{"query_echo":{"q":"","filters":{"analysis_type":["data compilation"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'data compilation' for facet 'analysis_type' is not in the controlled vocabulary."}]},"total":{"value":6,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=data+compilation","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":"sgr-000127","url":"https://climateinsightsdirectory.org/document/sgr-000127","title":"Data on fossil fuel companies","publisher":{"name":"Scientists for Global Responsibility","organization":"scientists-for-global-responsibility"},"document_type":"fact sheet","language":"en","date_published":"2021-03","source_url":"https://www.sgr.org.uk/sites/default/files/2021-06/Data_on_arms_companies.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The fact sheet provides a detailed breakdown of major defence companies, including their revenue from military sales and their status regarding the Science-based Targets Initiative (SBTi) and Transition Pathway Initiative (TPI). It highlights a widespread lack of carbon emission commitments among these entities and notes their involvement in nuclear weapons production, which the document states is prohibited under the Treaty on the Prohibition of Nuclear Weapons.","ai_generated":true,"unit":"sgr-000127#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The majority of the listed defence companies have not made commitments to reduce carbon emissions under the Science-based Targets Initiative (SBTi). Only Dassault Systèmes and Jacobs are noted as having set a 1.5 ℃ target, while Rolls Royce has a commitment but has not set targets.","ai_generated":true,"unit":"sgr-000127#insight-1","date_modified":"2026-10-23"},{"text":"Lockheed Martin is the largest company in the dataset by defence revenue, generating $56,606.00 million, which represents 95% of its total revenue. It is also linked to over US$ 40 billion in nuclear weapons contracts extending to at least 2030.","ai_generated":true,"unit":"sgr-000127#insight-2","date_modified":"2026-10-23"},{"text":"Many of the listed entities are involved in the development or production of nuclear weapons, an activity the document asserts is \"prohibited by international law\" under the Treaty on the Prohibition of Nuclear Weapons.","ai_generated":true,"unit":"sgr-000127#insight-3","date_modified":"2026-10-23"},{"text":"Several companies have significant defence-related revenue streams: Boeing generated $34,300.00 million (45% of total revenue), Northrop Grumman generated $28,600.00 million (85% of total revenue), and Raytheon generated $27,448.00 million (94% of total revenue).","ai_generated":true,"unit":"sgr-000127#insight-4","date_modified":"2026-10-23"},{"text":"The Transition Pathway Initiative (TPI) has not provided carbon assessments for the vast majority of the listed companies, with the summary table listing \"No assessment\" or \"No carbon assessment\" for nearly all entries.","ai_generated":true,"unit":"sgr-000127#insight-5","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions"],"geography_discussed":["United Kingdom","United States","Saudi Arabia","Yemen","France"],"frame_perspective":[],"analysis_type":["data compilation","corporate assessment"]},{"id":"iisd-000402","url":"https://climateinsightsdirectory.org/document/iisd-000402","title":"G20 Coal Subsidies: Canada","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"briefing","language":"en","date_published":"2019-06-28","source_url":"https://www.iisd.org/publications/brief/g20-coal-subsidies-canada","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The document provides a data-driven baseline of coal production and consumption subsidies in Canada for 2016 and 2017, noting a specific financial pledge to support the transition away from coal.","ai_generated":true,"unit":"iisd-000402#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Canada has committed CAD185 million to assist in the transition away from coal.","ai_generated":true,"unit":"iisd-000402#insight-1","date_modified":"2026-10-23"},{"text":"The study focuses on G20 subsidies related to the production and consumption of coal, including coal-fired power, specifically for the years 2016 and 2017 in Canada.","ai_generated":true,"unit":"iisd-000402#insight-2","date_modified":"2026-10-23"}],"climate_tags":["coal-fired power station","energy transition"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["data compilation"]},{"id":"iisd-000480","url":"https://climateinsightsdirectory.org/document/iisd-000480","title":"G20 Coal Subsidies: Indonesia","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"briefing","language":"en","date_published":"2019-06-28","source_url":"https://www.iisd.org/publications/brief/g20-coal-subsidies-indonesia","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The document serves as a background paper to track the phase-out of coal subsidies in Indonesia as part of a global energy transition, noting that the country provides significant support to coal-fired power production and consumption.","ai_generated":true,"unit":"iisd-000480#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Indonesia provides substantial support for both the production and consumption of coal-fired power.","ai_generated":true,"unit":"iisd-000480#insight-1","date_modified":"2026-10-23"},{"text":"The study uses data from 2016 and 2017 to establish a baseline for monitoring the phase-out of coal subsidies within the context of a global energy transition.","ai_generated":true,"unit":"iisd-000480#insight-2","date_modified":"2026-10-23"}],"climate_tags":["coal-fired power station","energy transition"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["data