{"query_echo":{"q":"","filters":{"analysis_type":["climate impact assessment"]},"warnings":[]},"total":{"value":24,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=climate+impact+assessment","next":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=climate+impact+assessment&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":"zca-000073","url":"https://climateinsightsdirectory.org/document/zca-000073","title":"Deforestation in Brazil’s Cerrado reduces soy production and threatens supply chains","publisher":{"name":"Zero Carbon Analytics","organization":"zero-carbon-analytics"},"document_type":"briefing","language":"en","date_published":"2025-11-17","source_url":"https://zerocarbon-analytics.org/insights/briefings/deforestation-in-brazils-cerrado-reduces-soy-production-and-threatens-supply-chains/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"Analysis of 840 municipalities in the Cerrado shows that land clearing for soy creates a 3:1 productivity loss, where climate spillovers outweigh the gains from new farmland. While individual farmers profit by externalizing costs, the region lost USD 9.4 billion in potential soy production between 2013 and 2023 due to deforestation-induced drying. Global importers, particularly China and Germany, face significant supply chain vulnerabilities, with China's sourcing regions losing USD 5.0 billion in annual production capacity. The report argues for urgent conservation and intensification strategies, noting that most municipalities are still below a critical climate threshold where protection delivers maximum benefit.","ai_generated":true,"unit":"zca-000073#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Deforestation in the Cerrado creates a regional productivity paradox where the climate-driven losses on existing farmland outweigh the gains from new soy plots by a ratio of 3:1.","ai_generated":true,"unit":"zca-000073#insight-1","date_modified":"2026-10-23"},{"text":"Between 2013 and 2023, the Cerrado region lost approximately USD 9.4 billion in potential soy production—nearly 8% of its total output—due to deforestation-induced climate impacts since 2008.","ai_generated":true,"unit":"zca-000073#insight-2","date_modified":"2026-10-23"},{"text":"The negative impact of land clearing on soy production is significantly amplified during wet years; clearing 1,000 hectares causes a loss of 14,627 tonnes of soy in wet years compared to only 1,213 tonnes in dry years.","ai_generated":true,"unit":"zca-000073#insight-3","date_modified":"2026-10-23"},{"text":"China faces the highest absolute supply chain risk, with its sourcing regions in the Cerrado losing USD 5.0 billion in annual soy production capacity between 2013 and 2023.","ai_generated":true,"unit":"zca-000073#insight-4","date_modified":"2026-10-23"},{"text":"Germany has the highest per-tonne exposure intensity among importers; every tonne of soy Germany imports is linked to USD 43 of lost productive capacity in its sourcing regions.","ai_generated":true,"unit":"zca-000073#insight-5","date_modified":"2026-10-23"},{"text":"EU member states face varying risks of non-compliance with the EU Deforestation Regulation (EUDR), with Romania showing the highest exposure intensity at USD 72 per tonne based on 2022 data.","ai_generated":true,"unit":"zca-000073#insight-6","date_modified":"2026-10-23"},{"text":"There is a critical climate threshold in the Cerrado where the first hectares of clearing cause the most severe drying; most municipalities currently remain below this point, meaning immediate conservation can still prevent maximum damage.","ai_generated":true,"unit":"zca-000073#insight-7","date_modified":"2026-10-23"}],"climate_tags":["deforestation","agricultural productivity","agroforestry","land-use change","climate change adaptation"],"geography_discussed":["MATOPIBA","People's Republic of China","Germany","Spain","Netherlands","France","Romania","Portugal","Saudi Arabia","Japan","European Union"],"frame_perspective":[],"analysis_type":["economic modelling","climate impact assessment","supply chain analysis"]},{"id":"zca-000109","url":"https://climateinsightsdirectory.org/document/zca-000109","title":"Congo Basin deforestation threatens regional rainfall and global cocoa supply","publisher":{"name":"Zero Carbon Analytics","organization":"zero-carbon-analytics"},"document_type":"report","language":"en","date_published":"2025-09","source_url":"https://zerocarbon-analytics.org/wp-content/uploads/2025/11/2025-11-17_ZCA_Congo-basin-deforestation-threatens-global-cocoa-supply.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"Deforestation in the Congo Basin risks reducing regional rainfall by up to 40%, which could lead to cumulative cocoa yield losses of 3.06 million tonnes across nine African countries by 2050. This supply shock is projected to drive cocoa prices to USD 68.1 per kilogram by 2050, with deforestation accounting for 40.2% of that price. EU importers could face cumulative additional costs of USD 256 billion by 2050. The report argues that investing in forest conservation, particularly community-led restoration, is more cost-effective than inaction, offering avoided costs of USD 1.8 to USD 6 for every dollar invested.","ai_generated":true,"unit":"zca-000109#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Congo Basin's rainforests are critical for regional water cycles, generating up to 83% of local rainfall and providing nearly 20% of the rainfall in West Africa through a climate teleconnection.","ai_generated":true,"unit":"zca-000109#insight-1","date_modified":"2026-10-23"},{"text":"Deforestation in the Congo Basin could reduce local rainfall by up to 40% and decrease rainy season rainfall along the West African Guinea coast by up to 20% by shifting monsoon rain bands inland.","ai_generated":true,"unit":"zca-000109#insight-2","date_modified":"2026-10-23"},{"text":"Congo Basin deforestation is projected to cause cumulative cocoa yield losses of 3.06 million tonnes across nine African countries by 2050. Ivory Coast faces the highest risk, with potential losses of nearly 1.6 million tonnes, representing approximately 80% of its current annual production.","ai_generated":true,"unit":"zca-000109#insight-3","date_modified":"2026-10-23"},{"text":"Deforestation will become the primary driver of cocoa price increases by 2050. While market growth dominates prices until 2030, deforestation is projected to account for 40.2% of a USD 68.1 per kilogram cocoa price by 2050.","ai_generated":true,"unit":"zca-000109#insight-4","date_modified":"2026-10-23"},{"text":"EU importers face severe economic risks, with cumulative additional costs estimated at USD 256 billion by 2050. In 2050 alone, the Netherlands, Belgium, and Germany could pay USD 13.1 billion, USD 6 billion, and USD 4.4 billion more, respectively, for current shipment volumes.","ai_generated":true,"unit":"zca-000109#insight-5","date_modified":"2026-10-23"},{"text":"Investing in Congo Basin conservation is more economical for the EU than inaction. Community-led restoration focusing on Farmer-Managed Natural Regeneration (FMNR) offers the highest returns, with avoided costs between USD 3 and USD 6 for every dollar invested.","ai_generated":true,"unit":"zca-000109#insight-6","date_modified":"2026-10-23"}],"climate_tags":["deforestation","rain","forest conservation","agroforestry","sustainable finance"],"geography_discussed":["Ivory Coast","Ghana","Nigeria","Cameroon","Democratic Republic of the Congo","Republic of the Congo","Central African Republic","Equatorial Guinea","Gabon","European Union","Netherlands","Belgium","Germany","Ethiopian Highlands"],"frame_perspective":[],"analysis_type":["economic modeling","climate impact assessment","cost-benefit analysis"]},{"id":"gclifun-005872","url":"https://climateinsightsdirectory.org/document/gclifun-005872","title":"Funding proposal package for FP269","publisher":{"name":"Green Climate Fund","organization":"green-climate-fund"},"document_type":"report","language":"en","date_published":"2025-06-09","source_url":"https://www.greenclimate.fund/sites/default/files/document/gcf-b42-02-add11-funding-proposal-package-fp269.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The DaIMA programme is a large-scale initiative targeting the dairy sectors of East Africa to mitigate methane emissions and enhance climate adaptation. With a total budget of USD 358.26 million, the programme focuses on three main components: strengthening national institutional capacities and policy frameworks, implementing farm-level low-emission and resilient practices, and establishing a Green Dairy Financing Facility (GDFF) to provide concessional loans to dairy SMEs. The programme expects to benefit 2.5 million direct beneficiaries and reduce milk emission intensities by 29% over 20 years.","ai_generated":true,"unit":"gclifun-005872#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The programme aims to reduce milk emission intensities by 29% over a 20-year horizon, with specific targets of 28% in Kenya, 50% in Rwanda, 29% in Tanzania, and 33% in Uganda.","ai_generated":true,"unit":"gclifun-005872#insight-1","date_modified":"2026-10-23"},{"text":"Total GHG emissions from milk production are projected to decrease by 4.01% at the programme level, including reductions of 2.02% in Kenya, 9.56% in Rwanda, 4.69% in Tanzania, and 5.22% in Uganda.","ai_generated":true,"unit":"gclifun-005872#insight-2","date_modified":"2026-10-23"},{"text":"The programme expects to increase milk production by 34% overall, with the highest projected increase in Rwanda at 73%.","ai_generated":true,"unit":"gclifun-005872#insight-3","date_modified":"2026-10-23"},{"text":"The total programme cost is USD 358.26 million, with GCF providing USD 150 