified":"2026-10-23"}],"climate_tags":["plastic pollution","single-use plastic","circular economy","waste management","waste-to-energy"],"geography_discussed":["Maharashtra","Kerala","West Bengal","Delhi","Gujarat","World"],"frame_perspective":[],"analysis_type":["policy analysis","corporate investigation"]},{"id":"iejza-000420","url":"https://climateinsightsdirectory.org/document/iejza-000420","title":"SPOTLIGHT on Sustainable Development 2020","publisher":{"name":"Institute for Economic Justice","organization":"institute-for-economic-justice"},"document_type":"report","language":"en","date_published":"2020","source_url":"https://iej.org.za/wp-content/uploads/2020/09/Spotlight-Report-2020.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report argues that the COVID-19 pandemic acted as an 'X-ray,' exposing deep structural inequalities and the failure of neoliberal policies. It critiques the global fiscal response, noting that while US$ 11 trillion was mobilized, the support was unevenly distributed, favoring high-income countries and corporate interests over the global South and public services. The document proposes an \"8 R\" agenda for systemic change: re-valuing care, re-empowering public services, re-balancing value chains, reinforcing climate justice, re-distributing economic power, re-regulating global finance, re-inventing multilateral solidarity, and re-defining progress beyond GDP. It specifically highlights the dangers of IMF-mandated austerity in countries like Ecuador and the failure of the Global Health Security Index to predict pandemic outcomes due to its reliance on infrastructure over social determinants of health.","ai_generated":true,"unit":"iejza-000420#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The global fiscal response to COVID-19 was massive but highly unequal, with high-income countries accounting for 88% of global fiscal support while low-income countries accounted for only 0.03%.","ai_generated":true,"unit":"iejza-000420#insight-1","date_modified":"2026-10-23"},{"text":"The report proposes an \"8 R\" agenda for systemic change as an alternative to the World Economic Forum's \"Great Reset,\" focusing on areas such as re-valuing care, re-empowering public services, and re-regulating global finance.","ai_generated":true,"unit":"iejza-000420#insight-2","date_modified":"2026-10-23"},{"text":"IMF-backed austerity policies in Ecuador significantly weakened the public health system prior to the pandemic, including a 64% decrease in public health investment over two years.","ai_generated":true,"unit":"iejza-000420#insight-3","date_modified":"2026-10-23"},{"text":"The Global Health Security Index (GHSI) failed to accurately predict pandemic outcomes because it prioritized infrastructure and technology over social and environmental determinants of health, showing a high correlation with GDP per capita.","ai_generated":true,"unit":"iejza-000420#insight-4","date_modified":"2026-10-23"},{"text":"The pandemic highlighted the critical but undervalued role of care work, which has historically been socially devalued and poorly paid, often falling disproportionately on women.","ai_generated":true,"unit":"iejza-000420#insight-5","date_modified":"2026-10-23"},{"text":"Global value chains (GVCs) have promoted a model of extracting primary commodities from the global South, leading to de-industrialization and a high level of commodity dependence in 64% of developing countries.","ai_generated":true,"unit":"iejza-000420#insight-6","date_modified":"2026-10-23"},{"text":"The report calls for a shift toward climate justice, demanding that developed countries phase out fossil fuel subsidies by 2020 and scale up climate financing to at least US$ 100 billion by the end of 2020.","ai_generated":true,"unit":"iejza-000420#insight-7","date_modified":"2026-10-23"},{"text":"The financialization of housing has turned it into a commodity for corporate investors, contributing to a global residential real estate value of US$ 163 trillion in 2016, which is more than twice the world's total GDP.","ai_generated":true,"unit":"iejza-000420#insight-8","date_modified":"2026-10-23"},{"text":"The report advocates for the creation of a sovereign debt workout mechanism to provide independent and binding decisions on sovereign debt restructurings, as current G20 initiatives often prioritize private creditors.","ai_generated":true,"unit":"iejza-000420#insight-9","date_modified":"2026-10-23"},{"text":"In Kerala, India, a process of democratic decentralization and a strong public health system enabled a more successful and egalitarian response to the pandemic compared to other Indian states.","ai_generated":true,"unit":"iejza-000420#insight-10","date_modified":"2026-10-23"}],"climate_tags":["climate justice","fossil fuel subsidy","renewable energy","carbon neutrality","green