{"query_echo":{"q":"","filters":{"analysis_type":["economic estimation"]},"warnings":[]},"total":{"value":12,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=economic+estimation","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":"iisd-002930","url":"https://climateinsightsdirectory.org/document/iisd-002930","title":"Fuel Taxation in Aviation","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2025-10","source_url":"https://www.iisd.org/system/files/2025-10/fuel-taxation-aviation.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes 32 Air Service Agreements (ASAs) among COFFIS member states to identify legal obstacles to taxing aviation fuel. It finds that while the Chicago Convention does not prohibit such taxes, many bilateral ASAs contain prohibitions or non-discrimination clauses that require reform. The authors propose a 'Joint Agreement' as a multilateral mechanism to bulk-amend these treaties. For EU states, the Energy Taxation Directive (ETD) remains a primary structural barrier, though international agreements can override it. The report also estimates that taxing three specific UK flight routes could generate up to USD 3.1 billion in revenue.","ai_generated":true,"unit":"iisd-002930#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The 1944 Chicago Convention does not prohibit the taxation of fuel loaded locally ('at the pump'), only the taxation of fuel already on board an arriving aircraft.","ai_generated":true,"unit":"iisd-002930#insight-1","date_modified":"2026-10-23"},{"text":"An analysis of 32 ASAs among COFFIS members reveals four categories of fuel tax regulation: three impose no restrictions, ten use reciprocity-based exemptions, twelve explicitly prohibit taxation, and four require non-discriminatory or most-favoured-nation (MFN) treatment.","ai_generated":true,"unit":"iisd-002930#insight-2","date_modified":"2026-10-23"},{"text":"To efficiently overcome bilateral legal barriers, the report suggests a 'Joint Agreement'—a multilateral instrument that would override conflicting tax provisions in covered ASAs and allow for harmonized rules.","ai_generated":true,"unit":"iisd-002930#insight-3","date_modified":"2026-10-23"},{"text":"For EU member states, Article 14.1 (b) of the Energy Taxation Directive (ETD) is the primary legal barrier, as it mandates a full fuel tax exemption for international flights.","ai_generated":true,"unit":"iisd-002930#insight-4","date_modified":"2026-10-23"},{"text":"International agreements concluded by the EU can take precedence over the ETD; for example, the EU–United Kingdom Trade and Cooperation Agreement explicitly permits fuel taxation for flights between their territories.","ai_generated":true,"unit":"iisd-002930#insight-5","date_modified":"2026-10-23"},{"text":"A fuel tax of USD 0.52/L on three analyzed UK routes (to Antigua and Barbuda, Canada, and the EU) could generate up to USD 3.1 billion in revenue, with the UK-EU routes contributing the vast majority (USD 1,438 million to USD 2,876 million).","ai_generated":true,"unit":"iisd-002930#insight-6","date_modified":"2026-10-23"}],"climate_tags":["Sustainable Aviation Fuel","carbon leakage","climate finance","fossil fuel subsidy"],"geography_discussed":["European Union","United Kingdom","Canada","Antigua and Barbuda"],"frame_perspective":[],"analysis_type":["legal analysis","policy assessment","economic estimation"]},{"id":"ciel-000027","url":"https://climateinsightsdirectory.org/document/ciel-000027","title":"Homeowners risk billions in losses as ‘Dirty Dozen’ insurers—citing climate risks— pull coverage while profiting from fossil fuels","publisher":{"name":"Center for International Environmental Law","organization":"center-for-international-environmental-law"},"document_type":"statement","language":"en","date_published":"2024-04-03","source_url":"https://www.ciel.org/california-climate-insurance/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Center for International Environmental Law identifies a 'Dirty Dozen' of insurers that have restricted coverage for California homeowners, citing climate risks, while maintaining significant financial ties to fossil fuels. This practice is described as a 'vicious cycle of uninsurability' that shifts the economic burden of the climate crisis onto households.","ai_generated":true,"unit":"ciel-000027#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Twelve major insurers, termed the 'Dirty Dozen', have restricted homeowners insurance in California, citing climate risks, while collectively holding an estimated $113 billion in fossil fuel investments and earning $3.6 billion in underwriting income from fossil fuels.","ai_generated":true,"unit":"ciel-000027#insight-1","date_modified":"2026-10-23"},{"text":"Analysis by Insure Our Future indicates that more than 100,000 insurance non-renewals in California could result in homeowners losing between $9.87 billion and $32.1 billion in property value.","ai_generated":true,"unit":"ciel-000027#insight-2","date_modified":"2026-10-23"},{"text":"Three