compilation"]},{"id":"iisd-000856","url":"https://climateinsightsdirectory.org/document/iisd-000856","title":"G20 subsidies to oil, gas and coal production: Canada","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2015-11-14","source_url":"https://www.iisd.org/publications/report/g20-subsidies-oil-gas-and-coal-production-canada","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The document serves as a country study and data compilation of fossil fuel production subsidies in Canada for the years 2013 and 2014. It was developed as a background paper for the broader report 'Empty promises: G20 subsidies to oil, gas and coal production' to establish a baseline for monitoring the phase-out of these subsidies within the context of a global energy transition.","ai_generated":true,"unit":"iisd-000856#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The study provides a data baseline for the years 2013 and 2014 regarding fossil fuel production subsidies in Canada to monitor progress toward their phase-out as part of a global energy transition.","ai_generated":true,"unit":"iisd-000856#insight-1","date_modified":"2026-10-23"}],"climate_tags":["energy transition"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["data compilation"]},{"id":"iisd-000903","url":"https://climateinsightsdirectory.org/document/iisd-000903","title":"G20 subsidies to oil, gas and coal production: India","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2015-11-14","source_url":"https://www.iisd.org/publications/report/g20-subsidies-oil-gas-and-coal-production-india","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The document serves as a background paper to the report 'Empty promises: G20 subsidies to oil, gas and coal production', focusing on the compilation of data regarding fossil fuel production subsidies in India during 2013 and 2014 to support the global energy transition.","ai_generated":true,"unit":"iisd-000903#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The document compiles publicly available data on fossil fuel production subsidies in India for the period of 2013 and 2014 to establish a baseline for tracking the phase-out of these subsidies within the context of a global energy transition.","ai_generated":true,"unit":"iisd-000903#insight-1","date_modified":"2026-10-23"}],"climate_tags":["energy transition"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["data compilation"]},{"id":"ucs-000627","url":"https://climateinsightsdirectory.org/document/ucs-000627","title":"Freshwater Use by U.S. Power Plants: Electricity’s Thirst for a Precious Resource","publisher":{"name":"Union of Concerned Scientists","organization":"union-of-concerned-scientists"},"document_type":"report","language":"en","date_published":null,"source_url":"https://www.ucs.org/sites/default/files/2019-09/ew3-freshwater-use-by-us-power-plants_apx-a_methodology.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document details the construction of the EW3 database, which integrates 2008 Energy Information Administration (EIA) data with NREL and Argonne National Laboratory water coefficients to estimate freshwater withdrawals and consumption. It describes the process of mapping cooling systems to specific generators, using Google Earth to verify cooling types, and applying the Water Supply Stress Index (WaSSI) to identify watersheds where electricity generation significantly increases water stress. The methodology also covers the projection of water use through 2036 using the Regional Energy Deployment System (ReEDS) model and the calculation of water and carbon intensities for the top 15 U.S. electricity providers.","ai_generated":true,"unit":"ucs-000627#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The EW3 database relies primarily on 2008 EIA Form 860 and Form 923 data, though it only includes organic-fueled steam electric plants with capacities greater than 100 MW due to EIA reporting requirements.","ai_generated":true,"unit":"ucs-000627#insight-1","date_modified":"2026-10-23"},{"text":"To improve the accuracy of cooling system data, the authors used Google Earth to manually verify and correct the cooling types for 848 generators, representing 32 percent of electrical output.","ai_generated":true,"unit":"ucs-000627#insight-2","date_modified":"2026-10-23"},{"text":"The analysis identifies 'environmental-compliance cooling' as a distinct category where cooling towers are placed downstream of the boiler condensation loop specifically to reduce the temperature of effluent.","ai_generated":true,"unit":"ucs-000627#insight-3","date_modified":"2026-10-23"},{"text":"Water withdrawals and consumption were calculated by applying water coefficients from the National Renewable Energy Laboratory (NREL) and Argonne National Laboratory (for geothermal plants) to estimated electrical output.","ai_generated":true,"unit":"ucs-000627#insight-4","date_modified":"2026-10-23"},{"text":"The study utilizes the Water Supply Stress Index (WaSSI), defined as the ratio of water demand to water supply, and considers basins with a WaSSI above 0.4 to be highly stressed.","ai_generated":true,"unit":"ucs-000627#insight-5","date_modified":"2026-10-23"},{"text":"Future water use projections to 2036 were modeled using the Regional Energy Deployment System (ReEDS), assuming that new capacity added after 2008 would utilize more water-efficient recirculating-cooling systems.","ai_generated":true,"unit":"ucs-000627#insight-6","date_modified":"2026-10-23"}],"climate_tags":["electricity generation","carbon dioxide emissions","emission intensity","geothermal energy","coal-fired power station"],"geography_discussed":["Texas"],"frame_perspective":[],"analysis_type":["methodology","data compilation","modeling"]}]}