{"query_echo":{"q":"","filters":{"analysis_type":["policy simulation"]},"warnings":[]},"total":{"value":10,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=policy+simulation","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":"iai-000683","url":"https://climateinsightsdirectory.org/document/iai-000683","title":"From Science to Policy: Navigating the Complexities of Emerging Climate Techniques in the Americas","publisher":{"name":"Inter-American Institute for Global Change Research","organization":"inter-american-institute-for-global-change-research"},"document_type":"report","language":"en","date_published":"2025-10","source_url":"http://iai.int/wp-content/uploads/2026/01/From-Science-to-Policy_-Navigating-the-Complexities-of-Emerging-Climate-Techniques-in-the-Americas-Outcomes-Report.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Inter-American Institute for Global Change Research (IAI), alongside the Alliance for Just Deliberation on Solar Geoengineering (DSG) and The Degrees Initiative, conducted a workshop series culminating in an in-person simulation in Bogota, Colombia. The program aimed to empower policymakers and technical specialists from Latin America and the Caribbean (LAC) to navigate the complexities of solar radiation modification (SRM) governance. Participants identified critical needs for regional research to understand local physical and socio-economic impacts, noting a disparity between the region's low greenhouse gas emissions and its high climate vulnerability. Discussions highlighted the risk of SRM creating a \"moral hazard\" that could divert attention from Paris Agreement commitments, specifically Nationally Determined Contributions (NDCs). The report emphasizes the necessity of strengthening science-policy interfaces, ensuring the participation of Indigenous Peoples through free, prior and informed consent, and fostering South-South and triangular cooperation to enhance regional data access and institutional knowledge.","ai_generated":true,"unit":"iai-000683#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Participants identified a significant need for expanded research to understand the specific physical and socio-economic impacts of SRM within their region, advocating for science that is \"on the region, by the region, for the region\".","ai_generated":true,"unit":"iai-000683#insight-1","date_modified":"2026-10-23"},{"text":"There is a perceived imbalance between the Latin America and Caribbean (LAC) region's low contribution to global emissions and its high vulnerability to climate change, which influences discussions on the distribution of SRM risks and benefits.","ai_generated":true,"unit":"iai-000683#insight-2","date_modified":"2026-10-23"},{"text":"Participants expressed concern that SRM could act as a moral hazard or distract from existing climate commitments under the Paris Agreement, such as Nationally Determined Contributions (NDCs).","ai_generated":true,"unit":"iai-000683#insight-3","date_modified":"2026-10-23"},{"text":"The report highlights the necessity of including Indigenous Peoples and local communities in SRM research, specifically requiring their free, prior and informed consent for activities on their traditional lands.","ai_generated":true,"unit":"iai-000683#insight-4","date_modified":"2026-10-23"},{"text":"To ensure continuity in research and institutional knowledge despite short political cycles, some participants recommended the establishment of long-term state policies rather than government-led programs.","ai_generated":true,"unit":"iai-000683#insight-5","date_modified":"2026-10-23"},{"text":"Participants suggested enhancing regional cooperation through South-South and triangular South-South-North cooperation, particularly regarding access to data and synergies between research centers.","ai_generated":true,"unit":"iai-000683#insight-6","date_modified":"2026-10-23"}],"climate_tags":["climate governance","climate justice","Paris Agreement","Nationally Determined Contributions","biodiversity protection","South–South cooperation"],"geography_discussed":["Colombia","Bogotá","United States","United Kingdom"],"frame_perspective":[],"analysis_type":["capacity building","policy simulation","stakeholder consultation"]},{"id":"eninnova-000136","url":"https://climateinsightsdirectory.org/document/eninnova-000136","title":"REPEALING FEDERAL ENERGY TAX CREDITS WOULD COST AMERICAN JOBS AND INCREASE HOUSEHOLD ENERGY BILLS","publisher":{"name":"Energy Innovation","organization":"energy-innovation"},"document_type":"report","language":"en","date_published":"2025-03","source_url":"https://energyinnovation.org/wp-content/uploads/National-IRA-Rollback-Update-March-2025_FINAL.3.19.25.