specific companies recently announced mass non-renewal decisions in California: Berkshire Hathaway (50,000 policies via AmGUARD), State Farm (30,000 policies), and Nationwide (20,275 policies via Crestbrook).","ai_generated":true,"unit":"ciel-000027#insight-3","date_modified":"2026-10-23"},{"text":"The Center for International Environmental Law suggests that insurers' actions—profiting from fossil fuels that drive climate change and then refusing to renew policies in exposed areas—may constitute unconscionable conduct under California's Unfair Competition Law (UCL) or a violation of the implied covenant of good-faith dealing.","ai_generated":true,"unit":"ciel-000027#insight-4","date_modified":"2026-10-23"}],"climate_tags":["climate risk","climate finance","environmental justice","carbon tax","climate resilience","decarbonization"],"geography_discussed":["Connecticut","World"],"frame_perspective":[],"analysis_type":["policy analysis","legal assessment","economic estimation"]},{"id":"catf-000320","url":"https://climateinsightsdirectory.org/document/catf-000320","title":"Ready to deploy: How Saudi Arabia and the United Arab Emirates can scale up carbon capture and storage in the Gulf","publisher":{"name":"Clean Air Task Force","organization":"clean-air-task-force"},"document_type":"policy brief","language":"en","date_published":"2023-10-12","source_url":"https://www.catf.us/2023/10/ready-deploy-how-saudi-arabia-united-arab-emirates-scale-up-carbon-capture-storage-gulf/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The policy brief outlines how Saudi Arabia and the UAE can leverage their geological storage potential and National Oil Companies to scale up carbon capture and storage (CCS). It identifies current project statuses, storage capacities, and recommends the creation of carbon management strategies, open-access storage hubs, and enduring financial incentives to decarbonize hard-to-abate industries and the power sector.","ai_generated":true,"unit":"catf-000320#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Saudi Arabia and the UAE have established net-zero CO2 emission targets for 2060 and 2050, respectively, and both are expanding renewable and nuclear power to decarbonize their power sectors.","ai_generated":true,"unit":"catf-000320#insight-1","date_modified":"2026-10-23"},{"text":"The Gulf region possesses significant geological storage potential for CO2, with the Rub’al Khali sedimentary basin covering the UAE and southern Saudi Arabia representing the greatest capacity.","ai_generated":true,"unit":"catf-000320#insight-2","date_modified":"2026-10-23"},{"text":"Saudi Arabia's estimated CO2 storage potential includes 5.2 Gt in depleted gas reservoirs and between 40-318 Gt in the Rub’al-Khali basin; the UAE's potential includes 5.9 Gt in depleted gas reservoirs and 16.7 Gt in ‘undiscovered capacity’.","ai_generated":true,"unit":"catf-000320#insight-3","date_modified":"2026-10-23"},{"text":"Existing CCS projects in both countries currently capture up to 0.8 Mt/year of CO2: Saudi Arabia's Uthmaniyah project (since 2015) and the UAE's Al Reyadah project (since 2016).","ai_generated":true,"unit":"catf-000320#insight-4","date_modified":"2026-10-23"},{"text":"Saudi Arabia aims for 9 Mt/year of CCS from 2027 at the Jubail hub, increasing to 44 Mt/year by 2035, and requires new gas power plants to include CCS.","ai_generated":true,"unit":"catf-000320#insight-5","date_modified":"2026-10-23"},{"text":"The UAE's ADNOC targets 10 Mt/year of CO2 capture and storage by 2030, focusing initially on gas processing facilities such as the Habshan facility.","ai_generated":true,"unit":"catf-000320#insight-6","date_modified":"2026-10-23"},{"text":"CATF analysis estimates that full abatement of emissions from oil and natural gas production and processing in both countries would cost approximately $15 billion per year, with $6 billion of that specifically for CCS in gas processing, LNG production, and oil refining.","ai_generated":true,"unit":"catf-000320#insight-7","date_modified":"2026-10-23"},{"text":"A 'storage as a service' business model, involving the Gulf region acting as a CO2 storage hub for others via pipeline or ship, could add up to $1.2 billion in gross value by 2050.","ai_generated":true,"unit":"catf-000320#insight-8","date_modified":"2026-10-23"}],"climate_tags":["carbon capture and storage","carbon neutrality","decarbonization","electric power industry","petrochemical product","cement","steel","direct air capture","carbon price"],"geography_discussed":["Norway","United States","Netherlands","United Kingdom"],"frame_perspective":[],"analysis_type":["policy analysis","economic estimation"]},{"id":"seforall-000255","url":"https://climateinsightsdirectory.org/document/seforall-000255","title":"Empowering Consumers to Accelerate 24/7 Carbon-Free Energy","publisher":{"name":"Sustainable Energy for All","organization":"sustainable-energy-for-all"},"document_type":"report","language":"en","date_published":"2023-10","source_url":"https://247-carbon-free-movement.cdn.prismic.io/247-carbon-free-movement/65573cab531ac2845a253bfa_247CFEconsumerempowermentreport.