recovery","biodiversity","agroecology","circular economy","greenhouse gas emissions"],"geography_discussed":["Brazil","Ecuador","India","Chile","Lebanon","South Africa","United States","Kerala","Beirut","Jordan","Nicaragua","Puerto Rico","Switzerland","Bahrain","Democratic Republic of the Congo","Benin","Germany","Ukraine","Pakistan"],"frame_perspective":[],"analysis_type":["policy assessment","socio-economic analysis","human rights analysis"]},{"id":"rmi-000500","url":"https://climateinsightsdirectory.org/document/rmi-000500","title":"The Carbon-Free Regions Handbook: Land Use","publisher":{"name":"RMI","organization":"rmi"},"document_type":"guide","language":"en","date_published":"2018-08-27","source_url":"https://rmi.org/resources/carbon-free-regions-handbook-land-use/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document outlines four key actions for state, provincial, and regional governments to address land use's role in climate change: sustainable land management, open space conservation, agricultural methane capture, and regenerative agriculture. It emphasizes that land use is best managed at the subnational level to capture rural impacts and cross-jurisdictional effects, noting that while agriculture, forestry, and other land use account for 24% of global emissions, the sector can offset this by 20% through carbon removal.","ai_generated":true,"unit":"rmi-000500#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Agriculture, forestry, and other land use contribute approximately 24% of global greenhouse gas emissions, but the sector possesses the potential to offset this impact by 20% by removing carbon from the atmosphere.","ai_generated":true,"unit":"rmi-000500#insight-1","date_modified":"2026-10-23"},{"text":"Land use strategies are most effective when implemented at the state, provincial, and regional government levels because cities often overlook rural impacts and land use issues frequently span multiple subnational jurisdictions.","ai_generated":true,"unit":"rmi-000500#insight-2","date_modified":"2026-10-23"},{"text":"The guide recommends four primary actions for land use decarbonization: promoting the conservation and expansion of high-carbon landscapes (such as peatlands and mangroves) and combating deforestation; preserving open spaces and forests through local ordinances and land acquisition; using financial incentives and biogas infrastructure to capture methane from livestock waste; and providing training and incentives for farmers to adopt regenerative agriculture.","ai_generated":true,"unit":"rmi-000500#insight-3","date_modified":"2026-10-23"}],"climate_tags":["agriculture","forestry","land use","carbon sequestration","deforestation","biodiversity","biogas","regenerative agriculture","Reducing emissions from deforestation and forest degradation"],"geography_discussed":["Punjab","Oregon","Yucatan Peninsula","Mato Grosso","Pakistan","Colombia","Peru","Caquetá Department","Acre","New Jersey","San Martin Department","New York","California","Yucatán","Kerala"],"frame_perspective":[],"analysis_type":["policy guide"]},{"id":"iisd-002588","url":"https://climateinsightsdirectory.org/document/iisd-002588","title":"Building a Market for Off-Grid Solar Lighting","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"policy brief","language":"en","date_published":"2017-08","source_url":"https://www.iisd.org/system/files/publications/building-market-off-grid-solar-lighting.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document identifies key barriers to the adoption of off-grid solar lighting in India, including kerosene subsidies, non-market-based promotion policies, financing bottlenecks, and poor quality assurance. It argues that transitioning from kerosene to solar can provide significant health, educational, and environmental benefits while saving the Government of India approximately INR 600 per household annually.","ai_generated":true,"unit":"iisd-002588#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Kerosene subsidies in India create an uneven playing field, extending the payback period for entry-level solar lanterns to approximately 11 months, compared to as little as three months in countries like Kenya or Tanzania where such subsidies do not exist.","ai_generated":true,"unit":"iisd-002588#insight-1","date_modified":"2026-10-23"},{"text":"Government initiatives that distribute solar lamps for free or at highly subsidized rates can destabilize the market by killing competition, creating dependency, neglecting after-sales service, and undermining consumer buy-in.","ai_generated":true,"unit":"iisd-002588#insight-2","date_modified":"2026-10-23"},{"text":"Financial barriers hinder solar uptake because poor rural consumers often lack collateral and banks are frequently absent from remote areas, leading to high transaction costs for