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The report argues that repealing federal clean energy tax credits and funding programs would lead to significant job losses, increased household energy costs, reduced GDP, and higher air pollution levels in the United States between 2025 and 2035.","ai_generated":true,"unit":"eninnova-000136#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Repealing federal clean energy tax credits and funding programs would increase cumulative household energy costs by nearly $32 billion from 2025 to 2035. Annual consumer energy bills would increase by more than $6 billion across all American households in 2030 and more than $9 billion in 2035, with average per-household costs rising by $48 per year in 2030 and $68 per year in 2035.","ai_generated":true,"unit":"eninnova-000136#insight-1","date_modified":"2026-10-23"},{"text":"The repeal of these policies would negatively impact the US economy, resulting in a GDP drop of more than $160 billion in 2030 and nearly $190 billion in 2035. This would lead to the loss of nearly 790,000 jobs in 2030 and more than 700,000 jobs in 2035.","ai_generated":true,"unit":"eninnova-000136#insight-2","date_modified":"2026-10-23"},{"text":"Environmental and health consequences of repeal include an increase in emissions by nearly 260 million metric tons of carbon dioxide equivalent (Mt CO2e) in 2030, rising to over 530 Mt CO2e by 2035. This increase in air pollution is projected to cause more than 360 additional premature deaths annually by 2030 and more than 320 by 2035.","ai_generated":true,"unit":"eninnova-000136#insight-3","date_modified":"2026-10-23"},{"text":"The Inflation Reduction Act (IRA) has already driven $600 billion in private investment across approximately 750 domestic clean-energy projects and created over 406,000 new American jobs as of January 2025. However, proposals to repeal these policies have already stalled over 60 new projects, resulting in the loss of more than 42,000 announced jobs and $57 billion in investment through February 2025.","ai_generated":true,"unit":"eninnova-000136#insight-4","date_modified":"2026-10-23"}],"climate_tags":["Inflation Reduction Act of 2022","renewable energy commercialization","electricity price","kilogram of carbon dioxide equivalent","air pollution","public health","Renewable portfolio standard","carbon price"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["economic impact assessment","environmental impact assessment","policy simulation"]},{"id":"sei-000903","url":"https://climateinsightsdirectory.org/document/sei-000903","title":"Agricultural Salinity Pollution California","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"research paper","language":"en","date_published":"2022-06-16","source_url":"https://www.sei.org/publications/agricultural-salinity-pollution-california/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The research utilizes a scalable decision support model to evaluate 64 combinations of policy interventions, including fees and water use restrictions, to address salinity pollution in the San Joaquin River. Findings indicate that while surface water restrictions increase salinity loads due to higher groundwater reliance, the implementation of fees for imported water and market-based pollution permits can help farmers maintain profitability and lower salinity levels.","ai_generated":true,"unit":"sei-000903#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The study evaluated 64 different policy intervention combinations involving fees and water use restrictions. Although all scenarios resulted in lower net revenues compared to the base case, no scenario produced negative net revenues because subareas could adapt by fallowing land, increasing groundwater use, or switching to high-revenue crops.","ai_generated":true,"unit":"sei-000903#insight-1","date_modified":"2026-10-23"},{"text":"Restrictions on surface water lead to an increase in salinity loads because farmers increase their use of groundwater. Conversely, charging fees for imported water is identified as a policy that can help farmers keep salinity loads lower while remaining profitable.","ai_generated":true,"unit":"sei-000903#insight-2","date_modified":"2026-10-23"},{"text":"In scenarios with highly restrictive surface water availability, collaborative market-based arrangements, such as the buying and selling of pollution permits, can enable farmers to