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report argues that empowering consumers to manage their energy demand and production can shift approximately 900 TWh—about 27% of global residential electricity consumption—away from fossil fuels. It categorizes empowerment solutions into supply-side (e.g., 24/7 PPAs, energy cooperatives, P2P trading), demand-side (e.g., time-of-use tariffs, on-bill schemes), and data-based (e.g., smart meters, granular energy certificates) interventions. The document emphasizes that the path to 24/7 CFE varies by country maturity, dividing nations into 'Potential', 'Progressive', 'Aspirer', and 'Frontier' archetypes, each requiring different policy 'recipes' to overcome barriers such as low smart meter penetration and restrictive electricity market regulations.","ai_generated":true,"unit":"seforall-000255#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Empowering consumers to shift toward 24/7 CFE could reduce global residential electricity demand from fossil fuels by approximately 900 TWh, which is about 27 percent of current consumption.","ai_generated":true,"unit":"seforall-000255#insight-1","date_modified":"2026-10-23"},{"text":"Solutions that reduce or shift demand without increasing generation capacity, such as time-of-use (TOU) tariffs and granular data access, can shift 9 percent of global residential electricity consumption away from fossil fuels.","ai_generated":true,"unit":"seforall-000255#insight-2","date_modified":"2026-10-23"},{"text":"Solutions that increase carbon-free energy generation capacity, including prosumption and 24/7 Power Purchase Agreements (PPAs), can shift an additional 18 percent of global residential electricity consumption away from fossil fuels.","ai_generated":true,"unit":"seforall-000255#insight-3","date_modified":"2026-10-23"},{"text":"24/7 PPAs achieve higher decarbonization than typical clean PPAs by matching hourly demand with supply; typical clean PPAs only result in 40–70 percent decarbonization due to temporal mismatches.","ai_generated":true,"unit":"seforall-000255#insight-4","date_modified":"2026-10-23"},{"text":"Peer-to-peer (P2P) energy trading can reduce peak demand by 4-7 percent and increase the use of renewable energy by allowing prosumers to sell clean electricity directly to local consumers.","ai_generated":true,"unit":"seforall-000255#insight-5","date_modified":"2026-10-23"},{"text":"Time-of-use (TOU) tariffs can reduce household peak demand by 5 to 15 percent, with higher price ratios (e.g., 5:1) leading to greater demand declines (up to 13 percent).","ai_generated":true,"unit":"seforall-000255#insight-6","date_modified":"2026-10-23"},{"text":"Providing consumers with real-time electricity consumption data through smart meters can reduce household electricity consumption by an average of 8 percent.","ai_generated":true,"unit":"seforall-000255#insight-7","date_modified":"2026-10-23"},{"text":"Granular Energy Attribute Certificates (GCs) are essential for 24/7 CFE as they allow hourly matching, which can lead to lower emissions than annual matching; in Ireland, 90 percent hourly matching could result in 30 percent lower emissions than 100 percent annual matching.","ai_generated":true,"unit":"seforall-000255#insight-8","date_modified":"2026-10-23"},{"text":"The report identifies four country archetypes: 'Potential' (focus on access), 'Progressive' (focus on reliability and grid decarbonization), 'Aspirer' (focus on demand reduction and decarbonization), and 'Frontier' (focus on net zero and electricity independence).","ai_generated":true,"unit":"seforall-000255#insight-9","date_modified":"2026-10-23"},{"text":"Frontier countries are the most impactful for global transition as they account for 64 percent of total residential electricity consumption.","ai_generated":true,"unit":"seforall-000255#insight-10","date_modified":"2026-10-23"},{"text":"High upfront costs for behind-the-meter (BTM) batteries, which can reach USD 7,000 for installation, act as a barrier, though innovative pay-as-you-go models in Africa have reduced costs to as little as USD 50 cents a day.","ai_generated":true,"unit":"seforall-000255#insight-11","date_modified":"2026-10-23"}],"climate_tags":["energy transition","power purchase agreement","energy storage","energy efficiency","demand-side management","distributed generation"],"geography_discussed":["Brazil","South Africa","Malaysia","Chile","India","United States","Philippines","European Union","Bangladesh","People's Republic of China","Rwanda","Ghana","Thailand","Ireland"],"frame_perspective":[],"analysis_type":["policy assessment","technical analysis","economic estimation"]},{"id":"cliinstca-000287","url":"https://climateinsightsdirectory.org/document/cliinstca-000287","title":"Les forêts brûlent et on flambe