small loans.","ai_generated":true,"unit":"iisd-002588#insight-3","date_modified":"2026-10-23"},{"text":"The lack of developed and enforced quality assurance frameworks in India leads to the distribution of faulty equipment, which damages the sector's reputation and impedes long-term penetration.","ai_generated":true,"unit":"iisd-002588#insight-4","date_modified":"2026-10-23"},{"text":"Transitioning to off-grid solar lighting offers substantial health and social benefits, including the potential to prevent nearly 500,000 premature deaths annually in India caused by indoor air pollution from kerosene lamps.","ai_generated":true,"unit":"iisd-002588#insight-5","date_modified":"2026-10-23"},{"text":"Environmental benefits of a full solar transition in India include an estimated annual saving of 34 million tonnes of carbon dioxide.","ai_generated":true,"unit":"iisd-002588#insight-6","date_modified":"2026-10-23"}],"climate_tags":["energy access","household air pollution","carbon dioxide emissions","energy transition"],"geography_discussed":["Kenya","Tanzania","Chhattisgarh","Kerala"],"frame_perspective":[],"analysis_type":["policy analysis","market assessment"]},{"id":"iisd-001725","url":"https://climateinsightsdirectory.org/document/iisd-001725","title":"Kerosene Subsidies in India: The status quo, challenges and the emerging path to reform","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"policy brief","language":"en","date_published":"2017-05","source_url":"https://www.iisd.org/system/files/publications/kerosene-in-india-staus-quo-path-to-reform.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document analyzes the inefficiencies of India's Public Distribution System (PDS) for kerosene, noting high rates of leakage and poor targeting. It argues that current subsidies make solar lighting less cost-competitive for households, particularly for mid- and high-end systems. The authors recommend streamlining eligibility, phasing out subsidies in electrified areas, and redirecting funds toward a 'lighting subsidy' for solar solutions.","ai_generated":true,"unit":"iisd-001725#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"India's kerosene subsidy system is plagued by massive leakage and corruption, with an estimated 45 per cent of PDS kerosene diverted to the black market, often to adulterate diesel fuel.","ai_generated":true,"unit":"iisd-001725#insight-1","date_modified":"2026-10-23"},{"text":"The subsidy system fails to effectively target the poorest populations; the bottom 20 per cent of rural households receive only about 14 per cent of the allocated kerosene share for rural areas.","ai_generated":true,"unit":"iisd-001725#insight-2","date_modified":"2026-10-23"},{"text":"Kerosene subsidies act as a financial barrier to solar adoption. While entry-level solar lanterns are slightly cheaper than kerosene even with subsidies, mid- and high-level solar systems are more expensive for households to operate than subsidized kerosene.","ai_generated":true,"unit":"iisd-001725#insight-3","date_modified":"2026-10-23"},{"text":"Removing kerosene subsidies significantly improves the economics of solar lighting; for entry-level lanterns, the removal of subsidies would result in household savings of INR 760 over 1.5 years.","ai_generated":true,"unit":"iisd-001725#insight-4","date_modified":"2026-10-23"},{"text":"The financial waste from kerosene leakage is substantial; the authors estimate that the funds lost to leakage could instead fund the capital costs of 350 million entry-level solar lanterns.","ai_generated":true,"unit":"iisd-001725#insight-5","date_modified":"2026-10-23"},{"text":"The document recommends a transition toward a 'lighting subsidy' where expenditure is redirected from kerosene to solar solutions, alongside phasing out subsidized kerosene in electrified districts.","ai_generated":true,"unit":"iisd-001725#insight-6","date_modified":"2026-10-23"}],"climate_tags":["energy transition","rural electrification"],"geography_discussed":["Delhi","Chandigarh","Haryana","Kerala","Uttar Pradesh","West Bengal","Gujarat","Maharashtra","Nagaland","Manipur","Sikkim","Arunachal Pradesh","Meghalaya","Assam"],"frame_perspective":[],"analysis_type":["policy analysis","cost-benefit analysis"]},{"id":"iisd-002758","url":"https://climateinsightsdirectory.org/document/iisd-002758","title":"DBTL Performance Evaluation: Insights from the world’s largest subsidy benefit transfer scheme","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/dbtl-performance-evaluation.