maintain their revenue levels.","ai_generated":true,"unit":"sei-000903#insight-3","date_modified":"2026-10-23"}],"climate_tags":["water scarcity","water quality","emission trading"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["policy simulation","decision support modeling"]},{"id":"cliinstca-000470","url":"https://climateinsightsdirectory.org/document/cliinstca-000470","title":"Simulating Canada’s 2030 Emissions Reduction Plan Policy Assumptions","publisher":{"name":"Canadian Climate Institute","organization":"canadian-climate-institute"},"document_type":"research paper","language":"en","date_published":"2022-03-31","source_url":"https://climateinstitute.ca/wp-content/uploads/2022/04/SimulatingCanadas2030ERP_March2022.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report outlines the assumptions for 25 federal policies categorized as legislated/developed, developing, or announced. Key measures include a federal fuel charge and Output-Based Pricing System reaching $170/tCO2e by 2030, a proposed emissions cap on the oil and gas sector, and a Clean Electricity Standard aiming for net-zero by 2035. The document specifies simulation scenarios for these policies, including varying stringency levels for methane reductions, ZEV mandates, and building efficiency standards, alongside detailed funding allocations for infrastructure, hydrogen projects, and industrial decarbonization.","ai_generated":true,"unit":"cliinstca-000470#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The federal fuel charge and the Output-Based Pricing System (OBPS) are both projected to increase annually by $15/tCO2e until they reach a price of $170/tCO2e in 2030.","ai_generated":true,"unit":"cliinstca-000470#insight-1","date_modified":"2026-10-23"},{"text":"The federal government intends to cap greenhouse gas emissions from the oil and gas extraction sector, with a more stringent simulation scenario capping emissions at 140 Mt in 2025 and 110 Mt in 2030.","ai_generated":true,"unit":"cliinstca-000470#insight-2","date_modified":"2026-10-23"},{"text":"A Clean Electricity Standard (CES) is planned to achieve net-zero emissions from electricity generation by 2035, with simulation scenarios exploring different interim caps for 2025 and 2030.","ai_generated":true,"unit":"cliinstca-000470#insight-3","date_modified":"2026-10-23"},{"text":"The government has committed to regulations reducing methane emissions from the oil and gas sector by at least 75% below 2012 levels by 2030.","ai_generated":true,"unit":"cliinstca-000470#insight-4","date_modified":"2026-10-23"},{"text":"Zero-emission vehicle (ZEV) sales mandates are planned for both light-duty and medium- and heavy-duty vehicles, with light-duty targets of 20% by 2026, 60% by 2030, and 100% by 2035.","ai_generated":true,"unit":"cliinstca-000470#insight-5","date_modified":"2026-10-23"},{"text":"Significant funding is allocated for industrial and infrastructure decarbonization, including $8 billion over seven years for the Net Zero Accelerator and $35 billion total for the Canada Infrastructure Bank with priorities in green infrastructure, public transit, and clean power.","ai_generated":true,"unit":"cliinstca-000470#insight-6","date_modified":"2026-10-23"},{"text":"Residential and community building efficiency is supported through various funds, including $2.6 billion for residential energy efficiency improvements and $1.5 billion for community building upgrades.","ai_generated":true,"unit":"cliinstca-000470#insight-7","date_modified":"2026-10-23"},{"text":"Specific industrial projects are integrated into the simulations, including two low-carbon hydrogen projects in Alberta and steel plant upgrades in Ontario by ArcelorMittal and Algoma expected to reduce GHG emissions by approximately 6 Megatonnes by 2030.","ai_generated":true,"unit":"cliinstca-000470#insight-8","date_modified":"2026-10-23"}],"climate_tags":["carbon price","methane emissions","sustainable energy","zero-emissions vehicle","green infrastructure","building performance","renewable electricity"],"geography_discussed":["Quebec","Alberta","Ontario"],"frame_perspective":[],"analysis_type":["policy simulation","assumption mapping"]},{"id":"eninnova-000233","url":"https://climateinsightsdirectory.org/document/eninnova-000233","title":"LOUISIANA ENERGY POLICY SIMULATOR INSIGHTS","publisher":{"name":"Energy Innovation","organization":"energy-innovation"},"document_type":"report","language":"en","date_published":"2021-11","source_url":"https://energyinnovation.org/wp-content/uploads/Louisiana-Energy-Policy-Simulator-Insights-Current-Emissions-Trajectory-NDC-Scenario.