{"query_echo":{"q":"","filters":{"analysis_type":["quantitative"]},"warnings":[]},"total":{"value":81,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=quantitative&page=1","next":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=quantitative&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":"sei-000098","url":"https://climateinsightsdirectory.org/document/sei-000098","title":"Exposure to compound climate hazards in global agricultural trade","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"research paper","language":"en","date_published":"2025-05-14","source_url":"https://www.sei.org/publications/exposure-compound-climate-hazards-global-agricultural-trade/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The research analyzes the transmission of compound climate hazards—such as simultaneous temperature and precipitation extremes—through global agricultural trade networks. Using climate model simulations and trade data for four major crops, the study finds that in extreme simulated years, nearly one-third of the world's countries see 20% or more of their caloric supply exposed to these hazards. The authors highlight that countries with low diversification in their number of suppliers and the regional climates of those suppliers are most vulnerable, with some importing up to 93% of calories exposed to compound hazards.","ai_generated":true,"unit":"sei-000098#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"In the most extreme simulated year, nearly one-third of the world's countries have 20% or more of their caloric supply exposed to compound heat and precipitation hazards.","ai_generated":true,"unit":"sei-000098#insight-1","date_modified":"2026-10-23"},{"text":"Countries that lack diversification in the number of their suppliers and the regional climates of those suppliers are more susceptible to importing higher fractions of calories exposed to compound hazards, reaching levels up to 93%.","ai_generated":true,"unit":"sei-000098#insight-2","date_modified":"2026-10-23"}],"climate_tags":["food security"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["quantitative","simulation"]},{"id":"sei-001270","url":"https://climateinsightsdirectory.org/document/sei-001270","title":"PLANIFICACIÓN ENERGÉTICA DE LARGO PLAZO","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"report","language":"es","date_published":"2025-04-22","source_url":"https://leap.sei.org/documents/Chile_pelp_2023-2027.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The PELP 2023-2027 report outlines three development scenarios for Chile: Slow Recovery, Carbon Neutrality, and Accelerated Transition. It projects a significant shift toward renewable energy, primarily wind and solar photovoltaic, and identifies critical transmission expansion needs. A key innovation is the introduction of Electric Generation Development Poles (PDGE) in the provinces of Antofagasta and Tocopilla to optimize renewable energy deployment. The report also analyzes the role of green hydrogen, energy storage, and the phased retirement of coal-fired power plants to meet 2050 carbon neutrality goals.","ai_generated":true,"unit":"sei-001270#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Critical transmission expansion is identified for the next 20 years, specifically requiring at least 3,000 MW of capacity between the Alto Jahuel and Rio Malleco substations, and expansion between Parinas and the Cumbre and Los Changos substations.","ai_generated":true,"unit":"sei-001270#insight-1","date_modified":"2026-10-23"}],"climate_tags":["energy transition","carbon neutrality","renewable energy","wind power","photovoltaics","green hydrogen","energy storage","electric power transmission","Coal phase-out","energy efficiency","carbon tax","climate resilience","distributed generation"],"geography_discussed":["Antofagasta Province","Tocopilla Province","Maule Región","Argentina"],"frame_perspective":[],"analysis_type":["prospectively","quantitative","territorial"]},{"id":"sei-000689","url":"https://climateinsightsdirectory.org/document/sei-000689","title":"Greenhouse gas mitigation Mongolia","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"research paper","language":"en","date_published":"2025-02-06","source_url":"https://www.sei.org/publications/greenhouse-gas-mitigation-mongolia/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The research evaluates Mongolia's greenhouse gas emission trajectories up to 2050, comparing a baseline scenario with one incorporating 49 mitigation measures. While emissions could rise significantly without intervention, the proposed measures could reduce 2050 emissions by 40% relative to the baseline, though the authors note that technical feasibility and full decarbonization remain distant goals due to implementation barriers.","ai_generated":true,"unit":"sei-000689#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Without the implementation of mitigation measures, Mongolia's greenhouse gas emissions are projected to increase by 67% by 2030 and 139% by 2050 when compared to 2019 levels.","ai_generated":true,"unit":"sei-000689#insight-1","date_modified":"2026-10-23"},{"text":"The implementation of 49 identified emissions mitigation measures has the potential to reduce Mongolia's greenhouse gas emissions by 40% in 2050 relative to the baseline scenario.","ai_generated":true,"unit":"sei-000689#insight-2","date_modified":"2026-10-23"}],"climate_tags":["decarbonization","fossil fuel"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["quantitative","scenario modelling"]},{"id":"iai-000159","url":"https://climateinsightsdirectory.org/document/iai-000159","title":"Can terrestrial laser scanners (TLSs) and hemispherical photographs predict tropical dry forest succession with liana abundance?","publisher":{"name":"Inter-American Institute for Global Change Research","organization":"inter-american-institute-for-global-change-research"},"document_type":"research paper","language":"en","date_published":"2025-01-12","source_url":"https://iai.int/es/pub_acad/can-terrestrial-laser-scanners-tlss-and-hemispherical-photographs-predict-tropical-dry-forest-succession-with-liana-abundance/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The study examines the effectiveness of terrestrial laser scanners (TLS) and hemispherical photographs (HPs) in predicting the structure of tropical dry forests (TDFs) across different successional stages. While these tools can identify structural differences between successional stages, the researchers found that these predictive differences disappear as liana abundance increases, suggesting that lianas create structural biases in the forest.","ai_generated":true,"unit":"iai-000159#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Terrestrial laser scanners (TLS) and hemispherical photographs (HPs) are capable of predicting structural differences in forests at various successional stages, but this predictive ability is lost as the abundance of lianas increases.","ai_generated":true,"unit":"iai-000159#insight-1","date_modified":"2026-10-23"},{"text":"In the tropical dry forests of Costa Rica, the loss of predictive accuracy regarding forest structure due to liana abundance is interpreted as a structural effect of the lianas' presence.","ai_generated":true,"unit":"iai-000159#insight-2","date_modified":"2026-10-23"},{"text":"Global environmental and climate change are estimated to leave a significant mark on tropical environments through an increase in liana coverage, which can eventually kill host trees.","ai_generated":true,"unit":"iai-000159#insight-3","date_modified":"2026-10-23"}],"climate_tags":["climate change"],"geography_discussed":["Americas"],"frame_perspective":[],"analysis_type":["quantitative"]},{"id":"transfor-000102","url":"https://climateinsightsdirectory.org/document/transfor-000102","title":"Introducción a la evaluación de escenarios climáticos en portafolios de inversión","publisher":{"name":"Transforma","organization":"transforma"},"document_type":"guide","language":"es","date_published":"2025","source_url":"https://transforma.global/wp-content/uploads/2025/05/250330-Guia-para-analisis-de-escenarios-climaticos.