{"query_echo":{"q":"","filters":{"analysis_type":["Economic Modeling"]},"warnings":[]},"total":{"value":283,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=Economic+Modeling&page=1","next":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=Economic+Modeling&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":"wwf-000944","url":"https://climateinsightsdirectory.org/document/wwf-000944","title":"Economic Analysis of a U.S. National Extended Producer Responsibility Framework","publisher":{"name":"WWF International","organization":"wwf-international"},"document_type":"report","language":"en","date_published":"2026-09","source_url":"https://www.worldwildlife.org/documents/2637/Economics_of_US_Federal_EPR_Final_9_ciqwOzU.10.26.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report models a hypothetical national EPR framework in the U.S. to evaluate the economic benefits of harmonization over fragmented state-level policies. Key findings indicate that such a framework could reduce municipal waste management costs by 49%–53%, generate $111 billion in economic value added over 10 years, and significantly lower producer compliance costs. The analysis also highlights job creation in recycling infrastructure and innovation, particularly in the food and beverage sector, and examines the potential for improved domestic rPET markets and rural recycling access.","ai_generated":true,"unit":"wwf-000944#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"A harmonized national EPR framework could significantly reduce waste management costs for local governments in both urban and rural areas, providing them with greater fiscal flexibility.","ai_generated":true,"unit":"wwf-000944#insight-1","date_modified":"2026-10-23"},{"text":"National EPR-related investments in recycling infrastructure, operations, and education are projected to contribute $111 billion in economic value added and $9.5 billion in state and local tax revenue over a 10-year period.","ai_generated":true,"unit":"wwf-000944#insight-2","date_modified":"2026-10-23"},{"text":"Harmonization reduces the administrative burden on producers; complying with 50 unique state policies would cost an average producer approximately $8.3 million annually, compared to $4.3 million under a single uniformly defined policy.","ai_generated":true,"unit":"wwf-000944#insight-3","date_modified":"2026-10-23"},{"text":"EPR implementation is expected to support substantial employment, including 275,500 job-years over five years during infrastructure investment and 36,200 steady-state operational jobs for collection, sorting, and processing.","ai_generated":true,"unit":"wwf-000944#insight-4","date_modified":"2026-10-23"},{"text":"In the food and beverage sector, EPR-driven packaging innovation is estimated to support 79,900 job-years annually, involving materials science, engineering, and design roles.","ai_generated":true,"unit":"wwf-000944#insight-5","date_modified":"2026-10-23"},{"text":"EPR could stabilize the domestic rPET market by increasing PET bottle recycling rates by 30 percentage points, potentially doubling collection and reducing reliance on imports.","ai_generated":true,"unit":"wwf-000944#insight-6","date_modified":"2026-10-23"},{"text":"Reuse systems can create economic value through service-based models, with 71% of surveyed sports and entertainment venues reporting measurable cost reductions using reusable models.","ai_generated":true,"unit":"wwf-000944#insight-7","date_modified":"2026-10-23"},{"text":"State-level case studies show varying impacts based on local conditions: Texas could see $1.1 billion in annual economic contribution, while Colorado could generate $205 million in annual economic activity under the modeled framework.","ai_generated":true,"unit":"wwf-000944#insight-8","date_modified":"2026-10-23"}],"climate_tags":["circular economy","waste management","plastic pollution"],"geography_discussed":["World","Colorado","Georgia","Virginia","Texas","West Virginia","Thornton","Miami County","Germany","France","Italy","Portugal","Spain","British Columbia","South Korea"],"frame_perspective":[],"analysis_type":["economic modeling","case study","policy analysis"]},{"id":"eninnova-000009","url":"https://climateinsightsdirectory.org/document/eninnova-000009","title":"Infographics: The Economic, Consumer Cost, and Pollution Impacts of Recent Federal Energy Policy Changes","publisher":{"name":"Energy Innovation","organization":"energy-innovation"},"document_type":"report","language":"en","date_published":"2026-07-07","source_url":"https://energyinnovation.org/multimedia/infographics-the-economic-consumer-cost-and-pollution-impacts-of-recent-federal-energy-policy-changes/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The report uses Energy Policy Simulator modeling to analyze seven major federal policy shifts occurring between January 2025 and May 2026. The findings indicate that these changes will lead to increased energy costs, diminished public health outcomes, constraints on new power generation, and greater financial pressure on utilities and households through 2040.","ai_generated":true,"unit":"eninnova-000009#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Modeling from the Energy Policy Simulator indicates that federal policy changes between January 2025 and May 2026 will result in higher energy costs, poorer public health outcomes, restrictions on new power generation, and increased financial strain on utility and household budgets through 2040.","ai_generated":true,"unit":"eninnova-000009#insight-1","date_modified":"2026-10-23"},{"text":"The analysis evaluates the effects of seven primary policy shifts on the energy system, businesses, and families.","ai_generated":true,"unit":"eninnova-000009#insight-2","date_modified":"2026-10-23"}],"climate_tags":["energy