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report uses the Louisiana Energy Policy Simulator (EPS) to compare a Business As Usual (BAU) trajectory with a Nationally Determined Contribution (NDC) scenario. Under BAU, Louisiana's economy-wide emissions are projected to increase by 30% by 2050. Conversely, the NDC scenario, which aligns with Paris Agreement targets, could reduce statewide emissions by 97% below 2020 levels by 2050. This transition would rely heavily on industrial fuel switching and green hydrogen, potentially creating 263,000 new job-years and avoiding 2,300 premature deaths annually by 2050.","ai_generated":true,"unit":"eninnova-000233#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the Business As Usual (BAU) Scenario, Louisiana's economy-wide emissions are projected to increase by 30 percent by 2050 compared to 2020 levels, primarily due to forecasted increases in industrial energy consumption.","ai_generated":true,"unit":"eninnova-000233#insight-1","date_modified":"2026-10-23"},{"text":"The NDC Scenario, based on policies aligned with U.S. targets under the Paris Agreement, could reduce Louisiana's statewide emissions by 97 percent below 2020 levels by 2050, leaving approximately 5 MMT CO2e.","ai_generated":true,"unit":"eninnova-000233#insight-2","date_modified":"2026-10-23"},{"text":"Industrial fuel switching and green hydrogen production are the most significant drivers of emissions reductions in the NDC Scenario, accounting for 52 percent and 25 percent of reductions by 2050, respectively.","ai_generated":true,"unit":"eninnova-000233#insight-3","date_modified":"2026-10-23"},{"text":"The NDC Scenario is projected to have significant positive economic and health impacts, adding an estimated 263,000 new job-years by 2050 and avoiding approximately 2,300 premature deaths per year by 2050.","ai_generated":true,"unit":"eninnova-000233#insight-4","date_modified":"2026-10-23"},{"text":"Achieving the NDC Scenario's reductions requires the deployment of emerging technologies that are not yet commercialized or widely used, specifically carbon capture and sequestration (CCS) and hydrogen electrolysis.","ai_generated":true,"unit":"eninnova-000233#insight-5","date_modified":"2026-10-23"},{"text":"Industry is the primary source of emissions in Louisiana, representing over 60 percent of total emissions in 2020, with the chemicals, refined petroleum, and oil and gas industries accounting for 85 percent of those industrial emissions.","ai_generated":true,"unit":"eninnova-000233#insight-6","date_modified":"2026-10-23"}],"climate_tags":["greenhouse gas emissions","green hydrogen","carbon capture and storage","sustainable energy","electric vehicle","Building electrification","energy efficiency","methane leak","climate finance","just transition","public health"],"geography_discussed":["World","United States"],"frame_perspective":[],"analysis_type":["policy simulation","economic impact analysis","public health assessment"]},{"id":"eninnova-000082","url":"https://climateinsightsdirectory.org/document/eninnova-000082","title":"EFFECTS OF A $0.25 FEDERAL GAS TAX INCREASE ON U.S. ECONOMY, FUEL USE, FLEET COMPOSITION","publisher":{"name":"Energy Innovation","organization":"energy-innovation"},"document_type":"research paper","language":"en","date_published":"2020-04","source_url":"https://energyinnovation.org/wp-content/uploads/Effects-of-a-0.25-Federal-Gas-Tax_April-2020-Update.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document analyzes a proposed $0.25 per gallon federal gas tax increase, finding it would generate approximately $1.1 trillion in revenue through 2050 and reduce total fuel consumption by over 1.3 billion barrels. The tax would incentivize the adoption of electric vehicles, adding roughly 2.5 million additional EVs to U.S. roads by 2050. Additionally, the report notes that a $0.25 gas tax is equivalent to a carbon tax of $25 to $29 per ton, which exceeds the record high allowance auction prices of the California-Quebec and Regional Greenhouse Gas Initiative cap-and-trade systems.","ai_generated":true,"unit":"eninnova-000082#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"A federal gas tax increase of $0.25 per gallon, phased in at $0.05 per year starting in 2021, would generate $50 billion in annual government revenue by 2025 and approximately $1.1 trillion in total revenue through 2050.","ai_generated":true,"unit":"eninnova-000082#insight-1","date_modified":"2026-10-23"},{"text":"The tax would increase the number