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document outlines a process for conducting climate scenario analysis on investment portfolios using a static approach. It employs NGFS scenarios to model the financial impact on sovereign bonds (Colombia and USA) and specific industrial sectors (oil, gas, energy, and cement) from 2025 to 2050. The analysis demonstrates that ambitious climate policies generally decrease the valuation of carbon-intensive sectors like oil and cement due to lower demand and carbon taxes, while benefiting the energy sector. It also shows that orderly transitions tend to lower the risk perception and yields of Colombian sovereign bonds compared to disorderly or delayed scenarios.","ai_generated":true,"unit":"transfor-000102#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The guide adopts a static analysis approach, which evaluates how external factors like carbon prices and demand changes affect financial performance without assuming internal strategic adjustments by the company or portfolio.","ai_generated":true,"unit":"transfor-000102#insight-1","date_modified":"2026-10-23"},{"text":"In the oil sector, valuations are primarily driven by consumption and price dynamics; ambitious scenarios (Net Zero 2050 and Below 2°C) lead to decreasing valuations due to a rapid drop in demand, while less restrictive scenarios (Current Policies, NDCs, and Fragmented World) show positive trends.","ai_generated":true,"unit":"transfor-000102#insight-2","date_modified":"2026-10-23"},{"text":"The cement industry is highly vulnerable to transition risks, specifically carbon taxes, which could cause net utilities to become negative by 2035 in most scenarios except for 'Current Policies'.","ai_generated":true,"unit":"transfor-000102#insight-3","date_modified":"2026-10-23"},{"text":"The energy sector is expected to grow across most scenarios, with the highest dynamism in medium-to-high ambition policies as renewables substitute fossil fuels, although strict policies increase the impact of carbon taxes on revenues.","ai_generated":true,"unit":"transfor-000102#insight-4","date_modified":"2026-10-23"},{"text":"For Colombian 10-year sovereign bonds, orderly scenarios (such as Net Zero 2050) result in the lowest yields (YTM), suggesting lower macroeconomic risk and higher investor confidence compared to disorderly transitions.","ai_generated":true,"unit":"transfor-000102#insight-5","date_modified":"2026-10-23"},{"text":"US 10-year sovereign bond yields are primarily determined by monetary policy rates; the Net Zero 2050 scenario suggests higher average policy rates to control inflation during a rapid productive transformation.","ai_generated":true,"unit":"transfor-000102#insight-6","date_modified":"2026-10-23"},{"text":"Aggregated portfolio results show that higher exposure to equity increases the volatility of the portfolio's valuation across different climate scenarios, with the 'Current Policies' scenario showing the highest growth and 'Net Zero 2050' showing the greatest long-term devaluation.","ai_generated":true,"unit":"transfor-000102#insight-7","date_modified":"2026-10-23"},{"text":"The analysis identifies a specific risk for the gas sector in Colombia: while it is not compatible with goals below 2°C, its role in energy reliability and the 'just energy transition' makes a rapid exit difficult.","ai_generated":true,"unit":"transfor-000102#insight-8","date_modified":"2026-10-23"}],"climate_tags":["carbon price","carbon tax","energy transition","renewable energy","decarbonization","green hydrogen","emission trading","climate finance"],"geography_discussed":["United States","Latin America"],"frame_perspective":[],"analysis_type":["quantitative","prospective","static"]},{"id":"catf-000127","url":"https://climateinsightsdirectory.org/document/catf-000127","title":"Evaluating the Weighted Average Cost of Capital (WACC) in the Power Sector for African Countries","publisher":{"name":"Clean Air Task Force","organization":"clean-air-task-force"},"document_type":"research paper","language":"en","date_published":"2024-10-24","source_url":"https://www.catf.us/resource/evaluating-weighted-average-cost-capital-wacc-power-sector-african-countries/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The study finds that the average WACC for African countries (15.6%) is significantly higher than the 10% uniform value often used in planning, with Eastern Africa facing the highest costs. This high cost of capital, driven by low economic development and high risk premiums, disproportionately affects capital-intensive clean energy projects. The authors argue that relying on uniform WACC values misguides policy and recommend localized data and risk-mitigation instruments to attract private investment.","ai_generated":true,"unit":"catf-000127#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The average WACC for African countries is 15.6%, which is substantially higher than the 10% uniform value frequently used in assumptions and far exceeds rates in developed regions such as Japan (2.4%), Western Europe (4.2%), the USA (5.1%), and China (6.6%).","ai_generated":true,"unit":"catf-000127#insight-1","date_modified":"2026-10-23"},{"text":"WACC varies significantly by sub-region, with Northern Africa having the lowest rates (between 8.6% and 15.88%) and Eastern Africa having the highest.","ai_generated":true,"unit":"catf-000127#insight-2","date_modified":"2026-10-23"},{"text":"Significant disparities exist between individual countries within the same region; for example, in Western Africa, Ghana's WACC ranges from 20.47% to 22.87%, while Côte d’Ivoire's ranges from 5.99% to 17.26%.","ai_generated":true,"unit":"catf-000127#insight-3","date_modified":"2026-10-23"},{"text":"Equity is generally twice as expensive as debt on average across the continent, although this varies by sub-region, with Central Africa showing a higher cost of debt than equity.","ai_generated":true,"unit":"catf-000127#insight-4","date_modified":"2026-10-23"},{"text":"The cost of capital is highest in scenarios with a higher proportion of equity, with the 80% equity/20% debt scenario being the most expensive, followed by 70/30, 50/50, and 30/70 splits.","ai_generated":true,"unit":"catf-000127#insight-5","date_modified":"2026-10-23"},{"text":"There is an inverse relationship between GDP per capita and both the risk-free rate and equity risk premium; for every dollar increase in GDP per capita, the risk-free rate and equity risk premium decrease by 0.03% and 0.04%, respectively.","ai_generated":true,"unit":"catf-000127#insight-6","date_modified":"2026-10-23"}],"climate_tags":["energy access","renewable energy commercialization","renewable energy","wind power","solar energy","geothermal energy","natural gas","climate finance","decarbonization"],"geography_discussed":["Japan","Western Europe","United States","People's Republic of China","Ghana","Ivory Coast"],"frame_perspective":[],"analysis_type":["quantitative","predictive"]},{"id":"afripo-000080","url":"https://climateinsightsdirectory.org/document/afripo-000080","title":"Navigating Climate Action: Assessing the Economic Impacts and Trade-offs of a Shipping Carbon Tax for African States","publisher":{"name":"Africa Policy Research Institute","organization":"africa-policy-research-institute"},"document_type":"report","language":"en","date_published":"2024-10-09","source_url":"https://afripoli.org/navigating-climate-action-assessing-the-economic-impacts-and-trade-offs-of-a-shipping-carbon-tax-for-african-states","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report uses a GTAP-E model to find that a USD 100/t carbon levy would generally reduce GDP and household incomes across Africa, increase global food prices, and reduce the supply of maritime services. It highlights that African importers already face disproportionately high freight rates, which a carbon tax would exacerbate. The authors recommend that the IMO implement a redistribution mechanism based on climate vulnerability and historical emissions, providing direct grants for out-of-sector projects like green hydrogen and resilient agriculture.","ai_generated":true,"unit":"afripo-000080#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"A simulated