price","economic growth","air pollution","employment","Power system reliability"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["impact assessment","economic modeling"]},{"id":"eninnova-000021","url":"https://climateinsightsdirectory.org/document/eninnova-000021","title":"Economic Consumer Cost and Pollution Impacts of Federal Energy Policy Changes","publisher":{"name":"Energy Innovation","organization":"energy-innovation"},"document_type":"report","language":"en","date_published":"2026-07-07","source_url":"https://energyinnovation.org/report/economic-consumer-cost-and-pollution-impacts-of-federal-energy-policy-changes/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The report models the effects of several federal policy reversals—including the One Big Beautiful Bill Act (OBBBA), the repeal of EPA greenhouse gas and tailpipe emissions standards, and the cancellation of the Solar for All grant program—predicting significant economic losses and increased consumer costs. Key findings include a projected $650 billion increase in household energy payments, a cumulative GDP loss of $2.3 trillion, and the loss of 820,000 jobs per year on average over the next decade. The analysis also forecasts a 26 percent increase in gasoline prices by 2040 and $43 billion in additional healthcare costs due to worsening air pollution. To mitigate these impacts, the report suggests state-level actions such as accelerating wind and solar procurement, removing permitting barriers, and supporting electric transportation and building efficiency.","ai_generated":true,"unit":"eninnova-000021#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Federal policy changes are projected to increase household energy expenditures by $650 billion, with average annual costs per household reaching $460 in 2035 and $490 in 2040.","ai_generated":true,"unit":"eninnova-000021#insight-1","date_modified":"2026-10-23"},{"text":"The U.S. economy is expected to suffer a cumulative GDP loss of $2.3 trillion, with annual losses of $150 billion in 2030, peaking at $250 billion in 2032, and falling to $120 billion by 2040.","ai_generated":true,"unit":"eninnova-000021#insight-2","date_modified":"2026-10-23"},{"text":"The combination of the One Big Beautiful Bill Act (OBBBA) and reduced federal support for innovation is projected to result in an average annual loss of 820,000 jobs over the next decade, following an initial loss of 144,000 clean energy jobs over 18 months.","ai_generated":true,"unit":"eninnova-000021#insight-3","date_modified":"2026-10-23"},{"text":"Gasoline prices are forecasted to rise by 14 percent in 2035 and 26 percent in 2040 due to the removal of policies driving transportation innovation and efficiency.","ai_generated":true,"unit":"eninnova-000021#insight-4","date_modified":"2026-10-23"},{"text":"Worsening local air pollution is expected to increase healthcare costs by $43 billion, with annual increases of $4 billion in 2035 and $4.5 billion in 2040.","ai_generated":true,"unit":"eninnova-000021#insight-5","date_modified":"2026-10-23"}],"climate_tags":["sustainable energy","emission standard","offshore wind power","solar energy","electric vehicle","energy efficiency","electrification","air pollution","climate finance"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["economic modeling","impact assessment"]},{"id":"eninnova-000160","url":"https://climateinsightsdirectory.org/document/eninnova-000160","title":"The Economic, Consumer Cost, and Pollution Impacts of Recent Federal Energy Policy Changes","publisher":{"name":"Energy Innovation","organization":"energy-innovation"},"document_type":"report","language":"en","date_published":"2026-07","source_url":"https://energyinnovation.org/wp-content/uploads/The-Economic-Consumer-Cost-and-Pollution-Impacts-of-Federal-Energy-Policy-Changes.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The analysis finds that recent federal policy shifts—including the One Big Beautiful Bill Act (OBBBA) and the repeal of various EPA standards—will lead to higher energy costs for households, significant GDP and job losses, and increased healthcare spending due to worsening air pollution. While a temporary boom in renewables is expected due to safe-harbor tax credit rules through 2030, the report forecasts a sharp contraction in clean energy capacity and a continued reliance on coal power after 2031.","ai_generated":true,"unit":"eninnova-000160#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Federal policy changes are projected to increase household energy spending by $460 per household in 2035 and $490 in 2040, totaling a cumulative increase of $4,500 from 2026 to 2040.","ai_generated":true,"unit":"eninnova-000160#insight-1","date_modified":"2026-10-23"},{"text":"The U.S. economy is expected to suffer a cumulative GDP loss of $2.3 trillion between 2026 and 2040, with net annual losses peaking at $250 billion in 2032.","ai_generated":true,"unit":"eninnova-000160#insight-2","date_modified":"2026-10-23"},{"text":"Labor market impacts include an average loss of 820,000 jobs per year over the next decade, with peak losses reaching 1.3 million jobs in 2032, primarily in the manufacturing sector.","ai_generated":true,"unit":"eninnova-000160#insight-3","date_modified":"2026-10-23"},{"text":"The repeal of transportation electrification policies is forecast to increase gasoline prices by 37¢/gallon in 2035 and 64¢/gallon in 2040 (in 2025 USD) due to higher demand.","ai_generated":true,"unit":"eninnova-000160#insight-4","date_modified":"2026-10-23"},{"text":"Worsening local air pollution from increased fossil fuel use is projected to raise direct healthcare costs by $43 billion from 2026 to 2040, with annual costs reaching $4.5 billion by 