of electric vehicles (EVs) on U.S. roads by approximately 2.5 million by 2050, with annual EV sales increasing by about 210,000 per year by that date.","ai_generated":true,"unit":"eninnova-000082#insight-2","date_modified":"2026-10-23"},{"text":"The proposed tax would reduce total fuel consumption by more than 1.3 billion barrels through 2050, consisting of nearly one billion barrels of gasoline and nearly 400 million barrels of diesel.","ai_generated":true,"unit":"eninnova-000082#insight-3","date_modified":"2026-10-23"},{"text":"A $0.25 gas tax is equivalent to a carbon tax of $29 per ton for gasoline and $25 per ton for diesel, both of which are higher than the record high allowance auction prices of the Regional Greenhouse Gas Initiative ($7.50 per ton) and the California-Quebec cap-and-trade system ($17.87 per ton).","ai_generated":true,"unit":"eninnova-000082#insight-4","date_modified":"2026-10-23"}],"climate_tags":["electric vehicle","fuel consumption","carbon tax","emission trading","greenhouse gas emissions"],"geography_discussed":["California","Quebec"],"frame_perspective":[],"analysis_type":["economic modeling","policy simulation"]},{"id":"eninnova-000224","url":"https://climateinsightsdirectory.org/document/eninnova-000224","title":"HONG KONG ENERGY POLICY SIMULATOR: METHODS, DATA, AND SCENARIO RESULTS FOR 2050","publisher":{"name":"Energy Innovation","organization":"energy-innovation"},"document_type":"report","language":"en","date_published":"2019-12","source_url":"https://energyinnovation.org/wp-content/uploads/Hong-Kong-EPS_Final20191220.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report details the creation of the Hong Kong Energy Policy Simulator (EPS), an open-source system-dynamics model used to project energy-related CO2 emissions and evaluate policy combinations through 2050. It compares a 'Current Policy Scenario' with a 'Decarbonization Scenario,' demonstrating that while current trends project emissions to drop from 36 million tonnes in 2017 to 22.5 million tonnes by 2050, a targeted decarbonization strategy could reduce them to approximately 5 million tonnes. Key levers for this reduction include carbon capture and storage (CCS), electric vehicle mandates, and increased imports of renewable energy from Mainland China.","ai_generated":true,"unit":"eninnova-000224#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the Current Policy Scenario, Hong Kong's total energy-related CO2 emissions are projected to decrease from 36 million tonnes in 2017 to 22.5 million tonnes by 2050.","ai_generated":true,"unit":"eninnova-000224#insight-1","date_modified":"2026-10-23"},{"text":"The Decarbonization Scenario suggests that emissions could be reduced to approximately 5 million tonnes by 2050 through a combination of aggressive policy interventions.","ai_generated":true,"unit":"eninnova-000224#insight-2","date_modified":"2026-10-23"},{"text":"In the Current Policy Scenario, natural gas is projected to become the dominant electricity source, contributing about 69 percent of generation by 2050, while coal is phased out by 2038.","ai_generated":true,"unit":"eninnova-000224#insight-3","date_modified":"2026-10-23"},{"text":"To achieve net-zero emissions by 2050, the study proposes increasing renewable energy use to 38 percent, with 35 percent imported from Mainland China and 3 percent generated locally.","ai_generated":true,"unit":"eninnova-000224#insight-4","date_modified":"2026-10-23"},{"text":"The Decarbonization Scenario relies on carbon capture and storage (CCS) to capture 99 percent of emissions from the power and industry sectors starting in 2030.","ai_generated":true,"unit":"eninnova-000224#insight-5","date_modified":"2026-10-23"},{"text":"The model identifies several high-impact policies for deep decarbonization, including an electric vehicle (EV) sales mandate, building energy-efficiency standards, and increased retrofitting.","ai_generated":true,"unit":"eninnova-000224#insight-6","date_modified":"2026-10-23"},{"text":"The EPS uses a 'system dynamics' approach, treating energy use and the economy as an open, non-equilibrium system and utilizing 'stock variables' to track quantities that change gradually over time.","ai_generated":true,"unit":"eninnova-000224#insight-7","date_modified":"2026-10-23"},{"text":"The simulator's data is prioritized by importance: very high and high importance variables use Hong Kong government data, medium importance variables use Hong Kong or adapted China/U.S. data, and low importance variables use unchanged global