carbon levy of USD 100 per metric tonne of carbon is projected to reduce the supply of maritime shipping services among African countries by up to 7%.","ai_generated":true,"unit":"afripo-000080#insight-1","date_modified":"2026-10-23"},{"text":"The levy is expected to have a negative impact on GDP for most African countries, with Equatorial Guinea forecast to be the worst affected with a reduction of 0.121%.","ai_generated":true,"unit":"afripo-000080#insight-2","date_modified":"2026-10-23"},{"text":"Global prices for processed food and agriculture commodities are projected to increase by 0.013% and 0.011% respectively, threatening food security in African nations that rely heavily on food imports.","ai_generated":true,"unit":"afripo-000080#insight-3","date_modified":"2026-10-23"},{"text":"Household incomes in Africa are forecast to fall disproportionately compared to other regions; for instance, Ghana's projected reduction of 0.101% is ten times higher than that forecast for European households.","ai_generated":true,"unit":"afripo-000080#insight-4","date_modified":"2026-10-23"},{"text":"African importers already face structural freight imbalances; for example, the freight rate per nautical mile from Rotterdam to West Africa (USD 0.33) is nearly double that of the route to Canada (USD 0.17).","ai_generated":true,"unit":"afripo-000080#insight-5","date_modified":"2026-10-23"},{"text":"The EU Emissions Trading System (EU-ETS) already imposes a punitive effect on African trade, with emissions surcharges per nautical mile for Europe-West Africa trade being approximately 10 times higher than for Europe-Canada trade.","ai_generated":true,"unit":"afripo-000080#insight-6","date_modified":"2026-10-23"},{"text":"The report argues that in-sector revenue distribution is inequitable because Africa accounts for less than 2% of global fleet beneficial ownership, meaning funds would not significantly help the continent modernize its fleet.","ai_generated":true,"unit":"afripo-000080#insight-7","date_modified":"2026-10-23"},{"text":"To ensure equity, the report recommends that the IMO redistribute revenues as direct transfers (grants) rather than loans, based on criteria including climate vulnerability, national income, and historical contribution to emissions.","ai_generated":true,"unit":"afripo-000080#insight-8","date_modified":"2026-10-23"},{"text":"The transition to green shipping presents an opportunity for Africa to become a major green hydrogen producer, potentially reducing continental emissions by 40% and producing 5,000 Mt of hydrogen annually.","ai_generated":true,"unit":"afripo-000080#insight-9","date_modified":"2026-10-23"},{"text":"There is a high risk of stranded assets for the African fleet, which consists largely of old tankers that are too expensive to retrofit and may become obsolete under stringent GHG standards.","ai_generated":true,"unit":"afripo-000080#insight-10","date_modified":"2026-10-23"}],"climate_tags":["green hydrogen","greenhouse gas emissions","climate finance","food security","European Union Emission Trading Scheme 1","climate change vulnerability","stranded asset"],"geography_discussed":["Ghana","Equatorial Guinea","Egypt","Morocco","Nigeria","Ethiopia","Kenya","Zambia","South Africa","Democratic Republic of the Congo","European Union","People's Republic of China","India","United States","United Kingdom"],"frame_perspective":[],"analysis_type":["quantitative","qualitative"]},{"id":"catf-001251","url":"https://climateinsightsdirectory.org/document/catf-001251","title":"Computation of Weighted Average Cost of Capital (WACC) in the Power Sector for African Countries and the Implications for Country-Specific Electricity Technology Cost","publisher":{"name":"Clean Air Task Force","organization":"clean-air-task-force"},"document_type":"research paper","language":"en","date_published":"2024-10","source_url":"https://cdn.catf.us/wp-content/uploads/2024/10/24090700/wacc-report.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The study finds that WACC in Africa's power sector remains high compared to global benchmarks, driven primarily by a cost of equity that is on average double the cost of debt. While WACC is projected to decrease from 18% to 13% by 2070, significant regional disparities persist, with Eastern Africa facing the highest costs and Northern Africa the lowest. The authors argue that using uniform cost of capital assumptions leads to underestimation bias in energy costs and misguides policy, particularly for capital-intensive clean energy projects.","ai_generated":true,"unit":"catf-001251#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Weighted Average Cost of Capital (WACC) for African countries is projected to decrease from 18% in 2023 to 13% by 2070, with an overall average of 15.60% over this period.","ai_generated":true,"unit":"catf-001251#insight-1","date_modified":"2026-10-23"},{"text":"WACC values in Africa remain significantly higher than global benchmarks, such as those in Japan (2.4%), Western Europe (4.2%), the USA (5.1%), and China (6.6%).","ai_generated":true,"unit":"catf-001251#insight-2","date_modified":"2026-10-23"},{"text":"There are notable regional disparities in WACC across the continent; Northern Africa has the lowest values (between 8.6% and 15.88%), while Eastern Africa has the highest (between 15.95% and 19.63%).","ai_generated":true,"unit":"catf-001251#insight-3","date_modified":"2026-10-23"},{"text":"The high cost of capital in Africa is primarily driven by the cost of equity, which is on average twice as high as the cost of debt.","ai_generated":true,"unit":"catf-001251#insight-4","date_modified":"2026-10-23"},{"text":"Countries classified by Fragility, Conflict, and Violence (FCV) status and those in low-income groups exhibit higher WACC values than non-FCV and upper-middle-income countries.","ai_generated":true,"unit":"catf-001251#insight-5","date_modified":"2026-10-23"},{"text":"The study identifies a negative correlation between GDP per capita and both the Risk-Free Rate (RFR) and the Equity Risk Premium (ERP), suggesting that economic growth reduces capital costs.","ai_generated":true,"unit":"catf-001251#insight-6","date_modified":"2026-10-23"},{"text":"Using a uniform cost of capital for energy transition planning in Africa can lead to an underestimation bias of energy costs and may cause policymakers to overweigh capital-intensive projects like wind and solar while under-weighing less capital-intensive options like natural gas.","ai_generated":true,"unit":"catf-001251#insight-7","date_modified":"2026-10-23"}],"climate_tags":["energy transition","renewable electricity","renewable energy","fossil fuel","natural gas","solar energy","wind power","Sutter County","climate finance"],"geography_discussed":["North Africa","East Africa","Central Africa","Southern Africa","Japan","United States","People's Republic of China"],"frame_perspective":[],"analysis_type":["quantitative","projection","comparative"]},{"id":"catf-000991","url":"https://climateinsightsdirectory.org/document/catf-000991","title":"Economic Indicators Report St. James Parish and St. John the Baptist Parish Louisiana","publisher":{"name":"Clean Air Task Force","organization":"clean-air-task-force"},"document_type":"report","language":"en","date_published":"2024-06","source_url":"https://cdn.catf.us/wp-content/uploads/2024/07/12131600/james-john-parish-economic-indicator.