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report assesses the modified DBTL (PAHAL) scheme in India, finding it largely successful in reducing the diversion of subsidized LPG and improving delivery regularity. While consumer enrolment was high and satisfaction generally positive, the study identifies critical gaps in financial inclusion for rural households and a lack of awareness regarding grievance redressal and subsidy transfer status. The authors highlight that while DBTL is a mechanism for disbursement rather than a conventional subsidy reform, it enables future targeted reforms by establishing a common market price.","ai_generated":true,"unit":"iisd-002758#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The modified DBTL scheme achieved high enrolment rates, with distributors reporting an average of 85 per cent of domestic consumers as enrolled, which aligns with the official enrolment rate of 83 per cent as of March 30, 2015.","ai_generated":true,"unit":"iisd-002758#insight-1","date_modified":"2026-10-23"},{"text":"Despite high general awareness of the scheme, there were significant information gaps regarding its specific objectives, the enrolment process, and how to use the grievance redressal mechanism.","ai_generated":true,"unit":"iisd-002758#insight-2","date_modified":"2026-10-23"},{"text":"The scheme significantly reduced the diversion of subsidized LPG for unintended purposes, evidenced by a 44.4 per cent growth in non-domestic packed LPG sales between April 2015 and January 2016.","ai_generated":true,"unit":"iisd-002758#insight-3","date_modified":"2026-10-23"},{"text":"Subsidy disbursal was largely effective, with nearly 75 per cent of enrolled households receiving subsidies in their bank accounts, though 8.6 per cent of households reported non-receipt of any subsidy, a figure that rose to approximately 13 per cent in rural areas.","ai_generated":true,"unit":"iisd-002758#insight-4","date_modified":"2026-10-23"},{"text":"The scheme had a positive impact on the regularity of LPG delivery, with over 52 per cent of surveyed households reporting improved timely delivery of cylinders following implementation.","ai_generated":true,"unit":"iisd-002758#insight-5","date_modified":"2026-10-23"},{"text":"Implementation challenges were primarily driven by data entry errors and banking inefficiencies, with 80 per cent of households who found enrolment difficult citing spelling mismatches or wrong entries of account or Aadhaar numbers.","ai_generated":true,"unit":"iisd-002758#insight-6","date_modified":"2026-10-23"},{"text":"The success of the DBTL rollout is attributed to strong central government leadership, the use of the Unique Identification (UID) project, and the prior KYC drive conducted by oil marketing companies.","ai_generated":true,"unit":"iisd-002758#insight-7","date_modified":"2026-10-23"},{"text":"The report concludes that while DBTL is not a 'subsidy reform' in the conventional sense because it does not change entitlements, it paves the way for such reforms by enabling a common market price and targeted subsidies.","ai_generated":true,"unit":"iisd-002758#insight-8","date_modified":"2026-10-23"}],"climate_tags":["fossil fuel subsidy"],"geography_discussed":["Gujarat","Haryana","Kerala"],"frame_perspective":[],"analysis_type":["performance evaluation","impact assessment"]},{"id":"iisd-001370","url":"https://climateinsightsdirectory.org/document/iisd-001370","title":"Evaluation of the Pilot Project on Direct Transfer of Kerosene Subsidies in Kotkasim, Alwar","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2014-04","source_url":"https://www.iisd.org/gsi/sites/default/files/ffs_india_kerosene_alwar_final.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The evaluation of the Kotkasim pilot project reveals that while direct cash transfers effectively reduced kerosene leakages to the black market, they also led to a dramatic decline in household kerosene consumption due to higher upfront costs and poor banking access. The study highlights significant implementation gaps, including inadequate information dissemination and the financial burden placed on Fair Price Shop (FPS) dealers. Recommendations include improving financial literacy, digitizing records, and ensuring better coordination between district authorities and beneficiaries.","ai_generated":true,"unit":"iisd-001370#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The pilot project succeeded in curbing the diversion of kerosene to the black market, but also contributed to a sharp decrease in household kerosene consumption due to high upfront prices, limited banking access, and general uncertainty regarding subsidy transfers.","ai_generated":true,"unit":"iisd-001370#insight-1","date_modified":"2026-10-23"},{"text":"Kerosene sales in the Kotkasim block fell by more than 50%, dropping from 90.8 kilolitres between December 2011 and June 2012 to 35.4 kilolitres between July 2012 and January 2013, and further to 17.9 kilolitres by August 2013.","ai_generated":true,"unit":"iisd-001370#insight-2","date_modified":"2026-10-23"},{"text":"There was a significant failure in communicating the scheme's