des milliards en coûts de soins de santé","publisher":{"name":"Canadian Climate Institute","organization":"canadian-climate-institute"},"document_type":"research paper","language":"fr","date_published":"2023-06-27","source_url":"https://institutclimatique.ca/les-forets-brulent-et-on-flambe-des-milliards-en-couts-de-soins-de-sante/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Canadian Climate Institute estimates that wildfires in Quebec caused $1.28 billion in healthcare costs in Ontario alone from June 4 to 8, 2023, due to a significant spike in PM2.5 fine particulate matter exposure.","ai_generated":true,"unit":"cliinstca-000287#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Wildfires in Quebec that caused smoke to cover Ontario from June 4 to 8 resulted in estimated healthcare costs of $1.28 billion for the province of Ontario alone.","ai_generated":true,"unit":"cliinstca-000287#insight-1","date_modified":"2026-10-23"},{"text":"During the period of June 4 to 8, the daily average of PM2.5 (fine particulate matter) in Ontario reached 79.3 µg/m3, which is 13 times the recorded annual average at the monitoring station.","ai_generated":true,"unit":"cliinstca-000287#insight-2","date_modified":"2026-10-23"},{"text":"The air quality impact affected major urban centers representing approximately 58% of Ontario's population, or roughly 9 million people.","ai_generated":true,"unit":"cliinstca-000287#insight-3","date_modified":"2026-10-23"},{"text":"The $1.28 billion figure only accounts for healthcare costs and excludes other expenses such as ecological damage, business disruptions, fire management, indoor air quality mitigation by households, tourism impacts, and restrictions on children's leisure activities.","ai_generated":true,"unit":"cliinstca-000287#insight-4","date_modified":"2026-10-23"},{"text":"The analysis utilized Health Canada's Air Quality Benefit Evaluation Tool (OEBQA) to quantify the health impacts of PM2.5 exposure, which are linked to premature mortality, increased bronchitis, childhood heart attacks, and asthma-related hospital visits.","ai_generated":true,"unit":"cliinstca-000287#insight-5","date_modified":"2026-10-23"}],"climate_tags":["wildfire","air quality","climate change","public health"],"geography_discussed":["Quebec","Canada"],"frame_perspective":[],"analysis_type":["economic estimation","health impact assessment"]},{"id":"catf-000774","url":"https://climateinsightsdirectory.org/document/catf-000774","title":"Superhot Rock Geothermal","publisher":{"name":"Clean Air Task Force","organization":"clean-air-task-force"},"document_type":"report","language":"en","date_published":"2021-10","source_url":"https://cdn.catf.us/wp-content/uploads/2021/09/21091759/CATF_SuperhotRockGeothermal_Report.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"Superhot rock (SHR) geothermal energy, defined as heat energy mined at temperatures of 400°C or hotter, is presented as a high-energy-density resource capable of providing competitive, dispatchable, zero-carbon power worldwide. While current geothermal capacity is limited to 15 GW in volcanic or thin-crust regions, SHR could potentially be accessed anywhere through super-deep drilling. The report estimates that mature SHR electricity could be competitive at $20-35 per MWh, producing five to ten times the energy per well compared to conventional systems. Realizing this potential requires overcoming engineering challenges in drilling (reaching 7-15 km), reservoir creation, and well metallurgy. The proposed path forward involves moving three to five pilot demonstrations forward in the next five years, transitioning from shallow hot dry rock to deep continental resources, and leveraging the expertise of the unconventional oil and gas industry to accelerate commercialization within 10 to 15 years.","ai_generated":true,"unit":"catf-000774#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Superhot rock (SHR) geothermal systems, which operate at temperatures of 400°C or hotter, offer significantly higher energy density than conventional geothermal wells, potentially producing five to ten times the energy per well.","ai_generated":true,"unit":"catf-000774#insight-1","date_modified":"2026-10-23"},{"text":"Preliminary estimates suggest that once mature, the levelized cost of electricity (LCOE) for commercial-scale SHR could be competitive, ranging between $20 and $35 per megawatt-hour.","ai_generated":true,"unit":"catf-000774#insight-2","date_modified":"2026-10-23"},{"text":"Commercialization of SHR depends on solving specific engineering challenges rather than scientific breakthroughs, specifically in super-deep drilling (7-15 km), heat-resistant well materials, and aseismic reservoir development.","ai_generated":true,"unit":"catf-000774#insight-3","date_modified":"2026-10-23"},{"text":"The report proposes a three-phase commercialization pathway: starting with pilot power demonstrations in volcanic regions (3-7 km depth), moving to initial commercial