2040.","ai_generated":true,"unit":"eninnova-000160#insight-5","date_modified":"2026-10-23"},{"text":"Clean energy capacity will see a temporary surge through 2030 due to safe-harbor tax credits, but will contract significantly after 2031, adding 68 GW less annual new capacity than previous forecasts.","ai_generated":true,"unit":"eninnova-000160#insight-6","date_modified":"2026-10-23"},{"text":"Changes to EPA rules and the termination of tax credits are expected to keep expensive coal generation online longer, with approximately 100 GW of coal online in 2035 compared to previous forecasts of under 20 GW.","ai_generated":true,"unit":"eninnova-000160#insight-7","date_modified":"2026-10-23"},{"text":"Hydrogen policy shifts, including the shortening of the 45V tax credit timeline and the cancellation of the ARCHES and Pacific Northwest Hubs, have shifted production toward 'blue' hydrogen (natural gas with CCS) and away from 'green' electrolytic hydrogen.","ai_generated":true,"unit":"eninnova-000160#insight-8","date_modified":"2026-10-23"}],"climate_tags":["sustainable energy","wind power","solar energy","electric vehicle","green hydrogen","blue hydrogen","carbon capture and storage","coal-fired power station","natural gas","energy efficiency","tax credit","air pollution","Power system reliability"],"geography_discussed":["California","European Union"],"frame_perspective":[],"analysis_type":["economic modeling","policy impact assessment","public health analysis"]},{"id":"issafri-000031","url":"https://climateinsightsdirectory.org/document/issafri-000031","title":"Zambia Development Futures","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-06-15","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=ZM&topic=sectoral-scenarios","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report projects that Zambia's GDP per capita will rise to US$5,467 by 2043 under the Current Path, though extreme poverty remains high at 67.3%. It identifies the African Continental Free Trade Area (AfCFTA) and 'leapfrogging' through renewable energy and ICT as the most impactful drivers for economic growth. While carbon emissions are forecast to peak in 2036 and then decline due to increased hydroelectricity, the report highlights critical vulnerabilities in food security, secondary education, and rural electricity access.","ai_generated":true,"unit":"issafri-000031#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the Current Path forecast, Zambia's GDP per capita is expected to reach US$5,467 by 2043, representing a 35% increase from the 2019 value of US$4,036.","ai_generated":true,"unit":"issafri-000031#insight-1","date_modified":"2026-10-23"},{"text":"Extreme poverty in Zambia is projected to remain severe; using the US$3.20 poverty line, the rate is forecast to decrease only modestly from 74.4% in 2019 to 67.3% by 2043 under the Current Path.","ai_generated":true,"unit":"issafri-000031#insight-2","date_modified":"2026-10-23"},{"text":"The Free Trade scenario, based on the African Continental Free Trade Area (AfCFTA), is the most significant driver of economic growth, potentially increasing 2043 GDP per capita to US$6,204, which is nearly 14% above the Current Path.","ai_generated":true,"unit":"issafri-000031#insight-3","date_modified":"2026-10-23"},{"text":"Zambia's energy production is heavily reliant on hydropower, which provided 90% of the 24.2 MBOE produced in 2019. Total energy production is forecast to grow to 91.5 MBOE by 2043.","ai_generated":true,"unit":"issafri-000031#insight-4","date_modified":"2026-10-23"},{"text":"Carbon emissions are expected to peak at 4.4 million tons in 2036 and then fall to 2.5 million tons by 2043, driven by a reduction in coal dependency and increased hydroelectricity capacity.","ai_generated":true,"unit":"issafri-000031#insight-5","date_modified":"2026-10-23"},{"text":"Zambia faces significant food insecurity; the Current Path forecast indicates that by 2043, crop demand will exceed supply by 7.2 million metric tons.","ai_generated":true,"unit":"issafri-000031#insight-6","date_modified":"2026-10-23"},{"text":"Electricity access is critically low in rural areas, where it was below 10% in 2019 and is only forecast to reach 22.2% by 2043 under the Current Path.","ai_generated":true,"unit":"issafri-000031#insight-7","date_modified":"2026-10-23"},{"text":"The education system shows a stark divide between primary and secondary levels; in 2019, lower and upper secondary enrolment rates were 11 and 14 percentage points below the average for lower middle-income African countries.","ai_generated":true,"unit":"issafri-000031#insight-8","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario, integrating 11 sectoral improvements, could increase 2043 GDP per capita to US$8,244 (a 51% increase over the Current Path) and lift an additional 9.4 million people out of extreme poverty.","ai_generated":true,"unit":"issafri-000031#insight-9","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","hydropower","renewable energy","climate change","energy transition","food insecurity"],"geography_discussed":["Africa","Tanzania"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis","economic modeling"]},{"id":"issafri-000071","url":"https://climateinsightsdirectory.org/document/issafri-000071","title":"Namibia Development Futures","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-06-15","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=NA","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report projects Namibia's economic and social future to 2043. While GDP per capita is expected to rise on the Current Path, the country faces persistent extreme poverty and food insecurity. Sectoral scenarios suggest that manufacturing, free trade, and agriculture offer the highest potential for economic growth, while