mechanics to beneficiaries; 90% of respondents relied on Fair Price Shop (FPS) dealers for information, and many did not understand that subsidy transfers were contingent on actual kerosene purchases.","ai_generated":true,"unit":"iisd-001370#insight-3","date_modified":"2026-10-23"},{"text":"Banking infrastructure proved to be a major barrier, with households in villages like Nangal Saliya and Gheekaka facing distances of 4 to 15 km to the nearest bank, leading to irregular passbook updates and perceptions of non-receipt of subsidies.","ai_generated":true,"unit":"iisd-001370#insight-4","date_modified":"2026-10-23"},{"text":"Fair Price Shop (FPS) dealers experienced the most significant negative impact, suffering revenue losses from decreased commissions and the elimination of profits previously gained from diverting kerosene.","ai_generated":true,"unit":"iisd-001370#insight-5","date_modified":"2026-10-23"},{"text":"In the early stages of the pilot, some FPS dealers attempted to force kerosene consumption by making the purchase of other ration items, such as wheat and salt, conditional upon buying kerosene.","ai_generated":true,"unit":"iisd-001370#insight-6","date_modified":"2026-10-23"},{"text":"The high level of electrification in the Kotkasim block resulted in a high price elasticity for kerosene, meaning households quickly reduced consumption when the subsidized price was replaced by the market rate.","ai_generated":true,"unit":"iisd-001370#insight-7","date_modified":"2026-10-23"},{"text":"The study found that kerosene was not a primary energy source for most surveyed households, with 65% of households using LPG and many others relying on biomass for cooking.","ai_generated":true,"unit":"iisd-001370#insight-8","date_modified":"2026-10-23"}],"climate_tags":["fossil fuel subsidy","energy transition","biomass","electrification","energy poverty"],"geography_discussed":["India","Delhi","Gujarat","Himachal Pradesh","Kerala"],"frame_perspective":[],"analysis_type":["policy evaluation","socio-economic impact assessment","pilot project evaluation"]},{"id":"pari-000254","url":"https://climateinsightsdirectory.org/document/pari-000254","title":"Transforming South Africa’s Racial Bureaucracy","publisher":{"name":"Public Affairs Research Institute","organization":"public-affairs-research-institute"},"document_type":"research paper","language":"en","date_published":"2012-02","source_url":"https://pari.org.za/wp-content/uploads/2017/05/PARI-L.E.-1.-Transforming-Racial-Bureaucracy-Feb2012.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","geography_discussed","analysis_type"],"summary":{"text":"The authors examine the transition from traditional public administration to New Public Management (NPM) in South Africa. They argue that the post-apartheid state's desire to distance itself from the 'bureaucratic' nature of the apartheid regime led to the creation of autonomous agencies like CIPRO, which suffered from a confused identity as both a government regulator and a business entity. This structural flaw, combined with a neglect of core administrative processes, resulted in severe operational failures, including high staff turnover, corruption, and the hijacking of companies.","ai_generated":true,"unit":"pari-000254#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Post-apartheid public sector reform in South Africa was driven by a desire to 'smash' or transform the administration due to its association with the apartheid state, leading to a paradigm shift from traditional public administration toward 'public management'.","ai_generated":true,"unit":"pari-000254#insight-1","date_modified":"2026-10-23"},{"text":"The adoption of New Public Management (NPM) in South Africa was influenced by a 'third-way' perspective that sought to retain the state's leading role in development while avoiding the waste and corruption attributed to bureaucratic models.","ai_generated":true,"unit":"pari-000254#insight-2","date_modified":"2026-10-23"},{"text":"The authors argue that the inefficiencies and corruption of the apartheid state were not caused by bureaucracy itself, but by the regime's ideological need for a coercive infrastructure to deny citizenship to black South Africans.","ai_generated":true,"unit":"pari-000254#insight-3","date_modified":"2026-10-23"},{"text":"The Companies and Intellectual Property Registration Office (CIPRO) suffered from a fundamental design flaw by being established as an autonomous 'trading entity' rather than a government department, creating a conflict between its political mandate and its business goals.","ai_generated":true,"unit":"pari-000254#insight-4","date_modified":"2026-10-23"},{"text":"CIPRO experienced severe institutional instability, characterized by erratic senior management vacancy rates and frequent changes to its internal organizational