deployment in hot crustal regions, and finally achieving widespread global deployment via energy drilling at depths of 10-20 km.","ai_generated":true,"unit":"catf-000774#insight-4","date_modified":"2026-10-23"},{"text":"To jumpstart the industry, the report recommends advancing three to five SHR power demonstrations in dry rock settings within the next five years, citing the Newberry project in Oregon as a primary candidate.","ai_generated":true,"unit":"catf-000774#insight-5","date_modified":"2026-10-23"},{"text":"The unconventional oil and gas industry's expertise in directional drilling and drilling mechanization is viewed as a critical 'pivot opportunity' to accelerate SHR deployment over the next 10-15 years.","ai_generated":true,"unit":"catf-000774#insight-6","date_modified":"2026-10-23"},{"text":"SHR has the potential to support the production of zero-carbon hydrogen and ammonia, which could help decarbonize industrial processes and mobility.","ai_generated":true,"unit":"catf-000774#insight-7","date_modified":"2026-10-23"}],"climate_tags":["Levelized cost of energy"],"geography_discussed":["Iceland","Japan","Italy","New Zealand","Oregon","France","South Korea","Switzerland","Indonesia","Germany","Slovakia","People's Republic of China"],"frame_perspective":[],"analysis_type":["technical assessment","strategic roadmap","economic estimation"]},{"id":"bc3res-000193","url":"https://climateinsightsdirectory.org/document/bc3res-000193","title":"ECONOMIC ESTIMATES OF THE CLIMATE COSTS OF THE AVIATION SECTOR DUE TO AIR MANAGEMENT: INSIGHTS FOR 2018 AND 2019","publisher":{"name":"Basque Centre for Climate Change","organization":"basque-centre-for-climate-change"},"document_type":"policy brief","language":"en","date_published":"2021-04","source_url":"https://www.bc3research.org/h6T8Uy8Nm4gFs0O/20210427042456884900902.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The policy brief calculates the environmental costs of aviation in the Single European Sky area, finding that capacity shortfalls in 2018 and 2019 led to approximately 31.86 million nautical miles of additional distance flown. This resulted in 1.06 million tonnes of CO2 emissions, with estimated climate costs ranging from 162 million to 903 million EUR depending on the carbon pricing model and the inclusion of non-CO2 effects. The authors highlight that CO2 represents only about 34% of the sector's effective radiative forcing, with the remainder coming from non-CO2 impacts like contrail cirrus and nitrogen oxides.","ai_generated":true,"unit":"bc3res-000193#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Capacity constraints in the aviation sector during 2018 and 2019 led to an additional 31.86 million nautical miles (NM) being flown beyond optimal distances.","ai_generated":true,"unit":"bc3res-000193#insight-1","date_modified":"2026-10-23"},{"text":"The additional distance flown in 2018 and 2019 resulted in the burn of 337,156,934 kg of fuel, which corresponds to 1.06 million tonnes of CO2 emissions.","ai_generated":true,"unit":"bc3res-000193#insight-2","date_modified":"2026-10-23"},{"text":"Based on CO2 emissions alone, the climate costs for 2018 and 2019 are estimated between 54 million EUR (using future market prices by 2030) and 301 million EUR (using long-run Standard Inputs Climate Change Avoidance Costs).","ai_generated":true,"unit":"bc3res-000193#insight-3","date_modified":"2026-10-23"},{"text":"When accounting for non-CO2 impacts, which constitute approximately 66% of the sector's effective radiative forcing (ERF), the total environmental costs for 2018 and 2019 are estimated to range between 162 million and 903 million EUR.","ai_generated":true,"unit":"bc3res-000193#insight-4","date_modified":"2026-10-23"},{"text":"Non-CO2 impacts, primarily nitrogen oxides (NOX) and contrail cirrus, are identified as the dominant contributors to the aviation sector's effective radiative forcing, accounting for around 66%.","ai_generated":true,"unit":"bc3res-000193#insight-5","date_modified":"2026-10-23"},{"text":"Additional fuel burn is caused by vertical flight efficiency issues, such as 'level caps' for flow control and a 5 to 10 per cent decrease in the use of Continuous Descent Operations (CDO) and Continuous Climb Operations (CCO) during high traffic density, though these cannot currently be quantified with available data.","ai_generated":true,"unit":"bc3res-000193#insight-6","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","climate finance","fuel consumption","European Union Emission Trading Scheme 1"],"geography_discussed":["European Union","European Civil Aviation Conference"],"frame_perspective":[],"analysis_type":["economic estimation","policy analysis"]},{"id":"iisd-003564","url":"https://climateinsightsdirectory.org/document/iisd-003564","title":"Understanding the Role of Subsidies in South Africa’s Coal-Based Liquid Fuel Sector","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"policy brief","language":"en","date_published":"2020-10","source_url":"https://www.iisd.org/system/files/2020-10/subsidies-south-africa-coal-liquid-fuel.