million (USD 132.5 million in grants and USD 17.5 million in loans), and IFAD contributing USD 193.28 million in co-financing.","ai_generated":true,"unit":"gclifun-005872#insight-4","date_modified":"2026-10-23"},{"text":"The programme targets 2.5 million direct beneficiaries and 15.4 million indirect beneficiaries, with a goal of at least 40% women and 30% youth participation.","ai_generated":true,"unit":"gclifun-005872#insight-5","date_modified":"2026-10-23"},{"text":"Component 1 focuses on institutional strengthening, including reviewing national dairy policies, improving veterinary and extension services, and developing a carbon certification system to access carbon finance.","ai_generated":true,"unit":"gclifun-005872#insight-6","date_modified":"2026-10-23"},{"text":"Component 2 implements farm-level interventions to reduce emissions and increase resilience, including the use of climate-smart breeds, improved fodder production, and the installation of 6,930 biodigesters.","ai_generated":true,"unit":"gclifun-005872#insight-7","date_modified":"2026-10-23"},{"text":"The programme will restore and sustainably manage 178,362 hectares of rangelands and pastures to increase soil carbon sequestration.","ai_generated":true,"unit":"gclifun-005872#insight-8","date_modified":"2026-10-23"},{"text":"Component 3 establishes the Green Dairy Financing Facility (GDFF), providing USD 35 million in on-lending capital through wholesale and retail banks to support green dairy investments.","ai_generated":true,"unit":"gclifun-005872#insight-9","date_modified":"2026-10-23"},{"text":"The GDFF offers two loan products: Green Dairy Investment Partnership Loans (USD 250,000 to 550,000 for larger businesses) and Green Dairy Loan Products (up to USD 250,000 for smaller SMEs).","ai_generated":true,"unit":"gclifun-005872#insight-10","date_modified":"2026-10-23"},{"text":"The programme's economic analysis shows an aggregated Economic Net Present Value (ENPV) of USD 181.20 million and an Economic Rate of Return (ERR) of 25.4% for the baseline scenario.","ai_generated":true,"unit":"gclifun-005872#insight-11","date_modified":"2026-10-23"}],"climate_tags":["methane emissions","climate finance","Climate-smart agriculture","renewable energy","biogas","measurement, reporting, and verification"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["funding proposal","economic analysis","climate impact assessment"]},{"id":"rmi-000007","url":"https://climateinsightsdirectory.org/document/rmi-000007","title":"The Business Case for LC3","publisher":{"name":"RMI","organization":"rmi"},"document_type":"report","language":"en","date_published":"2024-12-19","source_url":"https://rmi.org/resources/the-business-case-for-lc3/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report presents the business case for limestone calcined clay cement (LC3) as a tool for industry decarbonization. It asserts that LC3 can reduce emissions and provide economic benefits, including rapid payback periods and operational savings, by decreasing the use of carbon-intensive clinker. The findings are based on an analysis of seven scenarios across North America, Europe, Latin America, and Africa.","ai_generated":true,"unit":"rmi-000007#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Limestone calcined clay cement (LC3) enables the cement industry to reduce emissions and maintain cost-competitiveness using existing infrastructure by decreasing the use of clinker, which is the most carbon-intensive part of cement.","ai_generated":true,"unit":"rmi-000007#insight-1","date_modified":"2026-10-23"},{"text":"An analysis of seven scenarios across four global regions indicates that adopting LC3 can result in substantial operational savings and rapid payback periods.","ai_generated":true,"unit":"rmi-000007#insight-2","date_modified":"2026-10-23"}],"climate_tags":["decarbonization"],"geography_discussed":["North America","Europe","Latin America","Africa"],"frame_perspective":[],"analysis_type":["financial analysis","climate impact assessment"]},{"id":"reclfin-000619","url":"https://climateinsightsdirectory.org/document/reclfin-000619","title":"FROZEN GAS, BOILING PLANET","publisher":{"name":"Reclaim Finance","organization":"reclaim-finance"},"document_type":"report","language":"en","date_published":"2024-12","source_url":"https://reclaimfinance.org/site/wp-content/uploads/2024/11/Frozen-gas-boiling-planet.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report exposes how 400 banks and 400 investors provided billions in support for LNG expansion between 2021 and 2024, despite IEA warnings that no new export facilities are necessary for a 1.5C pathway. It highlights a significant gap between the net-zero pledges of financial institutions and their actual lending and investment practices, noting that most top funders lack effective LNG-specific policies. The document details the climate risks of methane leakage and the social impacts of LNG projects, while calling for a complete end to financial services for new LNG export and import terminals.","ai_generated":true,"unit":"reclfin-000619#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Between 2021 and 2023, 400 analyzed international banks provided US$213 billion to the LNG expansion plans of the top 150 LNG developers, while 400 investors held US$252 billion in exposure to LNG expansion as of May 2024.","ai_generated":true,"unit":"reclfin-000619#insight-1","date_modified":"2026-10-23"},{"text":"US financial institutions are the primary drivers of LNG expansion, with US banks providing 24% of total financing and US investors accounting for 71% of total investment as of May 2024.","ai_generated":true,"unit":"reclfin-000619#insight-2","date_modified":"2026-10-23"},{"text":"The 63 planned LNG export terminal projects could release over 10 gigatonnes of carbon dioxide equivalent (CO2e) by 2030, a figure comparable to the 12 Gt of CO2e emitted annually by all operating coal plants worldwide.","ai_generated":true,"unit":"reclfin-000619#insight-3","date_modified":"2026-10-23"},{"text":"Methane leaks throughout the LNG value chain, particularly in the upstream phase, can negate the climate advantages of gas over coal; upstream and midstream emissions contribute an average of 47% of the total GHG footprint of LNG.","ai_generated":true,"unit":"reclfin-000619#insight-4","date_modified":"2026-10-23"},{"text":"There is a critical lack of effective LNG policies among top financial institutions; none of the top 10 banks financing LNG expansion have an LNG-specific policy, and only seven European banks have policies that only cover export terminals.","ai_generated":true,"unit":"reclfin-000619#insight-5","date_modified":"2026-10-23"},{"text":"A 'double standard' exists where some banks, such as BNP Paribas and Credit Agricole, have stopped issuing conventional bonds for oil and gas producers but continue to support LNG developers, including a US$1.1 billion bond for Sempra in March 2024.","ai_generated":true,"unit":"reclfin-000619#insight-6","date_modified":"2026-10-23"},{"text":"LNG expansion is hindering the transition to renewable energy in Southeast Asia, where planned fossil gas projects and import terminals would add 139 GW of gas power and 96.3 Mtpa of capacity, despite 328 GW of planned renewable energy.","ai_generated":true,"unit":"reclfin-000619#insight-7","date_modified":"2026-10-23"},{"text":"LNG projects have caused significant human rights and environmental damage, such as the Calcasieu Pass LNG project in Louisiana causing public health risks and the Donggi-Senoro terminal in Indonesia affecting local fishermen's livelihoods.","ai_generated":true,"unit":"reclfin-000619#insight-8","date_modified":"2026-10-23"}],"climate_tags":["liquefied natural gas","climate finance","methane leak","stranded asset","renewable energy","project finance","human rights","greenhouse gas emissions"],"geography_discussed":["United States","Japan","People's Republic of China","Canada","Europe","Southeast Asia","Philippines","Indonesia","Brazil","Australia"],"frame_perspective":[],"analysis_type":["financial flow analysis","policy review","climate impact assessment"]},{"id":"reclfin-000620","url":"https://climateinsightsdirectory.org/document/reclfin-000620","title":"FROZEN GAS, BOILING PLANET","publisher":{"name":"Reclaim Finance","organization":"reclaim-finance"},"document_type":"report","language":"en","date_published":"2024-12","source_url":"https://reclaimfinance.org/site/wp-content/uploads/2024/12/Frozen-gas-boiling-planet-country-brief-Canada.