structure.","ai_generated":true,"unit":"pari-000254#insight-5","date_modified":"2026-10-23"},{"text":"The push for 'simplicity' in registration and the move to web-based systems without adequate checks and balances left CIPRO vulnerable to massive fraud, including the registration of bogus companies and the hijacking of legitimate firms.","ai_generated":true,"unit":"pari-000254#insight-6","date_modified":"2026-10-23"},{"text":"The authors conclude that the 'undoing of bureaucracy' in South Africa led to a neglect of essential administrative functions (planning, organizing, staffing, etc.), suggesting that deracializing the existing bureaucratic structure might have been more effective than attempting to replace it with NPM models.","ai_generated":true,"unit":"pari-000254#insight-7","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":["Germany","United States","United Kingdom","Japan","South Korea","Taiwan","Costa Rica","Mauritius","Kerala"],"frame_perspective":[],"analysis_type":["case study","policy analysis","institutional analysis"]},{"id":"iisd-000769","url":"https://climateinsightsdirectory.org/document/iisd-000769","title":"Measuring Irrigation Subsidies in Andhra Pradesh and Southern India: An application of the GSI Method for quantifying subsidies","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2011-03-17","source_url":"https://www.iisd.org/publications/report/measuring-irrigation-subsidies-andhra-pradesh-and-southern-india-application","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"A study of irrigation subsidies in Tamil Nadu, Andhra Pradesh, Karnataka, and Kerala estimated annual subsidies at US$575 million between 2004 and 2008, primarily covering interest on capital and operation and maintenance costs. The report notes that actual subsidies are likely higher due to the exclusion of smaller schemes and private groundwater electricity subsidies, and warns that poor data recording and cost overruns in incomplete projects hinder effective policy assessment.","ai_generated":true,"unit":"iisd-000769#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Between 2004 and 2008, irrigation subsidies in the south Indian states of Tamil Nadu, Andhra Pradesh, Karnataka, and Kerala were conservatively estimated at US$575 million annually.","ai_generated":true,"unit":"iisd-000769#insight-1","date_modified":"2026-10-23"},{"text":"The estimated subsidy figure is a conservative minimum because the study excluded electricity subsidies for private groundwater irrigators and small- to medium-size irrigation schemes.","ai_generated":true,"unit":"iisd-000769#insight-2","date_modified":"2026-10-23"},{"text":"Most subsidies were directed toward operation and maintenance (O&M) costs and interest on capital, exceeding the revenue from pollution abatement fees, hydro power generation, and irrigation services.","ai_generated":true,"unit":"iisd-000769#insight-3","date_modified":"2026-10-23"},{"text":"Government data collection is fragmented across departments and lacks the organization necessary for accurate cost estimation, leading the study to recommend that water authorities provide public, organized information on revenues, costs, and subsidies.","ai_generated":true,"unit":"iisd-000769#insight-4","date_modified":"2026-10-23"}],"climate_tags":["water management","agricultural subsidy"],"geography_discussed":["India"],"frame_perspective":[],"analysis_type":["financial assessment"]},{"id":"iisd-002218","url":"https://climateinsightsdirectory.org/document/iisd-002218","title":"The Marine Seafood Export Supply Chain in India","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"research paper","language":"en","date_published":"2005-12","source_url":"https://www.iisd.org/system/files/publications/tkn_marine_export_india.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document examines the Indian marine seafood export supply chain, highlighting a stark divide between sophisticated exporters and marginalized fishermen. It finds that while EU and U.S. process regulations like HACCP have improved industry organization, product regulations often act as non-tariff barriers. The author argues that sustainability initiatives, such as the Marine Stewardship Council label, are currently unviable in India due to the multi-species nature of the fisheries and the lack of infrastructure and education at the bottom of the supply chain. Recommendations focus on a 'bottom-up' approach, including the promotion of fishermen cooperatives and basic hygiene training.","ai_generated":true,"unit":"iisd-002218#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Indian seafood export supply chain is characterized by a significant disparity in sophistication and income distribution, with exporters acting as price setters and receiving the largest share of the final export price (40–50%), while