data.","ai_generated":true,"unit":"eninnova-000224#insight-8","date_modified":"2026-10-23"}],"climate_tags":["emission intensity","greenhouse gas emissions","renewable energy","carbon capture and storage","electric vehicle","energy efficient building","nuclear power","natural gas","waste-to-energy"],"geography_discussed":["People's Republic of China","United States"],"frame_perspective":[],"analysis_type":["scenario analysis","technical methodology","policy simulation"]},{"id":"issafri-001374","url":"https://climateinsightsdirectory.org/document/issafri-001374","title":"KNOWLEDGE EMPOWERS AFRICA","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"policy brief","language":"en","date_published":"2011-12-01","source_url":"https://issafrica.s3.amazonaws.com/site/uploads/No2Dec2011.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","geography_discussed","analysis_type"],"summary":{"text":"The document argues that increasing Africa's education spending from 4% to 4.8% of GDP could lead to universal primary education by 2030 and universal basic education by 2035. Using the International Futures (IFs) model, the authors project that this investment would add US$ 2.5 trillion to Africa's GDP by 2050, while significantly reducing child malnutrition, extreme poverty, and the probability of state failure. However, the report notes that these gains require a long-term horizon and a reallocation of government funds away from other sectors like health and the military.","ai_generated":true,"unit":"issafri-001374#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Increasing education spending from 4% to 4.8% of Africa's GDP could enable the continent to achieve universal primary education by 2030 and universal basic education by 2035, with upper-secondary enrolment reaching 85% by 2050.","ai_generated":true,"unit":"issafri-001374#insight-1","date_modified":"2026-10-23"},{"text":"The projected economic return on this investment is substantial, with an estimated US$ 2.5 trillion addition to Africa's GDP by 2050, though the cumulative cost of the increased spending would exceed US$ 480 billion through that same year.","ai_generated":true,"unit":"issafri-001374#insight-2","date_modified":"2026-10-23"},{"text":"Investment in education is characterized by a long payback period, typically taking 25 to 45 years to realize major benefits, with incremental GDP only surpassing increased investment by 2028 in the modeled scenario.","ai_generated":true,"unit":"issafri-001374#insight-3","date_modified":"2026-10-23"},{"text":"By 2050, the improved education scenario is forecast to reduce the number of malnourished children by 3.5 million and the number of people living on less than US$ 1.25 per day by 60 million.","ai_generated":true,"unit":"issafri-001374#insight-4","date_modified":"2026-10-23"},{"text":"The probability of state failure across the continent would decrease by nearly 8% by 2050, with the most significant reductions in instability forecast for Niger, Gambia, and Comoros.","ai_generated":true,"unit":"issafri-001374#insight-5","date_modified":"2026-10-23"},{"text":"To fund these educational improvements through domestic budget reallocation, spending in other government sectors—including health, military, infrastructure, and administration—would need to be reduced proportionately.","ai_generated":true,"unit":"issafri-001374#insight-6","date_modified":"2026-10-23"},{"text":"Historically, Africa has disproportionately allocated resources to higher education, spending approximately 44 times more per student at the tertiary level than at the primary level.","ai_generated":true,"unit":"issafri-001374#insight-7","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":["Ghana","Ivory Coast","Kenya","Nigeria","Burkina Faso","Zambia","Togo","Mali","Eritrea","Ethiopia","Cape Verde","Guinea","Benin","Burundi","Eswatini","Seychelles","Malawi","Mozambique","Tanzania","South Africa","Democratic Republic of the Congo","Niger","Somalia","The Gambia","Madagascar","Angola","Comoros"],"frame_perspective":[],"analysis_type":["economic modeling","policy simulation","human development assessment"]},{"id":"cliinstca-000406","url":"https://climateinsightsdirectory.org/document/cliinstca-000406","title":"ELECTRICITY AFFORDABILITY AND EQUITY IN CANADA’S ENERGY TRANSITION","publisher":{"name":"Canadian Climate Institute","organization":"canadian-climate-institute"},"document_type":"research paper","language":"en","date_published":null,"source_url":"https://climateinstitute.ca/wp-content/uploads/2022/09/Electricity-and-equity-canadas-energy-transition.