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report finds that Canadian financial institutions are major global contributors to LNG expansion, with nine banks providing US$16.7 billion and 21 investors holding US$15.8 billion in LNG assets between 2021 and May 2024. Despite commitments to a 1.5°C pathway, major banks like RBC and Scotiabank have increased their financing for LNG export development. The document highlights the climate risks of this expansion, including methane leakage and the potential for stranded assets, particularly in Europe. It calls for an immediate end to financial services for new LNG projects and the adoption of transition plans aligned with the IEA's Net Zero Emissions by 2050 scenario.","ai_generated":true,"unit":"reclfin-000620#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Between 2021 and 2023, nine Canadian banks provided US$16.7 billion in financing for LNG expansion, with six banks accounting for 97% of this total: RBC (US$6.1 billion), Scotiabank (US$5.5 billion), CIBC (US$1.9 billion), TD (US$1.4 billion), National Bank of Canada (US$1.2 billion), and BMO (US$656 million).","ai_generated":true,"unit":"reclfin-000620#insight-1","date_modified":"2026-10-23"},{"text":"Canada is the second most exposed country globally to LNG expansion through its investment companies, with 21 investors holding US$15.8 billion in LNG assets as of May 2024. Brookfield Asset Management is the most exposed Canadian investor, holding US$5.3 billion, primarily in Cheniere Energy.","ai_generated":true,"unit":"reclfin-000620#insight-2","date_modified":"2026-10-23"},{"text":"Financial support from major Canadian banks for LNG export development increased significantly between 2021 and 2023, with RBC seeing a 164% increase, Scotiabank a 59% increase, and the National Bank of Canada multiplying its financing by over 100 from 2022 to 2023.","ai_generated":true,"unit":"reclfin-000620#insight-3","date_modified":"2026-10-23"},{"text":"The report argues that new LNG infrastructure creates a long-term fossil fuel lock-in and risks becoming stranded assets, particularly in Europe where three-quarters of LNG import capacity could be unused by 2030.","ai_generated":true,"unit":"reclfin-000620#insight-4","date_modified":"2026-10-23"},{"text":"LNG expansion contributes to significant greenhouse gas emissions, with 63 planned export terminal projects potentially releasing over 10 gigatonnes of CO2e by 2030. Upstream and midstream methane leaks are a major driver, contributing an average of 47% of the total GHG footprint when combined with energy used for production.","ai_generated":true,"unit":"reclfin-000620#insight-5","date_modified":"2026-10-23"},{"text":"Canadian banks' oil and gas policies are described as limited, mostly excluding only dedicated financing for production in the Arctic region, which does not address LNG expansion.","ai_generated":true,"unit":"reclfin-000620#insight-6","date_modified":"2026-10-23"}],"climate_tags":["liquefied natural gas","climate finance","methane emissions","stranded asset","Paris Agreement","carbon neutrality","1.5 degree Celsius climate target"],"geography_discussed":["United States","Australia","Qatar","Europe","People's Republic of China","India","Vietnam","Mexico","Indonesia","Yemen","Mozambique"],"frame_perspective":[],"analysis_type":["financial analysis","policy assessment","climate impact assessment"]},{"id":"reclfin-000717","url":"https://climateinsightsdirectory.org/document/reclfin-000717","title":"METALLURGICAL COAL FINANCING: Time to call it off","publisher":{"name":"Reclaim Finance","organization":"reclaim-finance"},"document_type":"report","language":"en","date_published":"2023-11","source_url":"https://reclaimfinance.org/site/wp-content/uploads/2023/11/Reclaim_Finance_Metallurgical_Coal_November_2023.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report highlights a systematic loophole in financial institution policies that exclude thermal coal but continue to fund metallurgical coal, which is essential for primary steelmaking. Despite the International Energy Agency's finding that existing mines are sufficient to meet demand through 2050, 118 companies are planning new projects with a total capacity of 406 Mtpa. Between 2016 and June 2023, banks provided over US$557 billion to the 50 largest metallurgical coal developers. The document argues that technological advances in green hydrogen and electric arc furnaces make a phase-out possible by the early 2040s and urges financial institutions to immediately end dedicated financing and insurance for new metallurgical coal projects.","ai_generated":true,"unit":"reclfin-000717#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Financial institutions have a systematic loophole in their coal policies: while many restrict thermal coal, metallurgical coal—which accounts for approximately 14% of global coal production—is largely left out.","ai_generated":true,"unit":"reclfin-000717#insight-1","date_modified":"2026-10-23"},{"text":"Existing metallurgical coal production is sufficient to meet global demand through 2050, rendering new projects unnecessary and risky as potential stranded assets.","ai_generated":true,"unit":"reclfin-000717#insight-2","date_modified":"2026-10-23"},{"text":"Despite the lack of need for new capacity, 118 companies worldwide are planning new projects with a total planned production capacity of 406 Mtpa, representing a 24.1% increase over current capacity.","ai_generated":true,"unit":"reclfin-000717#insight-3","date_modified":"2026-10-23"},{"text":"Between 2016 and June 2023, banks provided over US$557 billion to the 50 largest metallurgical coal developers; excluding Chinese companies, this amount was US$224 billion.","ai_generated":true,"unit":"reclfin-000717#insight-4","date_modified":"2026-10-23"},{"text":"The majority of banking support for metallurgical coal expansion is provided through general corporate funding rather than dedicated project financing, which accounts for only 1.4% of the identified financing.","ai_generated":true,"unit":"reclfin-000717#insight-5","date_modified":"2026-10-23"},{"text":"The steel sector is a major climate driver, responsible for 7% of global greenhouse gas emissions and 11% of global CO2 emissions, primarily due to the blast furnace to basic oxygen furnace (BF-BOF) route using metallurgical coal.","ai_generated":true,"unit":"reclfin-000717#insight-6","date_modified":"2026-10-23"},{"text":"Metallurgical coal mining poses a severe methane threat; coal mine methane accounts for 11.6% of human-caused methane emissions, and proposed projects could increase these emissions by 7% to 20% by 2030.","ai_generated":true,"unit":"reclfin-000717#insight-7","date_modified":"2026-10-23"},{"text":"Technological alternatives such as green hydrogen for direct reduction of iron (DRI) and electric arc furnaces (EAF) could allow the steel sector to become coal-free by the early 2040s.","ai_generated":true,"unit":"reclfin-000717#insight-8","date_modified":"2026-10-23"},{"text":"Current metallurgical coal policies among financial institutions are weak; of 50 banks analyzed, only five have commitments, and none of the 50 investors analyzed have adopted metallurgical coal policies.","ai_generated":true,"unit":"reclfin-000717#insight-9","date_modified":"2026-10-23"},{"text":"The report identifies significant financial exposure to metallurgical coal developers among major institutions, with Glencore receiving US$122.9 billion from banks and BHP Group receiving US$64.3 billion from investors.","ai_generated":true,"unit":"reclfin-000717#insight-10","date_modified":"2026-10-23"}],"climate_tags":["green hydrogen","climate finance","stranded asset","carbon neutrality"],"geography_discussed":["People's Republic of China","Australia","United States","Canada","Russia","United Kingdom","Kazakhstan"],"frame_perspective":[],"analysis_type":["financial analysis","policy analysis","climate impact assessment"]},{"id":"ciel-001062","url":"https://climateinsightsdirectory.org/document/ciel-001062","title":"Reducing Plastic Production to Achieve Climate Goals: Key Considerations for the Plastics Treaty Negotiations","publisher":{"name":"Center for International Environmental Law","organization":"center-for-international-environmental-law"},"document_type":"policy brief","language":"en","date_published":"2023-09","source_url":"https://www.ciel.org/wp-content/uploads/2023/09/Reducing-Plastic-Production-to-Achieve-Climate-Goals_Sept21_V5.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document asserts that current exponential growth in plastic production is incompatible with global climate goals, as plastics already account for 3% to 8% of global GHG emissions and could consume over 10% of the remaining carbon budget by 2050. It argues that emissions cannot be decoupled from production through electrification or bio-based feedstocks alone. To address this, the brief recommends that the plastics treaty establish a global production baseline, a freeze on production levels, and a phasedown schedule to reduce production by 46% to 70% from 2019 levels by 2050. It further calls for a ban on new production infrastructure, the elimination of public subsidies, and the implementation of trade restrictions to prevent carbon leakage.","ai_generated":true,"unit":"ciel-001062#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Current plastic production trends are incompatible with the 1.5°C warming limit. Plastics currently contribute between 3% and 8% of global GHG emissions and are projected to consume between 10% and 32% of the remaining global carbon budget by 2050 if production continues to grow exponentially.","ai_generated":true,"unit":"ciel-001062#insight-1","date_modified":"2026-10-23"},{"text":"The expansion of plastic production infrastructure creates a long-term 'lock-in' of fossil fuel dependency. Between 2023 and 2027, over 1,400 new petrochemical projects are projected to begin operations, which will increase demand for fossil fuels even as demand declines in the energy and transport sectors.","ai_generated":true,"unit":"ciel-001062#insight-2","date_modified":"2026-10-23"},{"text":"Public financing and subsidies artificially lower the cost of plastic production and encourage infrastructure expansion. These include government-mediated loans, tax breaks, and beneficial interest rates provided through national development banks and wealth funds.","ai_generated":true,"unit":"ciel-001062#insight-3","date_modified":"2026-10-23"},{"text":"To align with a 1.5°C pathway, global plastic production must be reduced significantly from 2019 levels (460 Mt/year). Two models suggest production should not exceed 140 Mt or 246 Mt by 2050, representing a minimum reduction of 46% to 70%.","ai_generated":true,"unit":"ciel-001062#insight-4","date_modified":"2026-10-23"}],"climate_tags":["plastic production","greenhouse gas emissions","carbon budget","fossil fuel","petrochemical