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report examines the economic landscape of the Louisiana River Parishes, highlighting a paradox where high industrial activity from petrochemical plants masks significant unemployment, worker outflow, and high household debt. It finds that while median incomes are higher than the state average, they fall below the regional living wage for families, and the population is experiencing a gradual decline. The workforce is characterized by a high concentration of low-skill 'Tier 3' jobs and a reliance on commuting outside the community for employment.","ai_generated":true,"unit":"catf-000991#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The River Parishes exhibit a workforce that is willing to work but unable to find local employment, evidenced by a labor force participation rate of 60 percent (slightly above the state's 59 percent) paired with an unemployment rate of 4.5 percent, which is 0.9 percentage points higher than Louisiana's 3.6 percent.","ai_generated":true,"unit":"catf-000991#insight-1","date_modified":"2026-10-23"},{"text":"The region is a net exporter of workers; in 2020, 75 percent of private workforce residents found jobs outside the community, while 69 percent of the private workforce within the parishes were non-residents.","ai_generated":true,"unit":"catf-000991#insight-2","date_modified":"2026-10-23"},{"text":"Despite a median household income of $63,200—which is nearly $10,000 higher than the Louisiana state median of $53,500—residents face severe debt burdens. In St. John the Baptist Parish, the average household income-to-debt ratio is 1.82, and in St. James Parish, it is 1.01.","ai_generated":true,"unit":"catf-000991#insight-3","date_modified":"2026-10-23"},{"text":"Median incomes in the River Parishes are insufficient to meet the living wage for a two-child family, which is estimated at $79,700.","ai_generated":true,"unit":"catf-000991#insight-4","date_modified":"2026-10-23"},{"text":"The population of the River Parishes is declining and aging; between 2015 and 2021, the region lost over 2,300 people (a 3.0 percent decrease), with growth driven primarily by residents aged 55 and older.","ai_generated":true,"unit":"catf-000991#insight-5","date_modified":"2026-10-23"},{"text":"Housing burdens are significantly higher for renters than homeowners; 40 percent of renters spend 35 percent or more of their income on housing, compared to only 15 percent of homeowners.","ai_generated":true,"unit":"catf-000991#insight-6","date_modified":"2026-10-23"},{"text":"The region's job market is dominated by low-skill positions, with over 48 percent of workers categorized as 'Tier 3' workers who must hold multiple jobs to achieve a living wage for a family of four.","ai_generated":true,"unit":"catf-000991#insight-7","date_modified":"2026-10-23"}],"climate_tags":["environmental justice","economic development","workforce development","climate change"],"geography_discussed":["Louisiana","United States"],"frame_perspective":[],"analysis_type":["quantitative","economic indicator analysis"]},{"id":"catf-001077","url":"https://climateinsightsdirectory.org/document/catf-001077","title":"Economic Indicators Report","publisher":{"name":"Clean Air Task Force","organization":"clean-air-task-force"},"document_type":"report","language":"en","date_published":"2024-06","source_url":"https://cdn.catf.us/wp-content/uploads/2024/07/12131604/navajo-nation-economic-report.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report details significant economic distress in the Navajo Nation, characterized by low median household incomes, high unemployment, and a workforce that must largely seek employment outside the community. While average annual wages have increased, they remain below living wage standards for most industry clusters. The region faces demographic challenges, including a declining youth population and limited housing availability due to complex land-use and leasing requirements.","ai_generated":true,"unit":"catf-001077#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Navajo Nation and the Shiprock area experience widespread economic distress, with poverty, uninsured rates, and joblessness serving as the primary drivers. The central, northwestern, and southern regions generally face 'extreme levels of economic distress', while the Shiprock area shows 'moderate economic distress'.","ai_generated":true,"unit":"catf-001077#insight-1","date_modified":"2026-10-23"},{"text":"Median annual household incomes in the region are significantly lower than state and national averages and have been declining since 2018. In 2021, the median income in Shiprock was $38,300 and in the Navajo Nation was $43,500, which is 19.4 percent lower than New Mexico ($54,020) and 36.9 percent lower than the United States ($69,021).","ai_generated":true,"unit":"catf-001077#insight-2","date_modified":"2026-10-23"},{"text":"The region is a net exporter of workers because there are more residents than available local jobs. In 2020, 68 percent of private workers living in the Navajo Nation were employed outside the Nation.","ai_generated":true,"unit":"catf-001077#insight-3","date_modified":"2026-10-23"},{"text":"Employment growth in the Navajo Nation is slower than in New Mexico and the United States, and unemployment rates are significantly higher. In 2023 Q1, the unemployment rate in the Navajo Nation was 5.9 percent, nearly double the rates of New Mexico (3.7 percent) and the United States (3.6 percent).","ai_generated":true,"unit":"catf-001077#insight-4","date_modified":"2026-10-23"},{"text":"Job quality is low, with approximately half of all jobs in both Shiprock (48 percent) and the Navajo Nation (50 percent) classified as Tier 3 jobs, which are low-paying and require minimal formal training. These Tier 3 jobs are growing faster than higher-paying Tier 1 and Tier 2 positions.","ai_generated":true,"unit":"catf-001077#insight-5","date_modified":"2026-10-23"},{"text":"Most industry clusters in the Navajo Nation do not provide a living wage for a family of four. The only exception is the Public Services & Infrastructure cluster, which has an average annual wage of $84,700.","ai_generated":true,"unit":"catf-001077#insight-6","date_modified":"2026-10-23"},{"text":"Housing availability is constrained by complex land-use and leasing requirements, as all Navajo Nation land is held 'in trust' by the Federal Government. Consequently, a high percentage of vacant units are not for sale or rent; in Shiprock, 72 percent of vacant units are classified as 'other vacant'.","ai_generated":true,"unit":"catf-001077#insight-7","date_modified":"2026-10-23"},{"text":"Demographic trends show a decline in the youth population. Between 2015 and 2021, the number of individuals under 18 decreased by 20 percent in Shiprock and 9.7 percent in the Navajo Nation, while the population of those aged 65 and over increased.","ai_generated":true,"unit":"catf-001077#insight-8","date_modified":"2026-10-23"}],"climate_tags":["economic development","environmental justice","workforce development"],"geography_discussed":["New Mexico","United States","Arizona","Utah","Gallup","Chinle","Farmington"],"frame_perspective":[],"analysis_type":["quantitative","comparative"]},{"id":"iejza-000413","url":"https://climateinsightsdirectory.org/document/iejza-000413","title":"MACROECONOMIC AND DEVELOPMENTAL IMPACTS OF SELECTED BASIC INCOME GRANT PATHWAYS FOR SOUTH AFRICA","publisher":{"name":"Institute for Economic Justice","organization":"institute-for-economic-justice"},"document_type":"research paper","language":"en","date_published":"2023-12","source_url":"https://iej.org.za/wp-content/uploads/2023/12/Macroeconomic-and-Developmental-Impacts-of-Selected-BIG-Pathways-for-South-Africa.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The research paper assesses three Basic Income Grant (BIG) scenarios for South Africa: Low, Medium, and High Ambition. Using the Dynamically Integrated Macro-Micro Simulation Model (DIMMSIM), the author argues that a BIG can be funded through a combination of a wealth tax, a Social Security Tax (SST), and increased VAT revenue without requiring changes to existing income tax or VAT rates. The findings suggest that such a programme would significantly reduce poverty and inequality while simultaneously boosting GDP growth and employment, contradicting predictions from neoclassical CGE and DSGE models that suggest such transfers lead to economic contraction.","ai_generated":true,"unit":"iejza-000413#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The three BIG scenarios are projected to significantly reduce national poverty and the poverty gap between 2022 and 2030. The national poverty rate is expected to decline from 38.7% to 27.4% under the Low-Ambition scenario, 17.4% under the Medium-Ambition scenario, and 15.1% under the High-Ambition scenario.","ai_generated":true,"unit":"iejza-000413#insight-1","date_modified":"2026-10-23"},{"text":"The depth of poverty, measured