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report finds that while electrification will increase electricity use, total energy spending for Canadian households is expected to decline. However, the costs of expanding electricity infrastructure may fall regressively, disproportionately impacting lower-income households. The authors analyze rate-design changes and government funding mechanisms as tools to improve equity, concluding that means-tested fixed charges and progressive tax-based funding can insulate vulnerable populations from rising costs.","ai_generated":true,"unit":"cliinstca-000406#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Aligning Canada's electricity systems with net zero emissions will increase electricity use, but total energy spending (including electricity, natural gas, gasoline, and heating oil) is expected to decline due to the higher efficiency of electric vehicles and heat pumps.","ai_generated":true,"unit":"cliinstca-000406#insight-1","date_modified":"2026-10-23"},{"text":"Electricity costs are currently borne regressively in Canada, with lower-income households spending a higher proportion of their income and total expenditure on electricity than higher-income households.","ai_generated":true,"unit":"cliinstca-000406#insight-2","date_modified":"2026-10-23"},{"text":"Provinces currently reliant on fossil fuels for electricity generation—specifically Alberta, Saskatchewan, Ontario, and the Atlantic provinces—face the highest risk of increasing volumetric rates and electricity expenditures due to the greater scale of required system investments.","ai_generated":true,"unit":"cliinstca-000406#insight-3","date_modified":"2026-10-23"},{"text":"Under a status quo funding approach, the transition to net zero is likely to increase electricity expenditures for lower-income households relatively more than for higher-income households, potentially exacerbating existing equity issues.","ai_generated":true,"unit":"cliinstca-000406#insight-4","date_modified":"2026-10-23"},{"text":"Implementing a uniform fixed charge for transmission and distribution costs, while improving efficiency and price signals for electrification, is regressive and increases the financial burden on low-income ratepayers.","ai_generated":true,"unit":"cliinstca-000406#insight-5","date_modified":"2026-10-23"},{"text":"Means-testing fixed charges based on the progressivity of the federal personal income tax system is the most effective rate-design policy for reducing total costs for lower-income households.","ai_generated":true,"unit":"cliinstca-000406#insight-6","date_modified":"2026-10-23"},{"text":"Government funding of 50% of net zero system investments through progressive income taxes reduces the cost burden on lower-income households compared to the status quo, though it has a more limited effect on overall progressivity than means-tested rate designs.","ai_generated":true,"unit":"cliinstca-000406#insight-7","date_modified":"2026-10-23"},{"text":"Federal funding of electricity system investments provides an additional layer of equity by shifting costs from high-emission provinces with high investment needs to lower-emission provinces.","ai_generated":true,"unit":"cliinstca-000406#insight-8","date_modified":"2026-10-23"}],"climate_tags":["carbon neutrality","electrification","electricity price","energy access","energy poverty","climate finance","renewable energy","hydroelectricity"],"geography_discussed":["Alberta","Saskatchewan","Ontario","British Columbia","Manitoba","Quebec","Newfoundland and Labrador","New Brunswick","Nova Scotia","Prince Edward Island"],"frame_perspective":[],"analysis_type":["distributional analysis","policy simulation","economic modelling"]},{"id":"prio-001251","url":"https://climateinsightsdirectory.org/document/prio-001251","title":"Breaking the Conflict Trap","publisher":{"name":"Peace Research Institute Oslo","organization":"peace-research-institute-oslo"},"document_type":"report","language":"en","date_published":null,"source_url":"https://cdn.cloud.prio.org/files/2cb455f1-97a5-4e8f-a02d-4710a052c40b/Breaking the Conflict Trap.pdf?inline=true","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report argues that civil war is 'development in reverse,' creating a 'conflict trap' where poverty and institutional failure increase the risk of war, and war further degrades development. It identifies three rings of adverse effects: internal civilian suffering, regional spillovers (such as arms races and disease), and global costs (including drug trafficking and terrorism). The authors find