product","Paris Agreement","climate finance","carbon capture and storage","planetary boundary"],"geography_discussed":["Canada"],"frame_perspective":[],"analysis_type":["policy analysis","climate impact assessment"]},{"id":"newclim-000173","url":"https://climateinsightsdirectory.org/document/newclim-000173","title":"Deutsche LNG-Ausbaupläne führen zu Überkapazität und gefährden","publisher":{"name":"NewClimate Institute","organization":"newclimate-institute"},"document_type":"report","language":"de","date_published":"2023-03-17","source_url":"http://www.newclimate.org/resources/publications/deutsche-lng-ausbauplane-fuhren-zu-uberkapazitat-und-gefahrden","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The NewClimate Institute argues that Germany's planned LNG terminal expansion exceeds necessary reserve buffers and threatens the country's climate targets. The report suggests that current floating terminals are sufficient for energy security, while further onshore expansion risks creating stranded assets and fossil fuel lock-ins. It criticizes the Federal Ministry for Economic Affairs and Climate Action (BMWK) and the Energy Economics Institute (EWI) for underestimating technical capacities in their analyses and for assumptions that conflict with the legally binding Climate Action Act.","ai_generated":true,"unit":"newclim-000173#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The planned expansion of LNG import capacities is oversized and exceeds what would be considered a reserve buffer, partly because the BMWK and EWI use lower estimates for terminal lifespans and capacities than are technically possible.","ai_generated":true,"unit":"newclim-000173#insight-1","date_modified":"2026-10-23"},{"text":"The LNG Acceleration Act allows terminals to operate until the end of 2043; if these plants operate at high capacity, Germany will fail to meet its climate goals. The BMWK's natural gas consumption assumptions are deemed difficult to reconcile with the sector targets of the legally binding Climate Action Act.","ai_generated":true,"unit":"newclim-000173#insight-2","date_modified":"2026-10-23"},{"text":"Low utilization of terminals, which is expected if gas consumption aligns with the Climate Action Act, creates economic risks and stranded assets. The BMWK report assumes utilization of less than 50% for most years, specifically only 23% in 2030, while charter costs for currently unused floating terminals total 1.2 billion euros until the end of the contracts.","ai_generated":true,"unit":"newclim-000173#insight-3","date_modified":"2026-10-23"},{"text":"Hydrogen-readiness does not justify overcapacity because the projected demand for hydrogen imports via sea in Germany is relatively small. The report notes that the planned onshore terminal in Wilhelmshaven is labeled as a green gas terminal despite being a standard LNG terminal for natural gas.","ai_generated":true,"unit":"newclim-000173#insight-4","date_modified":"2026-10-23"},{"text":"Existing floating terminals are sufficient to cover supply bottlenecks even in extreme infrastructure failure scenarios, meaning onshore terminals are not necessary at any point. Overcapacity leads to fossil fuel lock-ins and hinders the energy transition.","ai_generated":true,"unit":"newclim-000173#insight-5","date_modified":"2026-10-23"}],"climate_tags":["liquefied natural gas","energy security","climate target","stranded asset","green hydrogen","energy transition","renewable energy"],"geography_discussed":["Wilhelmshaven"],"frame_perspective":[],"analysis_type":["policy review","climate impact assessment"]},{"id":"zca-000003","url":"https://climateinsightsdirectory.org/document/zca-000003","title":"Rapid phasedown of natural gas","publisher":{"name":"Zero Carbon Analytics","organization":"zero-carbon-analytics"},"document_type":"briefing","language":"en","date_published":"2023-03-09","source_url":"https://zerocarbon-analytics.org/insights/briefings/rapid-phasedown-of-natural-gas/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"Natural gas is the fastest growing source of CO2 emissions from fossil fuels, with methane leakage potentially making its climate impact equivalent to coal. To align with the 1.5°C goal, global gas production and consumption must decrease by 30% by 2030 and 65% by 2050, with developed countries phasing out gas power by 2035. The document rejects the use of gas as a bridge fuel or a solution to the 2022 energy crisis, noting that expanding infrastructure creates stranded asset risks, particularly for non-OECD countries. It further argues that converting gas infrastructure to hydrogen is technically unproven and economically inefficient, and highlights severe public health risks associated with gas extraction, flaring, and domestic use.","ai_generated":true,"unit":"zca-000003#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Natural gas is the fastest growing source of CO2 emissions from fossil fuels, contributing more than half of the increase over the last five years. When accounting for methane leakage during extraction, processing, and transport, gas may have a climate impact equivalent to coal.","ai_generated":true,"unit":"zca-000003#insight-1","date_modified":"2026-10-23"},{"text":"To limit global warming to 1.5°C, global gas production and consumption must be reduced by 30% by 2030 and 65% by 2050. This requires a 3% annual reduction in extraction and use throughout the 2020s, with no new gas fields developed.","ai_generated":true,"unit":"zca-000003#insight-2","date_modified":"2026-10-23"},{"text":"The electricity sector requires a significant reduction in gas generation capacity: more than 55% by 2035 and around 95% by 2040 compared to 2020 levels. Developed countries should phase out unabated gas power by 2035, and developing countries by 2045.","ai_generated":true,"unit":"zca-000003#insight-3","date_modified":"2026-10-23"},{"text":"Expanding gas infrastructure in response to the 2022 energy crisis is viewed as a poor strategy that risks creating stranded assets. In the EU, new LNG capacity under development could provide 65% more gas than Russia supplied in late 2022, despite a projected 43% fall in EU gas demand by 2030 if climate pledges are met.","ai_generated":true,"unit":"zca-000003#insight-4","date_modified":"2026-10-23"},{"text":"Low and middle-income countries face high financial risks from stranded assets; in a 2°C warming scenario, 60% of stranded oil and gas assets and 80% of government-owned stranded assets (totaling USD 387 billion) are in non-OECD countries.","ai_generated":true,"unit":"zca-000003#insight-5","date_modified":"2026-10-23"},{"text":"Gas extraction and use pose severe health risks. Drilling and fracking are linked to cancers and respiratory diseases, while gas flaring in poorer countries affects millions, such as in the Niger Delta. Domestically, gas stoves and boilers contribute to toxic indoor and outdoor air pollution, with gas boilers in the UK emitting over 8.5 times more NOx than the country's gas-fired power stations.","ai_generated":true,"unit":"zca-000003#insight-6","date_modified":"2026-10-23"},{"text":"The claim that gas infrastructure can be converted to hydrogen is dismissed as economically and technically unviable. Converting LNG terminals to liquid hydrogen or ammonia is expensive and inefficient, with estimated energy losses of 30%-40% for liquid hydrogen and 80% for ammonia production.","ai_generated":true,"unit":"zca-000003#insight-7","date_modified":"2026-10-23"}],"climate_tags":["natural gas","methane leak","carbon dioxide emissions","liquefied natural gas","energy transition","stranded asset","renewable energy","energy access","hydrogen","blue hydrogen","green hydrogen","carbon capture and storage","air pollution","gas flaring"],"geography_discussed":["United States","European Union","United Kingdom","Bangladesh","Africa","Poland","London","Niger Delta"],"frame_perspective":[],"analysis_type":["policy analysis","climate impact assessment","economic risk assessment"]},{"id":"gem-000206","url":"https://climateinsightsdirectory.org/document/gem-000206","title":"Asia’s LNG Plans","publisher":{"name":"Global Energy Monitor","organization":"global-energy-monitor"},"document_type":"briefing","language":"en","date_published":"2022-12","source_url":"https://globalenergymonitor.org/sites/default/files/migration/reports/GEM-Asia-LNG-Update-2022-Briefing_11.