a combined 'Agenda 2063' approach could significantly lift millions out of poverty, albeit at the cost of increased carbon emissions.","ai_generated":true,"unit":"issafri-000071#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"On the Current Path forecast, Namibia's GDP per capita is projected to increase from US$6,227 in 2019 to US$15,293 by 2043, while the informal sector's contribution to GDP is expected to decline from 17% to 14.5% in the same period.","ai_generated":true,"unit":"issafri-000071#insight-1","date_modified":"2026-10-23"},{"text":"Despite economic growth, extreme poverty (defined as living on less than US$5.50 per day) is projected to remain high, declining from 65.8% of the population in 2019 to 47% by 2043 on the Current Path.","ai_generated":true,"unit":"issafri-000071#insight-2","date_modified":"2026-10-23"},{"text":"Namibia faces a significant risk of future food insecurity; by 2043, agricultural demand is projected to surpass domestic production by 1.25 million metric tons, representing a 51.4% shortfall.","ai_generated":true,"unit":"issafri-000071#insight-3","date_modified":"2026-10-23"},{"text":"Carbon emissions are projected to increase from 1.3 million tons in 2019 to 3.2 million tons by 2043 on the Current Path, with the Manufacturing/Transfers scenario resulting in the highest emissions at 3.5 million tons.","ai_generated":true,"unit":"issafri-000071#insight-4","date_modified":"2026-10-23"},{"text":"The Manufacturing/Transfers scenario is identified as the most impactful single sector for economic growth, potentially increasing GDP per capita by 8.8% (US$1,351) over the Current Path and reducing the extreme poverty rate to 41.2%.","ai_generated":true,"unit":"issafri-000071#insight-5","date_modified":"2026-10-23"},{"text":"The Free Trade scenario, based on the full implementation of the AfCFTA by 2034, could raise GDP per capita to US$16,361 (7% above the Current Path) and reduce extreme poverty to 44.3% by 2043.","ai_generated":true,"unit":"issafri-000071#insight-6","date_modified":"2026-10-23"},{"text":"The Leapfrogging scenario focuses on technology and energy, projecting that 88.1% of the population will have electricity access by 2043, compared to 78.1% on the Current Path.","ai_generated":true,"unit":"issafri-000071#insight-7","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario, integrating all 11 sectoral improvements, projects a significant increase in GDP per capita to US$23,262 (a 52.1% increase over the Current Path) and a reduction in extreme poverty to 28.7% of the population.","ai_generated":true,"unit":"issafri-000071#insight-8","date_modified":"2026-10-23"},{"text":"Under the Combined Agenda 2063 scenario, the total size of the economy is expected to grow by an additional 66.8% compared to the Current Path, reaching US$69.2 billion by 2043.","ai_generated":true,"unit":"issafri-000071#insight-9","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","renewable energy","green hydrogen","energy transition","solar energy","hydropower","climate change","food security","agriculture"],"geography_discussed":["South Africa","Angola","Botswana","Europe"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis","economic modeling"]},{"id":"issafri-000077","url":"https://climateinsightsdirectory.org/document/issafri-000077","title":"NAMIBIA DEVELOPMENT FUTURES","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-06-15","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=NA&topic=combined-agenda-2063","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report projects that Namibia's GDP per capita will increase from US$10,419 in 2019 to US$23,261 by 2043 under the Combined Agenda 2063 scenario, a 152% increase. This scenario is expected to lift an additional 700,000 people out of poverty compared to the Current Path. While the service, manufacturing, and ICT sectors are identified as the largest GDP contributors, the report notes that this economic growth will lead to a 267% increase in carbon emissions from 2019 levels, reaching 4.4 million tons by 2043.","ai_generated":true,"unit":"issafri-000077#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the Combined Agenda 2063 scenario, Namibia's GDP per capita is projected to rise from US$10,419 in 2019 to US$23,261 in 2043, which is 52.1% higher than the Current Path forecast of US$15,293 for the same year.","ai_generated":true,"unit":"issafri-000077#insight-1","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario is projected to significantly reduce poverty in Namibia, with 1.09 million people (28.7% of the population) living in extreme poverty by 2043, lifting 700,000 more people out of poverty than the Current Path forecast.","ai_generated":true,"unit":"issafri-000077#insight-2","date_modified":"2026-10-23"},{"text":"The service, manufacturing, and ICT sectors are expected to be the largest contributors to GDP. By 2043, the service sector is projected to add US$22.5 billion to GDP, while manufacturing and ICT will add US$2.2 billion and US$1.9 billion respectively, though their percentage contributions to GDP will be lower than the Current Path forecast.","ai_generated":true,"unit":"issafri-000077#insight-3","date_modified":"2026-10-23"},{"text":"Economic growth under the Combined Agenda 2063 scenario is projected to increase carbon emissions to 4.4 million tons by 2043, a 267% increase from 1.2 million tons in 2019 and 38% higher than the Current Path estimate of 3.2 million tons.","ai_generated":true,"unit":"issafri-000077#insight-4","date_modified":"2026-10-23"},{"text":"The sectors identified as most critical for unlocking rapid economic growth in the next two decades are manufacturing/transfers, free trade, agriculture, and leapfrogging, while demographics and infrastructure are