that civil war is increasingly concentrated in 'marginalized' low-income countries and those in the conflict trap. To combat this, the report proposes a policy package including improved aid timing, transparent natural resource governance, and coordinated military-development sequencing in postconflict decades.","ai_generated":true,"unit":"prio-001251#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Civil war causes severe internal economic damage, typically reducing per capita income by around 15 percent after a seven-year conflict, which leads to an approximately 30 percent increase in absolute poverty.","ai_generated":true,"unit":"prio-001251#insight-1","date_modified":"2026-10-23"},{"text":"The costs of civil war extend beyond the combatants in three ripples: internal displacement and mortality of noncombatants, regional economic decline and disease in neighboring countries, and global issues like hard drug production and international terrorism.","ai_generated":true,"unit":"prio-001251#insight-2","date_modified":"2026-10-23"},{"text":"Civil wars have significant regional health spillovers, specifically regarding malaria; for every 1,000 refugees from tropical countries with civil war, asylum countries see approximately 1,406 new cases of malaria.","ai_generated":true,"unit":"prio-001251#insight-3","date_modified":"2026-10-23"},{"text":"The global production of hard drugs is heavily concentrated in conflict zones, with 95 percent of global opium production occurring in countries with civil wars.","ai_generated":true,"unit":"prio-001251#insight-4","date_modified":"2026-10-23"},{"text":"Economic characteristics are stronger predictors of civil war than ethnic or religious hatreds; countries with low, stagnant, and unequally distributed incomes that depend on primary commodity exports face the highest risks.","ai_generated":true,"unit":"prio-001251#insight-5","date_modified":"2026-10-23"},{"text":"Ethnic diversity generally reduces the risk of civil war, but 'ethnic dominance'—where one group makes up 45 to 90 percent of the population—increases the risk of rebellion by approximately 50 percent.","ai_generated":true,"unit":"prio-001251#insight-6","date_modified":"2026-10-23"},{"text":"Natural resource wealth, particularly oil, increases the risk of secessionist rebellions as local populations may seek to capture the rents of the resource.","ai_generated":true,"unit":"prio-001251#insight-7","date_modified":"2026-10-23"},{"text":"Countries often fall into a 'conflict trap' where a previous war significantly increases the risk of future conflict; a country that has had a war faces a 44 percent risk of returning to conflict within five years.","ai_generated":true,"unit":"prio-001251#insight-8","date_modified":"2026-10-23"},{"text":"The global incidence of civil war is diverging: 'successful developers' (middle-income or fast-growing low-income countries) are seeing risks decline, while 'marginalized' low-income countries face rising risks due to economic decline.","ai_generated":true,"unit":"prio-001251#insight-9","date_modified":"2026-10-23"},{"text":"High military spending in postconflict situations is counterproductive and increases the risk of a return to war, potentially signaling a government's lack of commitment to peace.","ai_generated":true,"unit":"prio-001251#insight-10","date_modified":"2026-10-23"},{"text":"International aid is most effective at raising growth in postconflict countries during the middle four to five years of the first postconflict decade, yet current aid patterns typically peak early and taper off too quickly.","ai_generated":true,"unit":"prio-001251#insight-11","date_modified":"2026-10-23"},{"text":"The Kimberley process is cited as a successful example of international collective action to reduce rebel financing by regulating the rough diamond trade.","ai_generated":true,"unit":"prio-001251#insight-12","date_modified":"2026-10-23"},{"text":"A comprehensive policy package—including faster growth for marginalized countries, shortening conflict duration, and halving postconflict relapse risks—could reduce the global incidence of civil war by more than half.","ai_generated":true,"unit":"prio-001251#insight-13","date_modified":"2026-10-23"}],"climate_tags":["economic development","public health"],"geography_discussed":["sub-Saharan Africa","Afghanistan","Angola","Botswana","Sierra Leone","Colombia","Indonesia","Chad","Cambodia","Uganda","Liberia","Sudan","Eritrea","Nigeria"],"frame_perspective":[],"analysis_type":["econometric analysis","policy simulation","case study"]}]}