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"Asia is currently developing 442 million tonnes per annum (mtpa) of new LNG import capacity, representing a US$119 billion investment. While driven by growing energy demand, these plans face a 'fork in the road' due to extreme price volatility caused by the European energy crisis and the falling cost of renewable energy. China leads the regional buildout, accounting for nearly half of Asia's planned capacity. The document warns that this infrastructure could lock economies into fossil fuel reliance, contradicting global 1.5°C warming targets.","ai_generated":true,"unit":"gem-000206#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Asia is the primary global hub for new LNG import infrastructure, hosting 65% of the world's new import terminals currently under development.","ai_generated":true,"unit":"gem-000206#insight-1","date_modified":"2026-10-23"},{"text":"Asia has 442 million tonnes per annum (mtpa) of new LNG import capacity in various development stages, requiring an estimated investment of US$119 billion. This capacity is theoretically sufficient to absorb the entire global LNG trade from 2021.","ai_generated":true,"unit":"gem-000206#insight-2","date_modified":"2026-10-23"},{"text":"China is the most active country in the region, with projects totaling 214.9 mtpa and an estimated cost of US$72.1 billion, which is nearly half of all developing import capacity in Asia.","ai_generated":true,"unit":"gem-000206#insight-3","date_modified":"2026-10-23"},{"text":"The European energy crisis has severely disrupted the Asian LNG market, leading to record-high spot prices in August and forcing countries like Bangladesh and Pakistan to face rolling blackouts after being priced out of the market.","ai_generated":true,"unit":"gem-000206#insight-4","date_modified":"2026-10-23"},{"text":"High costs and poor economics are causing some Asian nations to delay or drop LNG projects, with the IEA reporting a deteriorated outlook for floating terminal projects in South and Southeast Asia through 2025.","ai_generated":true,"unit":"gem-000206#insight-5","date_modified":"2026-10-23"},{"text":"Renewable energy is now more cost-effective than fossil fuel alternatives in China, India, Thailand, and Vietnam; solar energy alone saved seven Asian countries US$34 billion in potential fossil fuel costs during the first half of 2022.","ai_generated":true,"unit":"gem-000206#insight-6","date_modified":"2026-10-23"},{"text":"The continued buildout of LNG infrastructure is identified as a risk to climate goals, as the IPCC states that new fossil fuel investments make it difficult or impossible to avoid dangerous climate change.","ai_generated":true,"unit":"gem-000206#insight-7","date_modified":"2026-10-23"}],"climate_tags":["liquefied natural gas","energy transition","solar energy","renewable energy","greenhouse gas emissions","energy security","climate finance"],"geography_discussed":["People's Republic of China","India","Vietnam","Thailand","Philippines","Pakistan","Bangladesh","Japan","Europe","United States","Russia","Canada","Mexico","Qatar"],"frame_perspective":[],"analysis_type":["infrastructure assessment","economic analysis","climate impact assessment"]},{"id":"gem-000210","url":"https://climateinsightsdirectory.org/document/gem-000210","title":"When is enough, enough?","publisher":{"name":"Global Energy Monitor","organization":"global-energy-monitor"},"document_type":"briefing","language":"en","date_published":"2022-12","source_url":"https://globalenergymonitor.org/sites/default/files/migration/reports/GEM-EU-LNG-Briefing-2022_23.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"Since the outbreak of war in Ukraine, European states have proposed 195 bcm/y of additional LNG import capacity to reduce reliance on Russian gas. While 9.1 bcm/y is already online and 33 bcm/y is under construction, the briefing warns that global market tightness will keep prices high until 2026. Furthermore, 15- to 20-year supply contracts signed in 2022 may undermine the EU's goal to reduce gas demand by 35% by 2030. The document also notes a lack of concrete evidence for converting this new infrastructure to hydrogen, despite claims by German project promoters.","ai_generated":true,"unit":"gem-000210#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"European states have proposed 195 billion cubic meters per year (bcm/y) of additional LNG import capacity to be online between 2022 and 2026 to ensure security of supply and reduce Russian gas imports.","ai_generated":true,"unit":"gem-000210#insight-1","date_modified":"2026-10-23"},{"text":"As of November 2022, 9.1 bcm/y of new capacity is operational at terminals in Croatia, Greece, and the Netherlands, with another 33 bcm/y under construction in Spain, Finland, and Germany.","ai_generated":true,"unit":"gem-000210#insight-2","date_modified":"2026-10-23"},{"text":"The estimated cost for new projects across Europe is at least €7 billion, excluding a reported increase in costs for Germany's purchase and maintenance of five FSRUs, which rose from an estimate of €2.94 billion to approximately €6.56 billion.","ai_generated":true,"unit":"gem-000210#insight-3","date_modified":"2026-10-23"},{"text":"Long-term LNG contracts signed in 2022, many with 15- to 20-year durations, may conflict with the European Climate Law's target to reduce gas demand by 35% compared to 2019 levels by 2030.","ai_generated":true,"unit":"gem-000210#insight-4","date_modified":"2026-10-23"},{"text":"Short-term security of supply remains a challenge because global LNG supply is expected to remain tight until 2026, leaving Europe reliant on volatile and expensive spot markets.","ai_generated":true,"unit":"gem-000210#insight-5","date_modified":"2026-10-23"},{"text":"There is a lack of firm evidence outside of Germany regarding plans to convert new LNG infrastructure for hydrogen imports, and a Fraunhofer Institute study suggests such conversions could increase original capital expenditure by 20-50%.","ai_generated":true,"unit":"gem-000210#insight-6","date_modified":"2026-10-23"}],"climate_tags":["natural gas","energy security","greenhouse gas emissions reduction","renewable energy","heat pump","hydrogen","Green ammonia"],"geography_discussed":["Germany","Croatia","Greece","Netherlands","Spain","Finland","Poland","United States","Qatar","Australia","Egypt","Israel"],"frame_perspective":[],"analysis_type":["policy assessment","infrastructure analysis","climate impact assessment"]},{"id":"ember-000507","url":"https://climateinsightsdirectory.org/document/ember-000507","title":"Energy & Climate Report for EIA","publisher":{"name":"Ember","organization":"ember"},"document_type":"report","language":"en","date_published":"2021-09","source_url":"https://ember-energy.org/app/uploads/2024/12/Energy-and-Climate-Report_EIA_Federico-II_WWF-Italy_ECCO_ClientEarth_01102021_ENGLISH.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report by ClientEarth, WWF Italy, and ECCO think tank opposes Enel's plan to convert the Federico II plant in Brindisi from coal to gas. It argues that the project is not needed for security of supply, risks creating stranded assets and overcapacity in Southern Italy, and causes adverse climate impacts through CO2 and methane emissions. The authors contend that the project contradicts EU and national decarbonisation goals and should be rejected by the Ministry for Ecological Transition.","ai_generated":true,"unit":"ember-000507#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The proposed conversion of the Federico II plant to a gas-fired facility with a nominal capacity of 1680 MWe is not necessary for the security of energy supply, as coal plants in Italy are already experiencing a market-driven decline in production and load factor.","ai_generated":true,"unit":"ember-000507#insight-1","date_modified":"2026-10-23"},{"text":"There is a significant risk of thermoelectric overcapacity in Southern Italy; while Terna's 2019 Adequacy Report estimated a need for 1500 MWe of new gas-fired power, pending EIA procedures for multiple plants in the region would total approximately 4741 MWe if Federico II is included.","ai_generated":true,"unit":"ember-000507#insight-2","date_modified":"2026-10-23"},{"text":"The report claims that Terna's energy demand forecasts are overestimated, noting that actual Italian electricity demand in 2020 was 17 TWh lower than in 2019 and remains below 2014 levels.","ai_generated":true,"unit":"ember-000507#insight-3","date_modified":"2026-10-23"},{"text":"The project risks 'carbon lock-in' and the creation of stranded assets because the Italian capacity market provides 15 years of remuneration for new gas plants, which may undermine investments in demand response, batteries, and distributed generation.","ai_generated":true,"unit":"ember-000507#insight-4","date_modified":"2026-10-23"},{"text":"The construction of a new 6.7 km underground methane pipeline for the plant may expose workers to chemical risks due to soil contamination (including metals like Arsenic and Mercury) and will cause permanent negative changes to agricultural land and biodiversity.","ai_generated":true,"unit":"ember-000507#insight-5","date_modified":"2026-10-23"},{"text":"The project's climate impact is underestimated because Enel focused only on CO2 emissions until 2030, ignoring methane (CH4) emissions from upstream and midstream processes, which are 83 times more potent than CO2 over a 20-year period.","ai_generated":true,"unit":"ember-000507#insight-6","date_modified":"2026-10-23"},{"text":"The project contradicts the European Climate Law's target of reducing GHG emissions by at least 55% by 2030 and the IEA's Net Zero by 2050 scenario, which states that no new oil and natural gas fields are required beyond those approved in 2021.","ai_generated":true,"unit":"ember-000507#insight-7","date_modified":"2026-10-23"}],"climate_tags":["methane emissions","carbon dioxide emissions","energy security","stranded asset","Carbon lock-in","demand response","energy storage","renewable energy","environmental impact assessment","Net-zero emissions","Paris Agreement","energy efficiency"],"geography_discussed":["Southern Italy","Russia","Algeria","Azerbaijan","United States","Qatar"],"frame_perspective":[],"analysis_type":["policy analysis","climate impact assessment","economic analysis"]},{"id":"ucs-000912","url":"https://climateinsightsdirectory.org/document/ucs-000912","title":"Oregon Clean Trucks Program","publisher":{"name":"Union of Concerned Scientists","organization":"union-of-concerned-scientists"},"document_type":"report","language":"en","date_published":"2021","source_url":"https://www.ucs.org/sites/default/files/2021-09/or-clean-trucks-report_0.