projected to have the least impact on GDP per capita.","ai_generated":true,"unit":"issafri-000077#insight-5","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","renewable energy","energy transition","agriculture","industrial manufacturing","poverty reduction"],"geography_discussed":["Africa"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis","economic modeling"]},{"id":"issafri-000179","url":"https://climateinsightsdirectory.org/document/issafri-000179","title":"São Tomé and Príncipe Development Futures","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-06-15","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=ST&topic=current-path","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report projects that São Tomé and Príncipe will see population growth to 351,000 and a GDP per capita increase to US$4,910 by 2043 under its Current Path. While the nation remains a low carbon emitter, it faces systemic poverty and food insecurity. The 'Combined Agenda 2063' scenario, integrating improvements in trade, manufacturing, and infrastructure, could significantly boost GDP per capita to US$7,082 and reduce the poverty rate to 39.8%, though this growth would increase carbon emissions to 130,000 tons.","ai_generated":true,"unit":"issafri-000179#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the Current Path forecast, São Tomé and Príncipe's population is expected to grow from 218,000 in 2019 to 351,000 by 2043, with urbanisation increasing from 72.7% to 79.4%.","ai_generated":true,"unit":"issafri-000179#insight-1","date_modified":"2026-10-23"},{"text":"The Current Path forecast predicts GDP per capita will rise to US$4,910 by 2043, but the country will continue to struggle with high poverty, with 62% of the population living below the US$3.20 poverty line.","ai_generated":true,"unit":"issafri-000179#insight-2","date_modified":"2026-10-23"},{"text":"São Tomé and Príncipe is projected to remain a low carbon emitter, with emissions increasing from 30,000 tons in 2019 to approximately 100,000 tons by 2043 on the Current Path, primarily driven by the power (62%) and transport (29.3%) industries.","ai_generated":true,"unit":"issafri-000179#insight-3","date_modified":"2026-10-23"},{"text":"The agriculture sector faces significant challenges, including low productivity and a growing gap between demand and domestic production; by 2043, the shortfall is expected to reach 190,000 metric tons.","ai_generated":true,"unit":"issafri-000179#insight-4","date_modified":"2026-10-23"},{"text":"The Leapfrogging scenario would significantly improve energy and digital access, increasing electricity access to 91.5% of the population and mobile broadband subscriptions to 152.3 per 100 people by 2043.","ai_generated":true,"unit":"issafri-000179#insight-5","date_modified":"2026-10-23"},{"text":"The Free Trade scenario, based on the implementation of the AfCFTA, is identified as the single most impactful sectoral scenario for increasing GDP per capita, adding US$701 over the Current Path by 2043.","ai_generated":true,"unit":"issafri-000179#insight-6","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario projects aggressive economic growth, with GDP reaching US$1.5 billion and GDP per capita rising to US$7,082 by 2043, while reducing the number of people in extreme poverty to 130,000 (39.8% of the population).","ai_generated":true,"unit":"issafri-000179#insight-7","date_modified":"2026-10-23"},{"text":"While the Combined Agenda 2063 scenario maximizes economic gains, it also results in the highest environmental cost, with carbon emissions projected to reach 130,000 tons by 2043.","ai_generated":true,"unit":"issafri-000179#insight-8","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","energy transition","renewable energy","bioenergy","hydropower","solar energy","climate change"],"geography_discussed":["Africa","Gabon","Equatorial Guinea"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis","economic modeling"]},{"id":"issafri-000237","url":"https://climateinsightsdirectory.org/document/issafri-000237","title":"Seychelles Development Futures","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-06-15","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=SC&topic=current-path","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report projects that Seychelles' GDP per capita will rise to US$33,409 by 2043 under the Current Path, though poverty remains high at 49.7%. While the economy is dominated by services and tourism, it faces food insecurity and an ageing population. Sectoral interventions in free trade and manufacturing offer the highest potential for GDP growth, while a 'Leapfrogging' scenario is the only one to reduce carbon emissions. The Combined Agenda 2063 scenario could increase GDP per capita to US$42,695 and reduce extreme poverty to 40.44%, albeit with a rise in carbon emissions to 241,380 tons.","ai_generated":true,"unit":"issafri-000237#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the Current Path forecast, Seychelles' population is expected to grow from 97,500 in 2019 to 103,400 by 2043, with urbanisation increasing from 58.6% to 74% in the same period.","ai_generated":true,"unit":"issafri-000237#insight-1","date_modified":"2026-10-23"},{"text":"The economy is heavily reliant on the service sector, particularly tourism, which contributed 50% of GDP and 70% of foreign exchange earnings in 2019. GDP per capita is projected to increase from US$15,500 in 1990 to US$30,673 in 2019, reaching US$33,409 by 2043 on the Current Path.","ai_generated":true,"unit":"issafri-000237#insight-2","date_modified":"2026-10-23"},{"text":"Despite being a high-income economy, Seychelles faces significant poverty; 48.2% of the population lived below the US$22.70 daily poverty line in 2019, and