{"query_echo":{"q":"","filters":{"analysis_type":["GIS analysis"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'GIS analysis' for facet 'analysis_type' is not in the controlled vocabulary."}]},"total":{"value":3,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=GIS+analysis","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":"wwf-000858","url":"https://climateinsightsdirectory.org/document/wwf-000858","title":"SVLK flawed: An independent evaluation of Indonesia\u0019s timber legality certification system","publisher":{"name":"WWF International","organization":"wwf-international"},"document_type":"report","language":"en","date_published":"2014-03-18","source_url":"https://www.worldwildlife.org/documents/748/96kn5rmryn_Indonesia_timber_report_March_2014_SVLK.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report finds that Indonesia's SVLK certification system is fundamentally flawed, failing to guarantee that certified timber is legal or sustainable. It identifies systemic weaknesses in audit design, a lack of transparency, and the certification of companies involved in corruption, human rights abuses, and illegal deforestation of protected habitats and peatlands.","ai_generated":true,"unit":"wwf-000858#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The SVLK standard has been repeatedly weakened since its inception, with audit and scoring systems designed to make it nearly impossible for companies to fail certification.","ai_generated":true,"unit":"wwf-000858#insight-1","date_modified":"2026-10-23"},{"text":"SVLK certification does not exclude timber derived from licenses obtained through corrupt practices; the report identifies 12 certified concessions in Riau linked to government officials convicted of graft.","ai_generated":true,"unit":"wwf-000858#insight-2","date_modified":"2026-10-23"},{"text":"The system fails to prevent the certification of operations that cause severe environmental damage, including the clearance of natural forests in endangered species habitats and the drainage of deep peatlands.","ai_generated":true,"unit":"wwf-000858#insight-3","date_modified":"2026-10-23"},{"text":"There is a critical lack of 'chain of custody' and 'association policy' verification, meaning certified processed products like pulp or paper may be sourced from illegal or unsustainable operations.","ai_generated":true,"unit":"wwf-000858#insight-4","date_modified":"2026-10-23"},{"text":"SVLK certification is granted to companies despite ongoing serious human rights violations and land tenure conflicts with local communities.","ai_generated":true,"unit":"wwf-000858#insight-5","date_modified":"2026-10-23"},{"text":"The auditing process lacks transparency and effective independent monitoring, as civil society 'watchdogs' are denied access to field verification and essential data.","ai_generated":true,"unit":"wwf-000858#insight-6","date_modified":"2026-10-23"},{"text":"GIS analysis of certified concessions in Sumatra and Kalimantan revealed widespread non-compliance, including deforestation in protected zones and overlaps with mining and oil palm licenses.","ai_generated":true,"unit":"wwf-000858#insight-7","date_modified":"2026-10-23"},{"text":"Audit results are inconsistent, as demonstrated by a case where one accredited auditor graded a company as 'POOR' while another graded the same company as 'FAIR' within three months.","ai_generated":true,"unit":"wwf-000858#insight-8","date_modified":"2026-10-23"}],"climate_tags":["deforestation","forest degradation","greenhouse gas emissions","climate finance","land tenure","human rights","biodiversity loss"],"geography_discussed":["European Union","Riau","Jambi","South Sumatra","West Kalimantan","Central Kalimantan","North Kalimantan","East Kalimantan","Sumatra","Borneo"],"frame_perspective":[],"analysis_type":["independent evaluation","GIS analysis","policy review","case study"]},{"id":"catf-001155","url":"https://climateinsightsdirectory.org/document/catf-001155","title":"Quantified Carbon","publisher":{"name":"Clean Air Task Force","organization":"clean-air-task-force"},"document_type":"report","language":"en","date_published":null,"source_url":"https://cdn.catf.us/wp-content/uploads/2025/05/19101843/qc-germany-report.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The study evaluates four primary technology pathways for Germany's power sector decarbonisation by 2050: 'All Tech.' (inclusive of nuclear and CCS), 'No CCS', 'No Nucl.', and 'No Nucl. No CCS'. The 'All Tech.' scenario is identified as the most competitive, offering the lowest total system costs and electricity prices. The 'No Nucl. No CCS' scenario, which most closely represents current German policy, results in the highest costs, highest electricity price volatility, and greatest reliance on transmission and hydrogen infrastructure. The analysis emphasizes that nuclear power and Carbon Capture and Storage (CCS) significantly enhance economic competitiveness and system resilience. It also explores the role of long-duration energy storage (LDES), finding that 24-hour systems can facilitate solar expansion and reduce reliance on costly hydrogen-fuelled power plants.","ai_generated":true,"unit":"catf-001155#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The 'All Tech.' pathway, which embraces all supply technologies including nuclear and CCS, is the most competitive option for the German power system in terms of total system costs and electricity prices.","ai_generated":true,"unit":"catf-001155#insight-1","date_modified":"2026-10-23"},{"text":"The 