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report evaluates three policy scenarios for Oregon's medium- and heavy-duty (M/HD) truck fleet: the adoption of California's Advanced Clean Trucks (ACT) rule, the addition of the NOx Omnibus Rule, and a more aggressive '100 x 40 ZEV + Clean Grid' scenario. The most ambitious scenario projects cumulative net societal benefits of $35.6 billion by 2050, including 186 avoided premature deaths and $1.9 billion in annual fleet cost savings. While ZEVs currently have higher purchase costs, the analysis suggests they will reach lifetime cost parity with combustion vehicles by 2030. The transition is expected to have positive macroeconomic effects on national jobs and GDP, and could reduce residential electricity rates in Oregon by up to 3.7% by 2050 due to increased utility net revenue.","ai_generated":true,"unit":"ucs-000912#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The most aggressive policy scenario (100 x 40 ZEV + Clean Grid) is projected to result in cumulative net societal benefits exceeding $35.6 billion through 2050, with 186 fewer premature deaths and 144 fewer hospital visits.","ai_generated":true,"unit":"ucs-000912#insight-1","date_modified":"2026-10-23"},{"text":"Under the ACT Rule scenario, cumulative net societal benefits are estimated at $21.4 billion through 2050, including up to 79 avoided premature deaths and 63 fewer hospital visits.","ai_generated":true,"unit":"ucs-000912#insight-2","date_modified":"2026-10-23"},{"text":"Zero-emission vehicles (ZEVs) are expected to reach lifetime cost parity with combustion vehicles by 2030, with an average ZEV purchased in 2040 projected to provide nearly $60,000 in discounted lifetime net savings.","ai_generated":true,"unit":"ucs-000912#insight-3","date_modified":"2026-10-23"},{"text":"The transition to ZEVs could lower electricity rates for Oregon residential and commercial customers by up to 3.7% by 2050, potentially saving the average household $110 and commercial customers $650 annually.","ai_generated":true,"unit":"ucs-000912#insight-4","date_modified":"2026-10-23"},{"text":"The '100 x 40 ZEV + Clean Grid' scenario is projected to reduce annual fleet NOx and PM emissions by 97% and 87% respectively by 2050 compared to the baseline.","ai_generated":true,"unit":"ucs-000912#insight-5","date_modified":"2026-10-23"},{"text":"Macroeconomic analysis indicates that the ZEV transition will likely increase national net jobs and GDP, with new jobs in electrical component manufacturing and infrastructure construction paying average wages 85% higher than the jobs they replace.","ai_generated":true,"unit":"ucs-000912#insight-6","date_modified":"2026-10-23"},{"text":"Significant infrastructure investment is required; under the 100 x 40 ZEV scenario, annual fleet investments in depot charging must average $85 million and public/private investments in public networks must average $70 million from 2025 to 2050.","ai_generated":true,"unit":"ucs-000912#insight-7","date_modified":"2026-10-23"}],"climate_tags":["zero-emissions vehicle","greenhouse gas emissions","particulates","electric vehicle charging network","climate finance","Grid decarbonization"],"geography_discussed":["United States","California"],"frame_perspective":[],"analysis_type":["economic impact assessment","public health impact assessment","climate impact assessment","policy scenario analysis"]},{"id":"eninnova-000252","url":"https://climateinsightsdirectory.org/document/eninnova-000252","title":"Technical Report: Economic & Clean Energy Benefits of Establishing a Competitive Wholesale Electricity Market in the Southeast United States","publisher":{"name":"Energy Innovation","organization":"energy-innovation"},"document_type":"report","language":"en","date_published":"2020-08","source_url":"https://energyinnovation.org/wp-content/uploads/SERTO_WISdomP_VCE-EI.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report uses the WIS:dom\u001b-P optimization model to compare four capacity expansion scenarios for the Southeast US: the current SE IRP, an economic IRP without an RTO, an SE RTO, and an SE RTO that retains uneconomic nuclear plants. The findings indicate that the SE RTO scenario is the most economic, offering cumulative savings of $383.7 billion by 2040 and the highest job creation. Retaining nuclear plants further reduces emissions, saving an additional 156.76 million metric tonnes of CO2 by 2040 at a minimal additional cost. The study also highlights the role of variable renewable energy (VRE) and storage in meeting seasonal demand peaks and the importance of transmission expansion in a coordinated regional market.","ai_generated":true,"unit":"eninnova-000252#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Establishing a Regional Transmission Organization (RTO) in the Southeast is the most cost-effective strategy, with cumulative electric sector savings of $383.7 billion by 2040 compared to the current IRP scenario.","ai_generated":true,"unit":"eninnova-000252#insight-1","date_modified":"2026-10-23"},{"text":"The 'SE IRP' scenario is the least economic option, resulting in the highest total resource costs and retail rates for consumers, partly due to an excessively high unforced capacity planning reserve margin (PRM) of 49%.","ai_generated":true,"unit":"eninnova-000252#insight-2","date_modified":"2026-10-23"},{"text":"Implementing optimal capacity expansion without an RTO (the 'SE Economic IRP' scenario) still provides cumulative savings of $298.14 billion by 2040 compared to the SE IRP.","ai_generated":true,"unit":"eninnova-000252#insight-3","date_modified":"2026-10-23"},{"text":"Retaining uneconomic nuclear generation in an RTO framework ('SE RTO with Nuclear') results in the lowest emissions across all pollutants, saving an additional 156.76 million metric tonnes of CO2 by 2040 compared to the 'SE RTO' scenario, at an additional cost of approximately $9 billion.","ai_generated":true,"unit":"eninnova-000252#insight-4","date_modified":"2026-10-23"},{"text":"The 'SE RTO' scenario generates the most employment, adding 407,631 jobs by 2040, driven by increased variable renewable energy (VRE) installations and transmission expansion.","ai_generated":true,"unit":"eninnova-000252#insight-5","date_modified":"2026-10-23"},{"text":"Co-optimizing distribution energy resources (DER) with utility-scale generation leads to significant distribution cost savings: $38.49 billion in the 'SE RTO' scenario and $37.8 billion in the 'SE RTO with Nuclear' scenario by 2040.","ai_generated":true,"unit":"eninnova-000252#insight-6","date_modified":"2026-10-23"},{"text":"The 'SE RTO' scenario achieves a 46% decrease in CO2 emissions (2,320 million metric tonnes) compared to the 'SE IRP' scenario, where emissions actually increased by 16% over 2018 levels due to over-building fossil fuel generation.","ai_generated":true,"unit":"eninnova-000252#insight-7","date_modified":"2026-10-23"},{"text":"Wind generation paired with storage is well-positioned to meet winter peak loads in the Southeast, whereas solar is best suited for summer afternoon peaks around 2:00 PM EST.","ai_generated":true,"unit":"eninnova-000252#insight-8","date_modified":"2026-10-23"},{"text":"The 'SE RTO' and 'SE RTO with Nuclear' scenarios required the installation of approximately 10,000 MW of transmission capacity to ensure a reliable and low-cost energy system.","ai_generated":true,"unit":"eninnova-000252#insight-9","date_modified":"2026-10-23"},{"text":"DER generation in the 'SE RTO' scenario reduces peak load by 27,347 MW (an 11.8% reduction) and increases minimum load by 18,158 MW, effectively flattening the demand profile seen by utility-scale generation.","ai_generated":true,"unit":"eninnova-000252#insight-10","date_modified":"2026-10-23"},{"text":"The capacity value of solar PV in the Southeast drops sharply to just above 30% by 2025 because its generation peak is not perfectly aligned with the daily load peak.","ai_generated":true,"unit":"eninnova-000252#insight-11","date_modified":"2026-10-23"}],"climate_tags":["nuclear power","wind power","photovoltaics","energy storage","distributed generation","electric power transmission","greenhouse gas emissions","carbon dioxide","particulates","demand-side management","demand response","energy efficiency","climate change"],"geography_discussed":["Alabama","Florida","Georgia","Mississippi","North Carolina","South Carolina","Tennessee","United States"],"frame_perspective":[],"analysis_type":["economic analysis","emission analysis","capacity expansion modeling","climate impact assessment"]},{"id":"gem-000240","url":"https://climateinsightsdirectory.org/document/gem-000240","title":"GAMBLING ON GAS","publisher":{"name":"Global Energy Monitor","organization":"global-energy-monitor"},"document_type":"report","language":"en","date_published":"2020-06","source_url":"https://globalenergymonitor.org/sites/default/files/migration/reports/JapanLNG_2020_r2_11.