by the poverty gap, is projected to decline from 13% in 2022 to 4.7% (Low-Ambition), 2.3% (Medium-Ambition), and 2.1% (High-Ambition) by 2030.","ai_generated":true,"unit":"iejza-000413#insight-2","date_modified":"2026-10-23"},{"text":"Income inequality, measured by the Gini-Coefficient, is projected to decline from 68.1% in 2022 to 57.7% (Low-Ambition), 56.0% (Medium-Ambition), and 55.1% (High-Ambition) by 2030.","ai_generated":true,"unit":"iejza-000413#insight-3","date_modified":"2026-10-23"},{"text":"A BIG programme is projected to increase average annual real GDP growth relative to a Business-As-Usual (BAU) scenario by 0.6 percentage points (Low-Ambition), 1.0 percentage point (Medium-Ambition), and 1.3 percentage points (High-Ambition).","ai_generated":true,"unit":"iejza-000413#insight-4","date_modified":"2026-10-23"},{"text":"The average annual unemployment rate is projected to decrease from 32.1% (BAU) to 29.7% (Low-Ambition), 28.2% (Medium-Ambition), and 27.2% (High-Ambition).","ai_generated":true,"unit":"iejza-000413#insight-5","date_modified":"2026-10-23"},{"text":"The BIG programmes can be funded without increasing income tax or VAT rates. Funding pathways include a wealth tax (0.5% to 1.0%), a Social Security Tax (SST) of 3% to 4% on formal employment wages, and additional VAT revenue generated by increased Gross Domestic Expenditure (GDE).","ai_generated":true,"unit":"iejza-000413#insight-6","date_modified":"2026-10-23"},{"text":"The average annual gross cost of the three scenarios as a percentage of GDP is estimated at 1.55% (Low-Ambition), 2.60% (Medium-Ambition), and 3.36% (High-Ambition).","ai_generated":true,"unit":"iejza-000413#insight-7","date_modified":"2026-10-23"},{"text":"The number of grant beneficiaries is projected to grow by 2030 to 13.3 million (Low-Ambition), 14.9 million (Medium-Ambition), and 19.8 million (High-Ambition).","ai_generated":true,"unit":"iejza-000413#insight-8","date_modified":"2026-10-23"}],"climate_tags":["poverty reduction","fiscal policy"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["quantitative","simulation","comparative"]},{"id":"sei-002628","url":"https://climateinsightsdirectory.org/document/sei-002628","title":"Financial flows of five leading banks in Sweden since the Paris Agreement","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"research paper","language":"en","date_published":"2022-10","source_url":"https://www.sei.org/wp-content/uploads/2022/10/sei-report-sweden-banks-paris-marbuah-241022.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The study finds limited alignment with the Paris Agreement, as financing to high-emitting 'brown' sectors generally increased in volume since 2016, while 'green' investments remained marginal in absolute terms.","ai_generated":true,"unit":"sei-002628#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The five sampled banks—Svenska Handelsbanken, Skandinaviska Enskilda Banken (SEB), Swedbank, Danske Bank, and Nordea—demonstrated limited alignment with the Paris Agreement's climate goals, with financing to high-emitting sectors gradually increasing in volume.","ai_generated":true,"unit":"sei-002628#insight-1","date_modified":"2026-10-23"},{"text":"Since the Paris Agreement took effect in 2016, the studied banks facilitated approximately USD 150 billion to high-emitting sectors, primarily through syndicated loans (USD 104.4 billion) and bond issuance underwritings (USD 36.3 billion).","ai_generated":true,"unit":"sei-002628#insight-2","date_modified":"2026-10-23"},{"text":"While the percentage of new deals dedicated to 'green' sectors increased since 2015, the absolute value of these investments remains marginal, reaching USD 1.31 billion in 2020.","ai_generated":true,"unit":"sei-002628#insight-3","date_modified":"2026-10-23"},{"text":"The largest expansion of financial flows occurred in 'grey' sectors, which include banks, real estate, and corporate finance services.","ai_generated":true,"unit":"sei-002628#insight-4","date_modified":"2026-10-23"},{"text":"Analysis of balance sheets from 2015 to 2020 showed that the fraction of loans provided to brown sectors ranged between 12% and 22% and exhibited moderately increasing trends for most commercial banks.","ai_generated":true,"unit":"sei-002628#insight-5","date_modified":"2026-10-23"},{"text":"Between 2016 and 2020, the distribution of total capital investments (USD 657 billion) was dominated by 'grey' sectors (67.25%), followed by 'brown' flows (21.87%), 'green' flows (10.34%), and 'transition' investments (0.54%).","ai_generated":true,"unit":"sei-002628#insight-6","date_modified":"2026-10-23"},{"text":"Bond issuance and corporate lending to green sectors declined by 2020 when compared to 2010, though this was partially offset by equity issuance underwritings.","ai_generated":true,"unit":"sei-002628#insight-7","date_modified":"2026-10-23"},{"text":"The study identifies a lack of transparency and standardization in defining 'brown' and 'green' investments, suggesting that established definitions are a priority for improving transparency on climate target alignment.","ai_generated":true,"unit":"sei-002628#insight-8","date_modified":"2026-10-23"}],"climate_tags":["Paris Agreement","climate bond","transition finance","climate finance","fossil fuel finance","renewable energy"],"geography_discussed":["Western Europe","United States","European Union"],"frame_perspective":[],"analysis_type":["quantitative","longitudinal"]},{"id":"prio-001198","url":"https://climateinsightsdirectory.org/document/prio-001198","title":"Airstrike-Only Military Interventions and Their Civilian Consequences","publisher":{"name":"Peace Research Institute Oslo","organization":"peace-research-institute-oslo"},"document_type":"research paper","language":"en","date_published":"2022","source_url":"https://cdn.cloud.prio.org/files/1e1abfaf-4518-416b-ba01-ccf22e7115d0/Airstrike-only Military Interventions and Their Civilian Consequences.pdf?inline=true","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","geography_discussed","analysis_type"],"summary":{"text":"The research examines how NATO's airstrike-only intervention during the Kosovo War affected Albanian civilian victimization. Using a novel dataset (Kosovo Airstrike Locator) and the Kosovo Memory Book, the author finds that while the overall introduction of airstrikes coincided with a dramatic increase in civilian deaths, recently struck municipalities actually saw a decrease in expected victimization. However, this direct effect was offset by indirect consequences: the shift in strike strategy to target military units intensified the violence following battles and KLA soldier deaths, and shifted the geography of victimization toward more populous areas and those with lower Albanian population percentages. The author concludes that airstrike-only interventions can intensify conflict and increase civilian vulnerability, suggesting they should not be the primary tool for protecting civilians without a credible ground-force threat.","ai_generated":true,"unit":"prio-001198#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The introduction of NATO airstrikes was associated with a significant increase in the overall level of Albanian civilian victimization. In the period immediately preceding the strikes, an average of 12.5 Albanian civilians were killed per day, which rose to nearly 200 per day immediately following the intervention.","ai_generated":true,"unit":"prio-001198#insight-1","date_modified":"2026-10-23"},{"text":"At a municipal level, the occurrence of airstrikes was significantly associated with a decrease in the expected count of Albanian civilian victimization in the short term. In the late war period, each additional strike-day in a 5-day window decreased the expected count of victims by 17.46%, and in a 7-day window by 16.47%.","ai_generated":true,"unit":"prio-001198#insight-2","date_modified":"2026-10-23"},{"text":"The shift in NATO's strike strategy on April 23, 1999, to directly target Yugoslav military units, was associated with an increase in the overall levels of Albanian civilian victimization.","ai_generated":true,"unit":"prio-001198#insight-3","date_modified":"2026-10-23"},{"text":"In