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document examines how market price support and carbon tax exemptions sustain Sasol's coal-to-liquid operations in South Africa. It estimates that in 2019, these support measures totaled ZAR 8.05 billion, contributing to carbon lock-in and significant environmental externalities, including the operation of the world's largest single point source of greenhouse gases.","ai_generated":true,"unit":"iisd-003564#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Sasol operates the only commercial coal-to-liquid (CTL) plant in South Africa, located in Secunda, which is identified as the largest single point source of greenhouse gases globally.","ai_generated":true,"unit":"iisd-003564#insight-1","date_modified":"2026-10-23"},{"text":"Synthetic fuels produced by Sasol account for approximately 30% of all fuels used in South Africa.","ai_generated":true,"unit":"iisd-003564#insight-2","date_modified":"2026-10-23"},{"text":"Between 2012 and 2019, Sasol received a total of ZAR 12.65 billion (USD 938 million) in Market Price Support (MPS), which is derived from a fuel pricing mechanism that often sets the Basic Fuel Price higher than the cost of imports.","ai_generated":true,"unit":"iisd-003564#insight-3","date_modified":"2026-10-23"},{"text":"In 2019, the Market Price Support represented approximately 1.63% of Sasol's total revenues, or roughly 3.68% of its revenues specifically from energy operations.","ai_generated":true,"unit":"iisd-003564#insight-4","date_modified":"2026-10-23"},{"text":"Sasol benefits from significant carbon tax exemptions under the Carbon Tax Act 15 of 2019; in 2019, over 90% of its emissions were not taxed, resulting in an indirect subsidy exceeding ZAR 6.5 billion.","ai_generated":true,"unit":"iisd-003564#insight-5","date_modified":"2026-10-23"},{"text":"The total value of carbon tax exemptions and Market Price Support provided to Sasol in 2019 was ZAR 8.05 billion (USD 490 million).","ai_generated":true,"unit":"iisd-003564#insight-6","date_modified":"2026-10-23"},{"text":"Sasol's operations create substantial environmental externalities, including the emission of approximately 65 Mt CO2e and the generation of 328 kt of hazardous waste, which negatively affect local community health and ecosystems.","ai_generated":true,"unit":"iisd-003564#insight-7","date_modified":"2026-10-23"}],"climate_tags":["fossil fuel subsidy","carbon tax","greenhouse gas emissions","Carbon lock-in","energy transition","just transition"],"geography_discussed":["Secunda","Sasolburg","Singapore"],"frame_perspective":[],"analysis_type":["policy analysis","economic estimation"]},{"id":"sei-002480","url":"https://climateinsightsdirectory.org/document/sei-002480","title":"Resource Value Mapping (REVAMP): A tool for evaluating the resource recovery potential of urban waste streams","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"briefing","language":"en","date_published":"2016","source_url":"https://www.sei.org/mediamanager/documents/Publications/NEW/SEI-2016-DB-REVAMP.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Stockholm Environment Institute has developed Resource Value Mapping (REVAMP), a tool designed to help urban planners and investors identify the economic and material value of resources recoverable from sewage sludge, faecal sludge, and organic solid waste. Unlike previous tools, REVAMP operates at a city-wide scale and is specifically tailored for the Global South by incorporating on-site sanitation data. A 2016 trial in Kampala, Uganda, demonstrated that 100% collection of the city's organic waste could generate significant daily revenues and substitutes for firewood and chemical fertilizers, with solid combustion fuel offering the highest potential daily revenue of US$225,500.","ai_generated":true,"unit":"sei-002480#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"REVAMP is designed to estimate the quantities and potential revenues of various reuse products from city-scale organic waste streams, including sewage sludge, faecal sludge, and food/organic solid waste. It currently evaluates products such as biogas, solid combustion fuel, insect larvae for livestock feed, and compost fertilizer/soil conditioner.","ai_generated":true,"unit":"sei-002480#insight-1","date_modified":"2026-10-23"},{"text":"The tool is specifically adapted for the Global South because it accounts for faecal sludge from on-site sanitation systems, which are common in many cities, whereas earlier tools typically focused only on large-scale sewage collection.","ai_generated":true,"unit":"sei-002480#insight-2","date_modified":"2026-10-23"},{"text":"A 2016 trial in Kampala, Uganda, using a scenario of 100% waste collection, identified four primary resource recovery options with varying daily revenues and impacts: solid combustion fuel (US$225,500 daily revenue, substituting firewood