this is forecast to be 49.7% by 2043 under the Current Path.","ai_generated":true,"unit":"issafri-000237#insight-3","date_modified":"2026-10-23"},{"text":"Energy production is shifting from coal to gas; the share of gas is forecast to increase from 27.3% in 2019 to 42.9% by 2043, while coal is expected to drop from 45.5% to 23.8%. Renewable energy is projected to comprise 5% of production by 2043.","ai_generated":true,"unit":"issafri-000237#insight-4","date_modified":"2026-10-23"},{"text":"Carbon emissions are on a rising trend since 2011 and are projected to reach 218,170 tons by 2043. The Free Trade scenario is expected to cause the highest increase (approximately 6,500 tons more than the Current Path), while the Leapfrogging scenario is the only one that reduces emissions.","ai_generated":true,"unit":"issafri-000237#insight-5","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario, integrating 11 sectoral improvements, could increase GDP per capita to US$42,695 and reduce the number of people living below the poverty line to 42,000 (40.44% of the population) by 2043.","ai_generated":true,"unit":"issafri-000237#insight-6","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","renewable energy","solar energy","wind energy","energy transition","food security","urbanization","climate change"],"geography_discussed":["Africa"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis","economic modeling"]},{"id":"eninnova-000199","url":"https://climateinsightsdirectory.org/document/eninnova-000199","title":"LET THE SUN IN: CLEAN ENERGY IS THE CHEAPEST WAY TO MEET RISING DEMAND","publisher":{"name":"Energy Innovation","organization":"energy-innovation"},"document_type":"report","language":"en","date_published":"2026-06","source_url":"https://energyinnovation.org/wp-content/uploads/Clean-Energy-Is-The-Cheapest-Way-To-Meet-Rising-Demand.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report argues that meeting U.S. electricity demand growth through 2030 with a clean energy portfolio is more affordable and reliable than a fossil-fuel-heavy approach. Modeling shows that a clean energy scenario could save consumers $5.1 billion annually by 2030 and significantly reduce risks associated with volatile fuel prices and extreme weather. The analysis emphasizes the role of solar, wind, battery storage, and demand-side flexibility in reducing system costs and carbon emissions while maintaining grid resilience.","ai_generated":true,"unit":"eninnova-000199#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Meeting U.S. electricity demand growth primarily with fossil fuels is projected to cost $29.7 billion per year by 2030, whereas an accelerated clean energy approach could reduce this cost by 17 percent, saving consumers $5.1 billion annually.","ai_generated":true,"unit":"eninnova-000199#insight-1","date_modified":"2026-10-23"},{"text":"Clean energy provides a hedge against fossil fuel price volatility. In a high-fossil scenario, a price spike in coal and gas would increase electricity costs by $40.5 billion per year; a clean energy pathway would reduce this spike by $8.4 billion, resulting in total savings of $13.5 billion compared to the fossil-heavy plan.","ai_generated":true,"unit":"eninnova-000199#insight-2","date_modified":"2026-10-23"},{"text":"A clean energy strategy remains cost-effective even if demand growth is lower than expected. If only 33 percent of the anticipated demand growth materializes, a clean energy system would still save $2.6 billion per year compared to a high-fossil system.","ai_generated":true,"unit":"eninnova-000199#insight-3","date_modified":"2026-10-23"},{"text":"The U.S. can maintain a reliable and resilient grid while meeting growing demand with clean energy, including under challenging weather conditions. The clean scenario reduces fossil fuel generation by over 32 percent, from 2,949 TWh in the high fossil case to 2,000 TWh.","ai_generated":true,"unit":"eninnova-000199#insight-4","date_modified":"2026-10-23"},{"text":"Demand-side solutions, including energy efficiency and demand flexibility, are critical for reducing costs. In the clean scenario, demand response reduces peak demand by 26 GW and energy efficiency reduces it by 33 GW, with efficiency lowering overall generation by 186 TWh by 2030.","ai_generated":true,"unit":"eninnova-000199#insight-5","date_modified":"2026-10-23"},{"text":"The clean energy pathway significantly reduces environmental and health impacts. It is projected to lower CO2 emissions from 2025 levels by 25 percent by 2030, whereas the high fossil scenario would result in emissions 22 percent higher than 2025 levels.","ai_generated":true,"unit":"eninnova-000199#insight-6","date_modified":"2026-10-23"},{"text":"In the PJM region, which faces extreme demand growth from data centers, a clean energy scenario would involve building 53 GW of solar, 19 GW of wind, 9 GW of batteries, and 2 GW of new gas by 2030, while retiring 26 GW of fossil capacity.","ai_generated":true,"unit":"eninnova-000199#insight-7","date_modified":"2026-10-23"}],"climate_tags":["solar energy","wind power","battery energy storage system","energy efficiency","demand response","fossil fuel","natural gas","coal","carbon dioxide emissions","methane leak","Power system reliability","data center","electric energy consumption","climate finance","virtual power plant"],"geography_discussed":["Texas","PJM","Northern Virginia","Oklahoma"],"frame_perspective":[],"analysis_type":["economic modeling","scenario analysis","sensitivity analysis"]},{"id":"eninnova-000200","url":"https://climateinsightsdirectory.org/document/eninnova-000200","title":"LET THE SUN IN: CLEAN ENERGY IS THE CHEAPEST WAY TO MEET RISING DEMAND","publisher":{"name":"Energy Innovation","organization":"energy-innovation"},"document_type":"report","language":"en","date_published":"2026-06","source_url":"https://energyinnovation.org/wp-content/uploads/Clean-Energy-Is-The-Cheapest-Way-To-Meet-Rising-Demand-Policy-Companion-Report.