the late war period, the relationship between a municipality's ethnic composition and victimization shifted: municipalities with a higher percentage of Albanians experienced significantly lower levels of Albanian civilian victimization.","ai_generated":true,"unit":"prio-001198#insight-4","date_modified":"2026-10-23"},{"text":"The occurrence of battles and KLA soldier deaths had a stronger positive association with civilian victimization in the late war period than in the early war. For example, a battle at time T was associated with a 315% increase in victimization in the late war, compared to 254% in the early war.","ai_generated":true,"unit":"prio-001198#insight-5","date_modified":"2026-10-23"},{"text":"The study found no significant evidence to support the 'logic of retaliation' regarding Yugoslav soldier deaths, meaning that Yugoslav troop losses did not have a statistically significant relationship with increased Albanian civilian victimization in either the early or late war periods.","ai_generated":true,"unit":"prio-001198#insight-6","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":["Serbia","Albania","North Macedonia","France"],"frame_perspective":[],"analysis_type":["quantitative","spatiotemporal","causal inference"]},{"id":"prio-001245","url":"https://climateinsightsdirectory.org/document/prio-001245","title":"Does Gender Equality Matter? The Effect Of Gender Equality On Protest Campaign Success","publisher":{"name":"Peace Research Institute Oslo","organization":"peace-research-institute-oslo"},"document_type":"research paper","language":"en","date_published":"2022","source_url":"https://cdn.cloud.prio.org/files/364073cc-fc3c-46df-8f5e-765628d74bb6/Birthe_Einen Master Thesis 2022.pdf?inline=true","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","geography_discussed","analysis_type"],"summary":{"text":"The study finds that higher levels of women's political empowerment are positively associated with the success of nonviolent resistance campaigns and negatively associated with the success of violent campaigns. Using the NAVCO 2.1 dataset and the Women's Political Empowerment Index (WPEI), the author argues that gender equality shapes both the societal norms regarding the legitimacy of violence and the opportunity structures for recruitment. While the results for nonviolent campaigns are robust across various specifications, the findings for violent campaigns are more sensitive to how time dependency is handled. The author concludes that gender-related dynamics are critical structural elements in understanding the outcomes of collective action.","ai_generated":true,"unit":"prio-001245#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"There is a positive significant relationship between women's political empowerment and the likelihood of nonviolent campaign success.","ai_generated":true,"unit":"prio-001245#insight-1","date_modified":"2026-10-23"},{"text":"There is a negative significant relationship between women's political empowerment and the success of violent resistance campaigns.","ai_generated":true,"unit":"prio-001245#insight-2","date_modified":"2026-10-23"},{"text":"The effect of women's political empowerment on campaign success differs significantly based on the primary tactic used, as shown by a significant interaction term in the logit model (p < 0.001).","ai_generated":true,"unit":"prio-001245#insight-3","date_modified":"2026-10-23"},{"text":"The author hypothesises that gender inequality promotes violent campaigns by fostering norms of 'militarised masculinities' and creating a 'male surplus' that eases recruitment for armed groups.","ai_generated":true,"unit":"prio-001245#insight-4","date_modified":"2026-10-23"},{"text":"Gender equality is theorised to increase nonviolent success by promoting norms of mutual respect and expanding the mobilisation pool to include more women.","ai_generated":true,"unit":"prio-001245#insight-5","date_modified":"2026-10-23"},{"text":"The Women's Political Empowerment Index (WPEI) is a more effective predictor of campaign success than other proxies such as fertility rates, literacy ratios, or infant mortality.","ai_generated":true,"unit":"prio-001245#insight-6","date_modified":"2026-10-23"},{"text":"Individual subcomponents of the WPEI (civil liberties, civil society participation, and political participation) do not show statistically significant effects on their own, suggesting that empowerment operates as a multidimensional macro-concept.","ai_generated":true,"unit":"prio-001245#insight-7","date_modified":"2026-10-23"},{"text":"The model for nonviolent campaign success is robust across different specifications, but the model for violent campaign success is sensitive to the method used to handle time dependency.","ai_generated":true,"unit":"prio-001245#insight-8","date_modified":"2026-10-23"},{"text":"The inclusion of WPEI improves the predictive power of the models, though out-of-sample generalisability for nonviolent campaigns remains poor (AUC < 0.70).","ai_generated":true,"unit":"prio-001245#insight-9","date_modified":"2026-10-23"},{"text":"The study found no evidence of selection bias that would invalidate the use of a single-stage logistic regression model for the main analysis.","ai_generated":true,"unit":"prio-001245#insight-10","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":["India","Nigeria"],"frame_perspective":[],"analysis_type":["quantitative","logistic regression","cross-national","time-series"]},{"id":"prio-001598","url":"https://climateinsightsdirectory.org/document/prio-001598","title":"Nature as Patronage? Exploring The Effects of Democratization and Support Coalition Identity on Forest Loss","publisher":{"name":"Peace Research Institute Oslo","organization":"peace-research-institute-oslo"},"document_type":"research paper","language":"en","date_published":"2022","source_url":"https://cdn.cloud.prio.org/files/7f42acbe-ff1a-4eba-899d-7c0805fc6d55/Nature as Patronage Exploring The Effects of Democratization and Support Coalition Identity on Forest Loss.pdf?inline=true","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The study examines the relationship between political institutions, support coalition identity, and deforestation. Using satellite data and expert-coded regime data, the author finds that while democratization is generally associated with forest loss, this effect is moderated by the support base: democracies with rural supporters are associated with reforestation. Conversely, regimes relying on urban supporters are linked to higher-than-average forest loss globally and in the tropics, potentially reflecting the consumption demands of urbanizing populations.","ai_generated":true,"unit":"prio-001598#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Democratization is generally associated with higher rates of forest loss, but this effect is heterogeneously moderated by the identity of the regime's support coalition.","ai_generated":true,"unit":"prio-001598#insight-1","date_modified":"2026-10-23"},{"text":"Democratic regimes that rely on rural supporters are associated with an average increase in forest cover globally, indicating reforestation.","ai_generated":true,"unit":"prio-001598#insight-2","date_modified":"2026-10-23"},{"text":"Regimes that rely on support from urban groups are associated with higher-than-average forest loss across both global forests and tropical forests.","ai_generated":true,"unit":"prio-001598#insight-3","date_modified":"2026-10-23"},{"text":"Neither democratization nor its interaction with various support coalitions had a statistically significant effect on forest change within the tropical forest sub-sample.","ai_generated":true,"unit":"prio-001598#insight-4","date_modified":"2026-10-23"},{"text":"Regimes dominated by urban business elites are associated with higher-than-average forest loss, with some evidence suggesting a sequential effect where deforestation peaks a few years after these elites enter the coalition.","ai_generated":true,"unit":"prio-001598#insight-5","date_modified":"2026-10-23"},{"text":"Economic size (per capita GDP) is positively associated with forest regrowth globally, supporting the Environmental Kuznets Curve (EKC) hypothesis, although economic growth is associated with deforestation in tropical forests.","ai_generated":true,"unit":"prio-001598#insight-6","date_modified":"2026-10-23"},{"text":"The geographical location of the support coalition (rural vs. urban) is a less salient predictor of forest cover change than the identity of the support groups themselves.","ai_generated":true,"unit":"prio-001598#insight-7","date_modified":"2026-10-23"}],"climate_tags":["deforestation","reforestation","climate change","carbon sink","urbanization"],"geography_discussed":["Indonesia","Kenya","Brazil","Mexico","Morocco","Ethiopia","People's Republic of China"],"frame_perspective":[],"analysis_type":["quantitative","panel data analysis","two-way fixed effects","Mahalanobis distance matching"]},{"id":"sei-000752","url":"https://climateinsightsdirectory.org/document/sei-000752","title":"Prioritizing Key Biodiversity Chindwin Myanmar","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"research paper","language":"en","date_published":"2021-01-29","source_url":"https://www.sei.org/publications/prioritizing-key-biodiversity-chindwin-myanmar/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The study identifies mining, logging, dam construction, and agriculture as the primary threats to biodiversity in the Chindwin River Basin. Using a GIS-based Multi-Criteria Decision Making approach and the InVEST model, the research found that 87% of Key Biodiversity Areas provide a high degree of ecosystem services, with the highest levels occurring in the forested northern region of the basin.","ai_generated":true,"unit":"sei-000752#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The primary drivers of biodiversity loss in the Chindwin River Basin are identified as mining, logging, dam construction, and agriculture.","ai_generated":true,"unit":"sei-000752#insight-1","date_modified":"2026-10-23"},{"text":"A high proportion of Key Biodiversity Areas (KBAs) in the basin provide significant ecosystem services, with the most substantial levels located in the forested northern section of the basin.","ai_generated":true,"unit":"sei-000752#insight-2","date_modified":"2026-10-23"}],"climate_tags":["biodiversity conservation","ecosystem service","carbon capture and storage","mining","agriculture"],"geography_discussed":["Indo-Burma"],"frame_perspective":[],"analysis_type":["quantitative","spatial analysis"]},{"id":"prio-001530","url":"https://climateinsightsdirectory.org/document/prio-001530","title":"Can Pre-Election Protests Influence Voter Behaviour?","publisher":{"name":"Peace Research Institute Oslo","organization":"peace-research-institute-oslo"},"document_type":"research paper","language":"en","date_published":"2021","source_url":"https://cdn.cloud.prio.org/files/574e2383-102f-4816-947c-c627ecd634ee/MA Thesis Amalie Nilsen.pdf?inline=true","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","geography_discussed","analysis_type"],"summary":{"text":"The study analyzes the impact of the 2019 Anti-ELAB movement on voter behavior in Hong Kong. Using logistic regression on survey and event data, the author finds that protests and police brutality mobilize individuals who identify as \"Hongkongers\" to vote for opposition parties, while having the opposite effect on those who identify as \"Chinese\". Nonviolent protests were found to be more effective in inducing defections from the regime among those with a local identity.","ai_generated":true,"unit":"prio-001530#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Opposition protests in a respondent's district increase the likelihood that previous non-voters who identify as \"Hongkongers\" will vote for opposition parties in the 2019 election.","ai_generated":true,"unit":"prio-001530#insight-1","date_modified":"2026-10-23"},{"text":"Conversely, pre-election protests reduce the likelihood that previous non-voters who identify as \"Chinese\" will vote for opposition parties.","ai_generated":true,"unit":"prio-001530#insight-2","date_modified":"2026-10-23"},{"text":"Police brutality, specifically the use of teargas, increases the probability that previous non-voters identifying as \"Hongkongers\" will switch to voting for the opposition and decreases their likelihood of voting for incumbent parties.","ai_generated":true,"unit":"prio-001530#insight-3","date_modified":"2026-10-23"},{"text":"For previous non-voters identifying as \"Chinese\", teargas events decrease the likelihood of voting for the opposition and increase the likelihood of voting for incumbent parties.","ai_generated":true,"unit":"prio-001530#insight-4","date_modified":"2026-10-23"},{"text":"Nonviolent protests significantly increase the likelihood that previous regime supporters who identify as \"Hongkongers\" will defect to opposition parties.","ai_generated":true,"unit":"prio-001530#insight-5","date_modified":"2026-10-23"},{"text":"Violent protests increase the likelihood that \"Hongkongers\" who previously did not vote will switch to the opposition, while they increase the likelihood that \"Chinese\" non-voters will switch to incumbent parties.","ai_generated":true,"unit":"prio-001530#insight-6","date_modified":"2026-10-23"},{"text":"The study found no statistically significant evidence that teargas use influenced the likelihood of previous regime supporters defecting to the opposition.","ai_generated":true,"unit":"prio-001530#insight-7","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":["People's Republic of China"],"frame_perspective":[],"analysis_type":["quantitative","logistic regression","cross-sectional survey","event data analysis"]},{"id":"prio-001792","url":"https://climateinsightsdirectory.org/document/prio-001792","title":"The Effects of Different Types of Sectarian Violence on Trust in State- and Societal Institutions","publisher":{"name":"Peace Research Institute Oslo","organization":"peace-research-institute-oslo"},"document_type":"research paper","language":"en","date_published":"2021","source_url":"https://cdn.cloud.prio.org/files/e635b451-43cd-4733-92e6-cba0e6ae50ab/The Effects of Different Types of Sectarian Violence on Trust in State- and Societal Institutions Evidence from Egypt.pdf?inline=true","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","geography_discussed","analysis_type"],"summary":{"text":"The study argues that disaggregating sectarian violence is essential to understanding its effects on institutional trust. Using survey data from the Arab Barometer and a sectarian events dataset, the author finds that beatings decrease trust in mediators like religious leaders and the parliament, while bombings unexpectedly increase trust in the army and legal system. Burnings primarily reduce trust in the courts. The findings suggest that the targeted Christian minority is affected differently than the general public, sometimes showing increased trust in the government and parliament following bombings.","ai_generated":true,"unit":"prio-001792#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The study demonstrates that disaggregating sectarian violence into different categories is necessary because different types of violence have distinct effects on trust in various institutions.","ai_generated":true,"unit":"prio-001792#insight-1","date_modified":"2026-10-23"},{"text":"Beatings (unarmed attacks against individuals) lead to a statistically significant decrease in trust in religious leaders, the parliament, and the courts and legal system.","ai_generated":true,"unit":"prio-001792#insight-2","date_modified":"2026-10-23"},{"text":"Bombings (armed attacks) are associated with a statistically significant increase in trust in the army and the courts and legal system among the general population.","ai_generated":true,"unit":"prio-001792#insight-3","date_modified":"2026-10-23"},{"text":"Burnings (unarmed attacks against property) result in a statistically significant decrease in trust in the courts and legal system.","ai_generated":true,"unit":"prio-001792#insight-4","date_modified":"2026-10-23"},{"text":"For the Christian minority, bombings have a significant positive effect on trust in the government and the parliament, but a negative effect on trust in religious