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"Between January 2017 and June 2020, Japanese public and private institutions provided at least US$23.4 billion in financing for LNG infrastructure across 10 countries. The report argues that the original rationales for this policy—energy security, climate friendliness, and economic viability—are now flawed due to the vulnerability of supply chains exposed by COVID-19, the high global warming potential of methane leakages, and the declining costs of renewable energy. It highlights that major Japanese banks (MUFG, Mizuho, and SMBC) provided the bulk of this funding, while five major trading companies saw a combined year-on-year profit drop of US$625 million in LNG-related businesses by March 2020. The document concludes that continuing to fund LNG infrastructure risks creating stranded assets and contradicts the UN's Principles for Responsible Banking.","ai_generated":true,"unit":"gem-000240#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"From January 2017 to June 2020, Japanese public and private entities provided at least US$23.4 billion in financing for LNG infrastructure, including terminals, tankers, and pipelines across 10 countries. This total consists of US$5.0 billion from public institutions and US$18.4 billion from private institutions.","ai_generated":true,"unit":"gem-000240#insight-1","date_modified":"2026-10-23"},{"text":"Japanese private financiers dominated the funding, with the 'big three' multinational commercial banks—Mitsubishi UFJ Financial Group (MUFG), Mizuho, and Sumitomo Mitsui Banking Corporation (SMBC)—accounting for 65.7% of all public and private funding during the 2017–2020 period.","ai_generated":true,"unit":"gem-000240#insight-2","date_modified":"2026-10-23"},{"text":"The report argues that the energy security rationale for LNG is flawed, citing a period in late April 2020 where Japan reportedly had only a two-week stockpile of LNG due to COVID-19 disruptions.","ai_generated":true,"unit":"gem-000240#insight-3","date_modified":"2026-10-23"},{"text":"From a climate perspective, the report states that methane leakages in the supply chain and the energy required for liquefaction and transport negate the carbon dioxide advantages of gas over coal, meaning new infrastructure will worsen the climate crisis.","ai_generated":true,"unit":"gem-000240#insight-4","date_modified":"2026-10-23"},{"text":"Economic shifts have made renewables more competitive than gas; a 2019 Rocky Mountain Institute study found clean energy portfolios cheaper than 90% of proposed gas-fired power capacity in the US, and the IEA projected that offshore wind could meet Japan's total power demand by over ninefold by 2040.","ai_generated":true,"unit":"gem-000240#insight-5","date_modified":"2026-10-23"},{"text":"Five major Japanese trading companies—Itochu Corporation, Marubeni, Mitsubishi Corporation, Mitsui & Co., and Sojitz Corporation—experienced a combined year-on-year profit decrease of US$625 million in their LNG-related businesses for the fiscal year ending March 31, 2020.","ai_generated":true,"unit":"gem-000240#insight-6","date_modified":"2026-10-23"},{"text":"Japanese investments in US LNG projects were partially motivated by a desire to improve diplomatic relations with the Trump administration and address criticisms of Japan's trade surplus.","ai_generated":true,"unit":"gem-000240#insight-7","date_modified":"2026-10-23"},{"text":"Significant financial risks remain with approximately US$190 billion in capital outlays for over a dozen major LNG projects still under development or construction involving Japanese interests.","ai_generated":true,"unit":"gem-000240#insight-8","date_modified":"2026-10-23"}],"climate_tags":["liquefied natural gas","methane leak","offshore wind power","renewable energy","climate finance","stranded asset","Paris Agreement","energy security","decarbonization"],"geography_discussed":["United States","Australia","Russia","Mozambique","Canada","Nigeria","Papua New Guinea","Indonesia","Sri Lanka","Mexico","Brazil","France","Germany","Senegal","Panama","Bangladesh"],"frame_perspective":[],"analysis_type":["financial analysis","policy review","climate impact assessment"]},{"id":"gclifun-006039","url":"https://climateinsightsdirectory.org/document/gclifun-006039","title":"Climate Resilient Sustainable Coastal Forestry in Bangladesh","publisher":{"name":"Green Climate Fund","organization":"green-climate-fund"},"document_type":"report","language":"en","date_published":"2019-06-14","source_url":"https://www.greenclimate.fund/sites/default/files/document/ppf-application-climate-resilient-sustainable-coastal-forestry-bangladesh.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document outlines a request for US 337,740 from the Green Climate Fund (GCF) to prepare a full funding proposal for the 'Climate Resilient Sustainable Coastal Forestry in Bangladesh' project. The proposed project aims to establish a continuous coastal greenbelt by planting 20,000 hectares of mangroves and associated species across 37 upazilas in 9 coastal districts. The project seeks to sequester 79.16 million tonnes of CO2eq over a 30-year lifespan and benefit approximately 9.9 million people. Key components include forestry activities for mitigation and adaptation, integrated zone management planning, and knowledge sharing. To ensure sustainability, the project proposes diversifying livelihoods for 20,000 people to reduce dependency on forest resources. The total indicative project cost is USD 80 million, with USD 60 million requested as a GCF senior loan and USD 20 million in government co-financing.","ai_generated":true,"unit":"gclifun-006039#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The project aims to establish a continuous coastal greenbelt by planting 20,000 hectares of mangroves and associated species, specifically targeting Koera and Baen, as well as Golpata along 400 km.","ai_generated":true,"unit":"gclifun-006039#insight-1","date_modified":"2026-10-23"},{"text":"The estimated mitigation impact of the project is the sequestration of 79.16 million tonnes of CO2 equivalent over a 30-year lifespan, with an annual sequestration rate of 2.64 Mt CO2eq.","ai_generated":true,"unit":"gclifun-006039#insight-2","date_modified":"2026-10-23"},{"text":"The project is expected to provide adaptation benefits to approximately 9,925,881 people, representing 6.89% of Bangladesh's total population.","ai_generated":true,"unit":"gclifun-006039#insight-3","date_modified":"2026-10-23"},{"text":"To reduce the driver of forest degradation—primarily the extraction of fuel wood—the project will support climate-resilient alternative livelihoods for at least 20,000 people, including activities like crab farming, beekeeping, and shrimp culture.","ai_generated":true,"unit":"gclifun-006039#insight-4","date_modified":"2026-10-23"},{"text":"The total indicative cost for the project is USD 80 million, consisting of a USD 60 million senior loan requested from the GCF and USD 20 million in co-financing from the Government of Bangladesh.","ai_generated":true,"unit":"gclifun-006039#insight-5","date_modified":"2026-10-23"},{"text":"The PPF request of US 353,040 (with US 337,740 requested from GCF) is intended to fund four critical preparation activities: feasibility studies, environmental/social/gender studies, risk assessments, and the identification of project-level indicators.","ai_generated":true,"unit":"gclifun-006039#insight-6","date_modified":"2026-10-23"},{"text":"The project will target 37 upazilas across 9 coastal districts, focusing on a total area of concern of 15,259 sq km.","ai_generated":true,"unit":"gclifun-006039#insight-7","date_modified":"2026-10-23"},{"text":"The project identifies a high risk of inundation for the Sundarbans, stating that a 45 cm sea level rise would inundate about 75% of the forest area, and a 67 cm rise would submerge the entire region.","ai_generated":true,"unit":"gclifun-006039#insight-8","date_modified":"2026-10-23"}],"climate_tags":["Mangrove restoration","carbon sequestration","coastal management","climate finance","sea level rise","forest degradation","nature-based solutions","Reducing emissions from deforestation and forest degradation"],"geography_discussed":["Sundarbans"],"frame_perspective":[],"analysis_type":["project proposal","feasibility request","climate impact assessment"]},{"id":"gclifun-004857","url":"https://climateinsightsdirectory.org/document/gclifun-004857","title":"Bio-CLIMA Nicaragua: Integrated climate action for reduced deforestation and strengthened resilience in the BOSAWÁS and Rio San Juan Biosphere Reserves Nicaragua","publisher":{"name":"Green Climate Fund","organization":"green-climate-fund"},"document_type":"report","language":"en","date_published":"2019-03-18","source_url":"https://www.greenclimate.fund/sites/default/files/document/21710-bio-clima-nicaragua.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Bio-CLIMA project aims to transform extensive cattle ranching and agriculture in Nicaragua's Caribbean Region into sustainable, deforestation-free production. The project targets the buffer zones of the BOSAWÁS and Rio San Juan Biosphere Reserves, focusing on 66,223 hectares and approximately 26,260 direct beneficiaries. It employs a three-pronged strategy: providing technical assistance and financial incentives for climate-smart production modules (silvo-pastural, agroforestry, and sustainable forest management), strengthening local governance and law enforcement, and developing adaptive capacity through training and early warning systems. The project is estimated to cost USD 110.4 million, with USD 79.8 million requested from the Green Climate Fund as a mix of grants and loans.","ai_generated":true,"unit":"gclifun-004857#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The project targets a total mitigation impact of 5,414,627 tCO2eq over a 20-year lifespan, with 4.8 million tCO2eq from better land use and sequestration and 547,560 tCO2eq avoided by reducing methane emissions from livestock.","ai_generated":true,"unit":"gclifun-004857#insight-1","date_modified":"2026-10-23"},{"text":"The project aims to improve the resilience of ecosystems and ecosystem services across approximately 66,000 hectares in the buffer zones of the BOSAWÁS and San Juan Biosphere Reserves, benefiting over 26,000 people.","ai_generated":true,"unit":"gclifun-004857#insight-2","date_modified":"2026-10-23"},{"text":"Deforestation in Nicaragua's Caribbean Region was severe between 2000 and 2015, with an average annual loss of 147,202 hectares of tropical forests, equivalent to 15.65 M t CO2eq per year.","ai_generated":true,"unit":"gclifun-004857#insight-3","date_modified":"2026-10-23"},{"text":"The project introduces 'Land-Use Management Plans' (LUMP) as a bottom-up tool for farmers to define areas for restoration, watershed protection, and sustainable forest