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report compares two pathways for meeting U.S. electricity demand growth through 2030: one relying on fossil fuels and another on clean energy. It finds that a clean energy scenario reduces the incremental cost of meeting demand by $5.1 billion annually in 2030 and offers greater protection against fuel price volatility. To realize these savings, the authors recommend setting ambitious clean energy targets, updating electricity system planning with market-based assumptions, reducing permitting and interconnection barriers, implementing fuel cost sharing to manage risk, improving grid utilization through technologies like surplus interconnection and high-performance conductors, and harnessing demand-side resources such as virtual power plants and distributed energy technologies.","ai_generated":true,"unit":"eninnova-000200#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Meeting electricity demand growth primarily with fossil fuels is significantly more expensive than a clean energy approach, adding $29.7 billion annually to customer bills by 2030, whereas a clean energy pathway reduces incremental costs by $5.1 billion annually in 2030, representing a 17 percent savings.","ai_generated":true,"unit":"eninnova-000200#insight-1","date_modified":"2026-10-23"},{"text":"Clean energy deployment provides a hedge against volatile fuel prices; in the event of a price spike similar to 2022, a fossil fuel-heavy scenario would increase electricity costs by $40.5 billion per year, while clean energy would reduce this cost by 21 percent, saving $13.5 billion.","ai_generated":true,"unit":"eninnova-000200#insight-2","date_modified":"2026-10-23"},{"text":"Interconnection and permitting remain major barriers to clean energy deployment, with 24 percent of U.S. counties having some form of restriction on solar or wind projects at the end of 2025.","ai_generated":true,"unit":"eninnova-000200#insight-3","date_modified":"2026-10-23"},{"text":"U.S. grid utilization is currently low, with average generator fleet utilization around 50 percent and transmission system utilization in the Western U.S. ranging between 18 and 52 percent even during peak demand.","ai_generated":true,"unit":"eninnova-000200#insight-4","date_modified":"2026-10-23"},{"text":"Advanced transmission technologies can rapidly increase grid capacity; reconductoring with high-performance conductors can be completed in 18-36 months, and dynamic line ratings can be implemented in two-three months.","ai_generated":true,"unit":"eninnova-000200#insight-5","date_modified":"2026-10-23"},{"text":"Distributed energy technologies (DERs) have a potential capacity of 80-160 gigawatts (GW) during peak times by 2030, but their deployment is hindered by high 'soft costs' related to permitting and customer acquisition.","ai_generated":true,"unit":"eninnova-000200#insight-6","date_modified":"2026-10-23"}],"climate_tags":["clean energy","electric energy consumption","fossil fuel","Integrated resource planning","electric power transmission","wide area synchronous grid","virtual power plant"],"geography_discussed":["Colorado","Nevada","New Jersey","New York","Oregon","Texas","New Mexico","Virginia","Indiana","Maryland","Minnesota","United Kingdom","Australia","Germany"],"frame_perspective":[],"analysis_type":["policy analysis","economic modeling"]},{"id":"zca-000129","url":"https://climateinsightsdirectory.org/document/zca-000129","title":"Food security in Europe is structurally exposed to energy markets through synthetic fertiliser","publisher":{"name":"Zero Carbon Analytics","organization":"zero-carbon-analytics"},"document_type":"briefing","language":"en","date_published":"2026-06","source_url":"https://zerocarbon-analytics.org/wp-content/uploads/2026/06/ZCA-Briefing-Food-security-in-Europe-is-structurally-exposed-to-energy-markets-through-synthetic-fertiliser-June2026.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"European agriculture's heavy reliance on synthetic nitrogen fertiliser, produced primarily from natural gas, creates a direct link between energy price shocks and food costs. Analysis of 17 EU member states from 2019-2024 reveals that EUR 16.4 billion was spent on fertiliser that was never taken up by crops, with EUR 6.1 billion spent on the embedded natural gas for that wasted input. Environmental damage from synthetic nitrogen application during this period is estimated at EUR 233.7 billion, dominated by water pollution. The report argues that reducing synthetic nitrogen use by up to 43% through precision management and legume integration could save farmers up to EUR 5.08 billion annually and significantly reduce gas dependency. Modeling shows that the post-Ukraine invasion energy crisis pushed wheat prices up by approximately 22%, establishing a lasting structural link between energy and food prices.","ai_generated":true,"unit":"zca-000129#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"European fertiliser production is acutely sensitive to natural gas prices because the ammonia industry relies almost entirely on natural gas for both feedstock and energy, with gas costs accounting for 60-80% of production costs.","ai_generated":true,"unit":"zca-000129#insight-1","date_modified":"2026-10-23"},{"text":"Between 2019 and 2024, farmers in 17 assessed EU member states spent EUR 16.4 billion on synthetic nitrogen fertiliser that was not absorbed by crops. France, Spain, Poland, and Germany were the highest spenders, representing over half of the total