leaders.","ai_generated":true,"unit":"prio-001792#insight-5","date_modified":"2026-10-23"},{"text":"The research finds that Christians are not consistently more negatively affected by sectarian violence than the general public, contrary to expectations regarding in-group/out-group relations, except in the case of burnings.","ai_generated":true,"unit":"prio-001792#insight-6","date_modified":"2026-10-23"},{"text":"The author notes that high reported trust in the army and police may be influenced by reporting bias due to Egypt's military authoritarianism, where respondents may practice preference falsification out of fear.","ai_generated":true,"unit":"prio-001792#insight-7","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":["Minya Governorate","Asyut Governorate","Bani Suef","Sohag Governorate"],"frame_perspective":[],"analysis_type":["quantitative","statistical analysis","regression analysis"]},{"id":"wwf-000635","url":"https://climateinsightsdirectory.org/document/wwf-000635","title":"SYSTEM SCALE PLANNING METHODOLOGY","publisher":{"name":"WWF International","organization":"wwf-international"},"document_type":"report","language":"en","date_published":"2020-12","source_url":"https://www.worldwildlife.org/documents/661/60oexxoaxq_USAID_Paani_SSP_Report_FINAL.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report details a System Scale Planning (SSP) framework applied to Nepal's hydropower sector, specifically the Karnali Basin. Using a Multi-Objective Evolutionary Algorithm (MOEA) and integration with the SWITCH energy model, the methodology identifies 'pareto-optimal' portfolios of projects that balance installed capacity and cost against environmental and social metrics. Key findings demonstrate that strategic project selection can significantly reduce biodiversity and livelihood impacts for a given level of energy output, and that restricting development on mainstem rivers (Scenario K03) can achieve a favorable balance of low environmental impact and low system cost.","ai_generated":true,"unit":"wwf-000635#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"System Scale Planning (SSP) is a quantitative, multi-criteria framework designed to help decision-makers visualize trade-offs between different hydropower development solutions rather than assessing projects individually.","ai_generated":true,"unit":"wwf-000635#insight-1","date_modified":"2026-10-23"},{"text":"The SSP model utilizes a Multi-Objective Evolutionary Algorithm (MOEA) to identify 'pareto-optimal' solutions, which are portfolios where no single metric can be improved without diminishing another.","ai_generated":true,"unit":"wwf-000635#insight-2","date_modified":"2026-10-23"},{"text":"In the Karnali Basin, strategic selection of dams can drastically reduce biodiversity impacts; for a specific installed capacity, some solutions can cut the impacted length of river by more than half compared to others.","ai_generated":true,"unit":"wwf-000635#insight-3","date_modified":"2026-10-23"},{"text":"Integration with the SWITCH energy model shows that the 'Karnali-secondary' scenario (K03), which prohibits projects on the Karnali mainstem, results in only a 0.1% increase in system costs compared to the reference scenario while reducing environmental impacts.","ai_generated":true,"unit":"wwf-000635#insight-4","date_modified":"2026-10-23"},{"text":"Analysis of national-scale scenarios indicates that existing protected areas in Nepal are insufficient to protect High Conservation Value (HCV) rivers from hydropower impacts because dams may be built upstream or along protected area boundaries.","ai_generated":true,"unit":"wwf-000635#insight-5","date_modified":"2026-10-23"},{"text":"The methodology employs 'weighted kilometers' to measure impacts, where the length of affected river is multiplied by a High Conservation Value (HCV) score (0-5) to prioritize high-value reaches.","ai_generated":true,"unit":"wwf-000635#insight-6","date_modified":"2026-10-23"},{"text":"The SSP analysis identifies a trade-off for solutions with approximately 4,000 MW installed capacity between minimizing sediment capture and minimizing recreational impacts to rivers.","ai_generated":true,"unit":"wwf-000635#insight-7","date_modified":"2026-10-23"},{"text":"The 'Nepal-FFR' scenario (N01), which restricts development on free-flowing rivers, results in the lowest environmental impact (404 km of affected rivers) but increases system costs by approximately 8.8% compared to the reference scenario.","ai_generated":true,"unit":"wwf-000635#insight-8","date_modified":"2026-10-23"}],"climate_tags":["hydropower","biodiversity","energy transition","climate finance","environmental impact assessment","land-use change"],"geography_discussed":["Brazil","Colombia","Mexico","Myanmar","Republic of the Congo","Gabon"],"frame_perspective":[],"analysis_type":["methodological","quantitative","trade-off analysis"]},{"id":"prio-001624","url":"https://climateinsightsdirectory.org/document/prio-001624","title":"Organization, Repression, and the Violent Escalation and De-Escalation of Nonviolent Protest","publisher":{"name":"Peace Research Institute Oslo","organization":"peace-research-institute-oslo"},"document_type":"research paper","language":"en","date_published":"2020","source_url":"https://cdn.cloud.prio.org/files/6e1634d2-a55a-4da9-9af7-8070796703a8/Organization-repression-and-escalation-protest_VBL.pdf?inline=true","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","geography_discussed","analysis_type"],"summary":{"text":"The study uses a spatially and temporally disaggregated research design to analyze protest events in Africa and Asia. It finds that mild government repression of nonviolent protests typically leads to violent escalation, whereas repression of violent protests tends to encourage a shift back to nonviolent means. Crucially, the research demonstrates that the level of organization acts as a moderator; organized protests are more effective at maintaining nonviolent discipline and resisting the escalatory effects of repression than disorganized ones.","ai_generated":true,"unit":"prio-001624#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Mild government repression of nonviolent protests is positively associated with an increase in the proportion of violent protest in the following week.","ai_generated":true,"unit":"prio-001624#insight-1","date_modified":"2026-10-23"},{"text":"Government repression of violent protests has a de-escalatory effect, leading protesters to switch to nonviolent tactics in the subsequent week.","ai_generated":true,"unit":"prio-001624#insight-2","date_modified":"2026-10-23"},{"text":"Higher levels of protest organization are consistently associated with a decrease in the proportion of violent events, suggesting that organization helps maintain nonviolent discipline.","ai_generated":true,"unit":"prio-001624#insight-3","date_modified":"2026-10-23"},{"text":"The effect of government repression on violent escalation is conditional upon the level of organization; high levels of organization moderate and can potentially nullify the escalatory impact of mild repression.","ai_generated":true,"unit":"prio-001624#insight-4","date_modified":"2026-10-23"},{"text":"The substitution effect of repressing violent protest is more pronounced in environments with higher levels of organization, leading to a stronger decrease in violence.","ai_generated":true,"unit":"prio-001624#insight-5","date_modified":"2026-10-23"},{"text":"Structural variables such as GDP per capita, regime type, and regime strength have little to no explanatory power regarding short-term tactical shifts during protests, although poverty and high unemployment are associated with violent escalation.","ai_generated":true,"unit":"prio-001624#insight-6","date_modified":"2026-10-23"},{"text":"The substitution effects of repression are primarily observed in the immediate short term (one week), with results becoming mixed or insignificant when looking at lags of two or three weeks.","ai_generated":true,"unit":"prio-001624#insight-7","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":["South Africa"],"frame_perspective":[],"analysis_type":["quantitative","regression analysis","event analysis"]}]}