management.","ai_generated":true,"unit":"gclifun-004857#insight-4","date_modified":"2026-10-23"},{"text":"Bio-CLIMA implements five Climate-Smart Production Modules: silvo-pastural livestock production, agroforestry cocoa/coffee production, Close-to-nature Planted Forests (CTNPF), and Sustainable Management of Natural Forest (SFM).","ai_generated":true,"unit":"gclifun-004857#insight-5","date_modified":"2026-10-23"},{"text":"A public-private Silvo-Pastural Trust (SPT) will be established to provide 'middle to big-sized' producers (those owning more than 50 hectares) with concessional loans, technical assistance, and market access.","ai_generated":true,"unit":"gclifun-004857#insight-6","date_modified":"2026-10-23"},{"text":"The project will strengthen governance by investing in technical personnel, logistical means, and the creation of a Deforestation and Forest Fire Early Warning System (SAT) and a Timber Tracking System (TTS).","ai_generated":true,"unit":"gclifun-004857#insight-7","date_modified":"2026-10-23"},{"text":"The total indicative project cost is USD 110.4 million, with 72% (USD 79.8 million) requested from the GCF, consisting of a USD 37.7 million grant and a USD 42.2 million loan backed by a sovereign guarantee.","ai_generated":true,"unit":"gclifun-004857#insight-8","date_modified":"2026-10-23"}],"climate_tags":["deforestation","climate resilience","agroforestry","carbon sequestration","Reducing emissions from deforestation and forest degradation","climate finance","methane emissions","ecosystem service","Climate-smart agriculture","land-use planning"],"geography_discussed":["North Caribbean Coast Autonomous Region","South Caribbean Coast Autonomous Region","Bonanza","Siuna","Nueva Guinea","Bluefields","El Castillo"],"frame_perspective":[],"analysis_type":["project proposal","climate impact assessment"]},{"id":"cer-000337","url":"https://climateinsightsdirectory.org/document/cer-000337","title":"An assessment of new coal plants in South Africa’s electricity future","publisher":{"name":"Centre for Environmental Rights","organization":"centre-for-environmental-rights"},"document_type":"research paper","language":"en","date_published":"2018-05-28","source_url":"https://cer.org.za/wp-content/uploads/2019/08/Annexure-10-ERC-Coal-IPP-Study-Report-May-2018.pdf?x21779","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The study finds that new coal-fired power plants are not necessary to meet South Africa's electricity demand at the lowest cost and that committing to the Thabametsi and Khanyisa IPPs would substantially increase both system costs and greenhouse gas emissions. Using the South African Times Model (SATIM), the authors demonstrate that a least-cost build plan relies on wind, solar PV, and gas, while the coal IPPs would create a generation surplus and potentially accelerate Eskom's financial crisis. The report highlights that the emissions from these plants would almost entirely offset the savings from the National Energy Efficiency Strategy or the expected reductions from the carbon tax.","ai_generated":true,"unit":"cer-000337#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"In all modelled scenarios, neither new coal nor new nuclear power plants are required to meet South Africa's electricity demand at the lowest cost.","ai_generated":true,"unit":"cer-000337#insight-1","date_modified":"2026-10-23"},{"text":"The inclusion of the coal IPPs increases total discounted system costs across all scenarios, ranging from R16.4 billion in the best-case scenario to R27.99 billion in the climate change mitigation (CCP) scenario.","ai_generated":true,"unit":"cer-000337#insight-2","date_modified":"2026-10-23"},{"text":"In the reference scenario, the combined coal IPPs would increase greenhouse gas emissions by 205.7 million tonnes of CO2 equivalent over the period, which represents a negative carbon price of R96 per tonne of CO2-eq.","ai_generated":true,"unit":"cer-000337#insight-3","date_modified":"2026-10-23"},{"text":"The greenhouse gas emissions from the coal IPPs in the reference and worst-case scenarios would nearly negate the projected 214 million tonnes of CO2-eq savings from the post-2015 National Energy Efficiency Strategy to 2050.","ai_generated":true,"unit":"cer-000337#insight-4","date_modified":"2026-10-23"},{"text":"The coal IPPs use fluidised bed combustion (FBC) technology, which results in a GHG intensity of 1.23 tCO2-eq/MWh—approximately 24% higher than the current Eskom fleet average and 58% higher than the Medupi and Kusile plants.","ai_generated":true,"unit":"cer-000337#insight-5","date_modified":"2026-10-23"},{"text":"Committing to the coal IPPs while attempting to meet the low-PPD carbon budget (9.5 Gt CO2-eq from 2020-2050) would dramatically increase costs, requiring higher investment in renewables to displace existing coal assets and increasing the mitigation burden on other sectors.","ai_generated":true,"unit":"cer-000337#insight-6","date_modified":"2026-10-23"},{"text":"The coal IPPs are not necessary for supply security, as the model maintains a 15% firm reserve margin of fully dispatchable plant without them; furthermore, South Africa currently faces a large surplus in inflexible base supply capacity.","ai_generated":true,"unit":"cer-000337#insight-7","date_modified":"2026-10-23"},{"text":"The 85% fixed minimum off-take requirement in the Power Purchase Agreements (PPAs) for the coal IPPs effectively locks the country into future emissions and higher costs while reducing system flexibility.","ai_generated":true,"unit":"cer-000337#insight-8","date_modified":"2026-10-23"}],"climate_tags":["coal-fired power station","greenhouse gas emissions","climate finance","energy transition","renewable energy","photovoltaics","onshore wind farm","natural gas","carbon tax","carbon budget","energy efficiency","Paris Agreement","Nationally Determined Contributions"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["cost-benefit analysis","energy system modelling","climate impact assessment"]},{"id":"cdkn-000578","url":"https://climateinsightsdirectory.org/document/cdkn-000578","title":"Framework for effectiveness and resilience of small- and medium-scale irrigation systems in Nepal","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"report","language":"en","date_published":"2017-06","source_url":"https://cdkn.org/sites/default/files/files/Framework-for-effectiveness-and-resilience-of-small-and-medium-scale-irrigation-systems-in-nepal.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report investigates the vulnerability of Nepal's small- and medium-scale irrigation systems to climate change and non-climatic stressors. It finds that while non-climatic factors like land-use change and riverbed mining are critical in the short term, long-term climate impacts—including increased temperature, erratic rainfall, and reduced seasonal water availability—pose severe risks. Through case studies in the Banaganga and Girwari basins, the study demonstrates that water availability has dropped significantly, leading farmers to adopt deficit irrigation and groundwater extraction. The report proposes a resilience framework focusing on three pillars: systems (infrastructure), institutions (governance), and agents (individuals), recommending risk-based design, improved river basin management, and better use of seasonal forecasts.","ai_generated":true,"unit":"cdkn-000578#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Climate change in Nepal is characterized by increasing temperatures, which are rising faster than the global average, and erratic precipitation patterns that lead to more frequent droughts and intense rainfall events.","ai_generated":true,"unit":"cdkn-000578#insight-1","date_modified":"2026-10-23"},{"text":"Small- and medium-scale irrigation systems face dual threats from climate change: increased risk of flooding and flash floods, and changes in seasonal water availability, with the latter being more critical for systems in dry areas.","ai_generated":true,"unit":"cdkn-000578#insight-2","date_modified":"2026-10-23"},{"text":"Non-climatic factors currently have a more significant short-term impact on irrigation systems than climate change, though climate impacts are expected to dominate in the long term.","ai_generated":true,"unit":"cdkn-000578#insight-3","date_modified":"2026-10-23"},{"text":"Case studies in the Banaganga and Girwari basins show a severe decline in minimum river flows over the last three decades, with some flows reducing by approximately 50%.","ai_generated":true,"unit":"cdkn-000578#insight-4","date_modified":"2026-10-23"},{"text":"Groundwater irrigation is found to be more resilient to climate change than surface irrigation systems.","ai_generated":true,"unit":"cdkn-000578#insight-5","date_modified":"2026-10-23"},{"text":"Local farmers have adapted to declining water availability through institutional strengthening, the installation of tube wells, the use of deficit irrigation, and the adoption of short-duration crop varieties.","ai_generated":true,"unit":"cdkn-000578#insight-6","date_modified":"2026-10-23"},{"text":"The proposed resilience framework emphasizes that effectiveness must be addressed across three integrated elements: systems (infrastructure and basins), institutions (rules and management), and agents (individuals and organizations).","ai_generated":true,"unit":"cdkn-000578#insight-7","date_modified":"2026-10-23"}],"climate_tags":["climate resilience","flood risk","climate change","agricultural productivity","land-use change"],"geography_discussed":["Kapilvastu District","Nawalparasi District","Banaganga basin","Girwari basin","Terai"],"frame_perspective":[],"analysis_type":["case study","policy framework","climate impact assessment"]}]}