fishermen bear all the risk and receive 25–35%.","ai_generated":true,"unit":"iisd-002218#insight-1","date_modified":"2026-10-23"},{"text":"Infrastructure at the bottom of the supply chain is severely inadequate; beach landing centres are often unhygienic, and fishermen use ice made from unclean water and unprocessed salt, which increases contamination risks.","ai_generated":true,"unit":"iisd-002218#insight-2","date_modified":"2026-10-23"},{"text":"Government support is heavily skewed toward exporters rather than fishermen; for example, among 40 MPEDA schemes, only one targets fishermen, providing a maximum of 30% investment assistance capped at Rs. 50,000.","ai_generated":true,"unit":"iisd-002218#insight-3","date_modified":"2026-10-23"},{"text":"The Marine Stewardship Council (MSC) label is deemed unviable for the Indian context because Indian fisheries are multi-species, whereas MSC requires certification based on specific species.","ai_generated":true,"unit":"iisd-002218#insight-4","date_modified":"2026-10-23"},{"text":"U.S. and EU process regulations, specifically the Hazard Analysis and Critical Control Point (HACCP) system, have generally helped the Indian seafood industry become more organized and process-oriented.","ai_generated":true,"unit":"iisd-002218#insight-5","date_modified":"2026-10-23"},{"text":"EU and U.S. product regulations are viewed negatively by exporters as they are often based on 'precautionary principles' rather than actual safety concerns, with the EU's 'zero tolerance' policy on antibiotic residues leading to frequent rejections of shrimp products.","ai_generated":true,"unit":"iisd-002218#insight-6","date_modified":"2026-10-23"},{"text":"Heavy-metal residue (such as mercury, cadmium, and lead) has emerged as a primary future concern for exports, exacerbated by bioaccumulation and inadequate environmental monitoring in India.","ai_generated":true,"unit":"iisd-002218#insight-7","date_modified":"2026-10-23"},{"text":"Coastal over-fishing in India has led to a significant decline in specific catches; for example, pomfret catch levels in Maharashtra dropped from 16,000 kilograms in 1990 to 3,000 kilograms in 2004.","ai_generated":true,"unit":"iisd-002218#insight-8","date_modified":"2026-10-23"}],"climate_tags":["aquaculture"],"geography_discussed":["European Union","United States","Mumbai","Kochi","Kerala","Maharashtra"],"frame_perspective":[],"analysis_type":["supply chain analysis","policy assessment","socio-economic study"]},{"id":"prio-001148","url":"https://climateinsightsdirectory.org/document/prio-001148","title":"Technical Assistance and Social Conflict: A Case Study from the Indo-Norwegian Fishing Project in Kerala, South India – Peace Research Institute Oslo (PRIO)","publisher":{"name":"Peace Research Institute Oslo","organization":"peace-research-institute-oslo"},"document_type":"case study","language":"en","date_published":"1964-01-01","source_url":"https://www.prio.org/publications/2879","generator":"Climate Insights Directory","generated_fields":["summary","key_insights"],"summary":{"text":"The document analyzes the Indo-Norwegian Fishing Project in Kerala, South India, to demonstrate that technical assistance can cause social conflict through modest interventions. It identifies five specific factional conflicts involving fish merchants, different classes of fishermen, sales cooperatives, communal tensions between the Nair and Latin Catholic groups, and the Arayas' ambivalence toward new methods. Additionally, it argues that the principle of ideological neutrality in development assistance can sometimes hinder the effective achievement of project goals.","ai_generated":true,"unit":"prio-001148#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Technical assistance does not automatically reduce social conflict; instead, even modest interventions can initiate complex processes that cause conflict as often as they prevent it.","ai_generated":true,"unit":"prio-001148#insight-1","date_modified":"2026-10-23"},{"text":"The project identifies five specific areas of social conflict resulting from or present during the intervention: disputes between fish merchants and fishermen, tensions between mechanized boat owners and canoe fishermen, conflicts between merchants and the project's sales cooperative, communal tensions between the Nair and Latin Catholic groups, and the Arayas' ambivalence toward new fishing techniques.","ai_generated":true,"unit":"prio-001148#insight-2","date_modified":"2026-10-23"},{"text":"The requirement for assistance to developing countries to remain ideologically neutral can, in some instances, act as a barrier to successfully reaching project objectives.","ai_generated":true,"unit":"prio-001148#insight-3","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":[],"frame_perspective":[],"analysis_type":[]}]}