'No Nucl. No CCS' scenario, reflecting current German energy policy, is the least competitive, with total system costs approximately 30% higher than the 'All Tech.' scenario and average electricity prices nearing 100 €/MWh.","ai_generated":true,"unit":"catf-001155#insight-2","date_modified":"2026-10-23"},{"text":"Nuclear power is highly cost-competitive; if build rate constraints were removed, its expansion could approach 100 GW, replacing a substantial portion of wind, solar, and Gas CCS capacity.","ai_generated":true,"unit":"catf-001155#insight-3","date_modified":"2026-10-23"},{"text":"Gas CCS is a competitive source of dispatchable power, with a projected installed capacity of 44 GW in the 'All Tech.' scenario by 2050, though its effectiveness depends on achieving at least 95% capture efficiency.","ai_generated":true,"unit":"catf-001155#insight-4","date_modified":"2026-10-23"},{"text":"Hydrogen-fuelled power plants are identified as a 'last resort' for firm capacity due to high LCOE (between 200 and 360 €/MWh) and low round-trip efficiency.","ai_generated":true,"unit":"catf-001155#insight-5","date_modified":"2026-10-23"},{"text":"The 'No Nucl. No CCS' scenario exhibits the highest reliance on power transmission and hydrogen infrastructure, requiring up to 39,023 km of new transmission expansion in conservative cases.","ai_generated":true,"unit":"catf-001155#insight-6","date_modified":"2026-10-23"},{"text":"Long-duration energy storage (LDES), specifically 24-hour systems, can reduce reliance on hydrogen and open-cycle gas peaker plants while enabling larger solar expansion.","ai_generated":true,"unit":"catf-001155#insight-7","date_modified":"2026-10-23"},{"text":"The study recommends restarting six recently shut down nuclear reactors (8 GW capacity) as the most cost-effective near-term low-carbon addition to the grid.","ai_generated":true,"unit":"catf-001155#insight-8","date_modified":"2026-10-23"},{"text":"Onshore wind is highly cost-effective and reaches its expansion limit of 143 GW by 2035 in the reference scenario, based on allocating 2% of the country's area to wind parks.","ai_generated":true,"unit":"catf-001155#insight-9","date_modified":"2026-10-23"},{"text":"Electricity price volatility is significantly higher in scenarios excluding nuclear power, as these systems are more exposed to weather-dependent generation fluctuations.","ai_generated":true,"unit":"catf-001155#insight-10","date_modified":"2026-10-23"}],"climate_tags":["Grid decarbonization","nuclear power","carbon capture and storage","offshore wind power","photovoltaics","energy storage","battery energy storage system","electric power transmission","Demand flexibility","critical minerals","Resilience (power system)"],"geography_discussed":["Sweden","European Union"],"frame_perspective":[],"analysis_type":["capacity expansion modelling","techno-economic analysis","scenario analysis","GIS analysis"]},{"id":"ucs-000274","url":"https://climateinsightsdirectory.org/document/ucs-000274","title":"Abandoned Science, Broken Promises","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/2019-10/Appendix-Equity-Report-10-2019.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document details two environmental justice studies. The first analyzed PM2.5 emissions from natural gas and coal-fired power plants in the Northeast US between 2011 and 2015. The second used GIS buffer analysis to determine if low-income households and people of color live closer to PFAS-contaminated facilities than white or higher-income households in the US and Michigan. Findings for PFAS contamination show that in Michigan, 48.72% of households within five miles of a contaminated site are low-income, compared to 14.51% statewide. Nationally, people of color represent 34.59% of the population within three miles of PFAS sites, compared to 27.03% of the general US population.","ai_generated":true,"unit":"ucs-000274#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"In Michigan, low-income households are disproportionately represented near PFAS-contaminated sites; while 14.51% of households statewide are low-income, this figure rises to 23.49% within a three-mile radius and 48.72% within a five-mile radius of such sites.","ai_generated":true,"unit":"ucs-000274#insight-1","date_modified":"2026-10-23"},{"text":"At the United States national level, people of color are more likely to live within three miles of a PFAS-contaminated site (34.59%) than they are in the general US population (27.03%).","ai_generated":true,"unit":"ucs-000274#insight-2","date_modified":"2026-10-23"},{"text":"The document outlines a methodology for identifying environmental justice communities by using k-means cluster analysis on 2010 U.S. Census Bureau data, specifically focusing on 'Percent non-white' and 'Percent in poverty' indicators.","ai_generated":true,"unit":"ucs-000274#insight-3","date_modified":"2026-10-23"},{"text":"An analysis was conducted on the atmospheric dispersion of PM2.5 emitted by coal- and natural gas-fired power plants in the Northeast United States from 2011 to 2015, focusing on 285 census tracts that contained at least one power plant.","ai_generated":true,"unit":"ucs-000274#insight-4","date_modified":"2026-10-23"}],"climate_tags":["environmental justice","particulates","coal-fired power station","air pollution"],"geography_discussed":["Northeastern United States"],"frame_perspective":[],"analysis_type":["quantitative analysis","GIS analysis","proximity analysis"]}]}