for 1,108,700 people), biogas (US$121,000 daily revenue, substituting firewood for 824,000 people), black soldier fly larvae (US$42,200 daily revenue, substituting 134 tonnes of dried fish meal), and composted fertilizer (US$4,500 daily revenue, substituting 5 tonnes of urea fertilizer).","ai_generated":true,"unit":"sei-002480#insight-3","date_modified":"2026-10-23"}],"climate_tags":["circular economy","wastewater treatment","sanitation","organic waste","biogas","water scarcity","food security","climate change","energy security"],"geography_discussed":["Kampala","Uganda"],"frame_perspective":[],"analysis_type":["tool description","case study","economic estimation"]},{"id":"sei-001469","url":"https://climateinsightsdirectory.org/document/sei-001469","title":"40% by 2020","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"briefing","language":"en","date_published":"2009-12-01","source_url":"https://www.sei.org/mediamanager/documents/News/Press-releases/Mediabriefing.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Stockholm Environment Institute (SEI) and Friends of the Earth Europe argue that Europe can achieve a 40% reduction in emissions by 2020 and 90% by 2050 through radical energy system changes and lifestyle shifts. The study estimates the implementation cost at approximately 2% of Europe's discounted cumulative GDP between 2010 and 2020. To achieve climate justice, the report suggests Europe must also provide between €150 billion and €450 billion annually to developing countries by 2020. The proposed pathway excludes nuclear power, biofuels, and carbon capture and storage, focusing instead on wind energy, electrification, and energy efficiency.","ai_generated":true,"unit":"sei-001469#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Europe can achieve greenhouse gas emission reductions of at least 40% below 1990 levels by 2020 and 90% by 2050, though this would still use about one third of the remaining atmospheric space for safe pollution.","ai_generated":true,"unit":"sei-001469#insight-1","date_modified":"2026-10-23"},{"text":"Based on the Greenhouse Development Rights burden-sharing approach, Europe's total obligation by 2020 is 103% reductions below 1990 levels, split between 40% domestic cuts and international mitigation investments of €150 billion to €450 billion per year.","ai_generated":true,"unit":"sei-001469#insight-2","date_modified":"2026-10-23"},{"text":"The cost of implementing the 40% scenario is estimated at €1.94 trillion, or roughly 2% of Europe’s discounted cumulative GDP between 2010 and 2020, which is lower than the estimated costs of inaction (5% to over 20% of global GDP).","ai_generated":true,"unit":"sei-001469#insight-3","date_modified":"2026-10-23"},{"text":"The transition requires a radical shift in the energy mix, specifically increasing the share of wind power in generation from 3.3% in 2010 to 22% in 2020 and 55% in 2050.","ai_generated":true,"unit":"sei-001469#insight-4","date_modified":"2026-10-23"},{"text":"Significant emission cuts by 2050 are expected from the transport sector (32%), electricity generation (28%), and heat production (11%), supported by lifestyle changes such as reducing car trips from 75% in 2005 to 43% in 2050.","ai_generated":true,"unit":"sei-001469#insight-5","date_modified":"2026-10-23"},{"text":"The study explicitly excludes certain technologies and mechanisms from its scenario, including nuclear power, biofuels, carbon capture and storage, and offsetting via the Clean Development Mechanism.","ai_generated":true,"unit":"sei-001469#insight-6","date_modified":"2026-10-23"}],"climate_tags":["greenhouse gas emissions","renewable energy","onshore wind farm","offshore wind power","energy efficiency","climate finance","climate justice","electromobility","carbon tax","nuclear power","biofuel","carbon capture and storage","clean development mechanism"],"geography_discussed":["United Kingdom","Scotland","People's Republic of China"],"frame_perspective":[],"analysis_type":["feasibility study","economic estimation","policy recommendation"]},{"id":"bc3res-000051","url":"https://climateinsightsdirectory.org/document/bc3res-000051","title":"The Costs of Ecosystem Adaptation: Methodology and Estimates for Indian Forests","publisher":{"name":"Basque Centre for Climate Change","organization":"basque-centre-for-climate-change"},"document_type":"research paper","language":"en","date_published":"2009-11","source_url":"https://www.bc3research.org/h6T8Uy8Nm4gFs0O/200911180109411943315944.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The paper argues that current adaptation cost estimates are insufficient and often rely on a single measure, such as expanding protected areas. It proposes a five-step methodology: quantifying direct climate impacts, identifying vulnerable areas, selecting adaptation options based on effectiveness and feasibility, determining per-unit costs, and aggregating total costs. Applying this to Indian forests under a 2085 B2 climate scenario, the authors focus on shifts in forest distribution. Using Net Primary Productivity (NPP) to identify vulnerable areas where shifts are negative, they estimate annual adaptation costs between $239.78 million and $1,486.72 million, depending on whether a minimum or comprehensive set of adaptation measures is implemented.","ai_generated":true,"unit":"bc3res-000051#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The authors propose a five-step methodology to estimate ecosystem adaptation costs at a national level: 1) quantification of direct climate impacts, 2) identification of vulnerable areas, 3) selection of adaptation options, 4) identification of per-unit costs, and 5) calculation of total costs.","ai_generated":true,"unit":"bc3res-000051#insight-1","date_modified":"2026-10-23"},{"text":"Existing global estimates for biodiversity adaptation costs are often limited to the expansion of protected areas, with annual costs ranging from $12 billion to $28 billion for such measures, or $65 billion to $83.5 billion when protected areas are considered only one third of total requirements.","ai_generated":true,"unit":"bc3res-000051#insight-2","date_modified":"2026-10-23"},{"text":"In India, forests cover 19.4% of the surface and provide nearly 40% of the country's energy needs, reaching 80% in rural areas.","ai_generated":true,"unit":"bc3res-000051#insight-3","date_modified":"2026-10-23"},{"text":"Using the B2 climate scenario for the year 2085, the study identifies that Tropical xerophytic shrubland (TPXS) forests in India are projected to shrink from 26.06 Mha to 1.56 Mha.","ai_generated":true,"unit":"bc3res-000051#insight-4","date_modified":"2026-10-23"},{"text":"The study identifies vulnerable areas in Indian forests by using Net Primary Productivity (NPP) as the criterion to determine if a shift in forest type is positive or negative.","ai_generated":true,"unit":"bc3res-000051#insight-5","date_modified":"2026-10-23"},{"text":"Annual cost estimates for adapting to forest distribution shifts in India range from $239.78 million to $1,486.72 million, depending on the adaptation scenario chosen.","ai_generated":true,"unit":"bc3res-000051#insight-6","date_modified":"2026-10-23"}],"climate_tags":["biodiversity loss","climate impact"],"geography_discussed":["Spain"],"frame_perspective":[],"analysis_type":["methodological proposal","economic estimation"]},{"id":"catf-000802","url":"https://climateinsightsdirectory.org/document/catf-000802","title":"Wychwytywanie i składowanie dwutlenku węgla w Polsce","publisher":{"name":"Clean Air Task Force","organization":"clean-air-task-force"},"document_type":"fact sheet","language":"pl","date_published":null,"source_url":"https://cdn.catf.us/wp-content/uploads/2025/05/27093042/ccs-fact-sheet-poland-polish.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document outlines Poland's position as the EU's third-largest greenhouse gas emitter and advocates for the deployment of carbon capture and storage (CCS) to decarbonize energy-intensive industries. It highlights Poland's significant geological storage potential, exceeding 15 Gt of CO2, and discusses specific projects like GO4ECOPLANET and ECO2CEE. The text emphasizes that developing domestic storage and transport infrastructure is critical to reducing costs and avoiding high EU ETS emission fees.","ai_generated":true,"unit":"catf-000802#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Poland is the third largest emitter of greenhouse gases in the European Union, accounting for approximately 10.5% of the EU's total emissions.","ai_generated":true,"unit":"catf-000802#insight-1","date_modified":"2026-10-23"},{"text":"Poland possesses a geological storage potential exceeding 15 Gt of CO2, consisting of 14.3 Gt in saline geological structures and 1 Gt in hydrocarbon deposits. This capacity could store the equivalent of 369 years of current fossil-fuel-based industrial point emissions or 600 years of emissions projected after 2050.","ai_generated":true,"unit":"catf-000802#insight-2","date_modified":"2026-10-23"},{"text":"The cement, lime, and gypsum sectors in Poland emitted 14.1 million tonnes of CO2 in 2022, representing about 33% of the country's industrial emissions. The GO4ECOPLANET project, funded by the EU Innovation Fund, aims to decarbonize the Lafarge Kujawy cement plant by capturing and transporting approximately 1 million tonnes of CO2 annually to the North Sea, targeting 10% of Poland's cement sector emissions by 2027.","ai_generated":true,"unit":"catf-000802#insight-3","date_modified":"2026-10-23"}],"climate_tags":["carbon capture and storage","carbon capture and utilization","Industrial decarbonization","iron and steel industry","European Union Emission Trading Scheme 1","energy transition"],"geography_discussed":["European Union","North Sea","Netherlands","Denmark","Belgium","Germany","Sweden"],"frame_perspective":[],"analysis_type":["policy analysis","technical assessment","economic estimation"]}]}