value.","ai_generated":true,"unit":"zca-000129#insight-2","date_modified":"2026-10-23"},{"text":"The natural gas embedded in wasted fertiliser cost EUR 6.1 billion from 2019 to 2024, with costs spiking from EUR 0.4 billion in 2019 to EUR 2.9 billion in 2022 following Russia's invasion of Ukraine.","ai_generated":true,"unit":"zca-000129#insight-3","date_modified":"2026-10-23"},{"text":"Total social and environmental damage costs from synthetic nitrogen application in the EU between 2019 and 2024 reached EUR 233.7 billion. Water pollution (groundwater contamination and surface water loading) caused 79% of these costs, while ammonia emissions contributed roughly 12.5%.","ai_generated":true,"unit":"zca-000129#insight-4","date_modified":"2026-10-23"},{"text":"Implementing input-reduction measures could lower synthetic nitrogen usage by up to 43%, potentially saving farmers up to EUR 5.08 billion annually in fertiliser bills and reducing annual gas costs by between EUR 1.1 billion and EUR 3.9 billion depending on gas prices.","ai_generated":true,"unit":"zca-000129#insight-5","date_modified":"2026-10-23"},{"text":"Energy price shocks transmit directly to food prices; modeling indicates that the energy crisis following the invasion of Ukraine increased wheat prices by approximately 22% beyond what market conditions would have otherwise implied.","ai_generated":true,"unit":"zca-000129#insight-6","date_modified":"2026-10-23"},{"text":"The structural link between energy and food prices has persisted after the initial crisis; in post-crisis windows, gas and urea together explained 50-60% of wheat price variation over a 12-month horizon, compared to 13-14% before 2020.","ai_generated":true,"unit":"zca-000129#insight-7","date_modified":"2026-10-23"}],"climate_tags":["natural gas","food security","water pollution","air pollution","nitrous oxide","precision agriculture","regenerative agriculture","energy transition","Green ammonia"],"geography_discussed":["France","Spain","Poland","Germany","Russia","Ukraine","South Africa","Paraguay","United States","People's Republic of China","Netherlands","United Kingdom"],"frame_perspective":[],"analysis_type":["economic modeling","environmental impact assessment","policy analysis"]},{"id":"issafri-000064","url":"https://climateinsightsdirectory.org/document/issafri-000064","title":"Liberia Development Futures","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-05-31","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=LR&topic=current-path","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report projects that Liberia's population will grow to 8.2 million by 2043, with GDP more than tripling to US$10.8 billion under the Current Path. While extreme poverty is expected to decline from 62.9% in 2019 to 31.9% by 2043, the absolute number of poor people will increase due to population growth. The analysis highlights that agricultural improvements, financial flows, and free trade offer the highest potential for GDP per capita growth, while the Combined Agenda 2063 scenario could potentially lift an additional 2.2 million people out of poverty and double the economy's size to US$21.6 billion, albeit at the cost of higher carbon emissions.","ai_generated":true,"unit":"issafri-000064#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the Current Path forecast, Liberia's population is projected to increase from 4.9 million in 2019 to 8.2 million by 2043, an increase of approximately 67.3%.","ai_generated":true,"unit":"issafri-000064#insight-1","date_modified":"2026-10-23"},{"text":"Liberia's GDP is expected to more than triple from 2019, reaching US$10.8 billion by 2043 in the Current Path scenario.","ai_generated":true,"unit":"issafri-000064#insight-2","date_modified":"2026-10-23"},{"text":"Extreme poverty (living on less than US$1.90 per day) is projected to fall from 62.9% of the population in 2019 to 31.9% by 2043, though the absolute number of poor people will rise from 3.1 million to 2.6 million (note: the document states 2.6 million is 700,000 more than 2019 levels, implying a peak of 4.8 million in 2029).","ai_generated":true,"unit":"issafri-000064#insight-3","date_modified":"2026-10-23"},{"text":"Carbon emissions are forecast to rise from 330,000 tons in 2019 to 1.5 million tons by 2043 under the Current Path, with the Agriculture scenario causing the highest increase to 1.62 million tons.","ai_generated":true,"unit":"issafri-000064#insight-4","date_modified":"2026-10-23"},{"text":"The Agriculture scenario provides the most significant potential for economic gain, contributing an additional US$346.60 to GDP per capita by 2043 and potentially lifting 900,000 additional people out of extreme poverty.","ai_generated":true,"unit":"issafri-000064#insight-5","date_modified":"2026-10-23"},{"text":"Electricity access is projected to improve from 20.9% in 2019 to 63.6% by 2043 in the Infrastructure scenario, significantly reducing the rural-urban gap by increasing rural access to 49.5% compared to 25.7% in the Current Path.","ai_generated":true,"unit":"issafri-000064#insight-6","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario, integrating 11 sectoral interventions, could increase GDP per capita to US$4,358 by 2043 and reduce the number of people in extreme poverty to 368,000 (4.9% of the population).","ai_generated":true,"unit":"issafri-000064#insight-7","date_modified":"2026-10-23"},{"text":"In the Combined Agenda 2063 scenario, the total GDP is projected to reach US$21.6 billion by 2043, more than doubling the Current Path estimate of US$10.8 billion.","ai_generated":true,"unit":"issafri-000064#insight-8","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","renewable energy","hydroelectricity","agriculture","food security","climate change","energy transition"],"geography_discussed":["Africa","Monrovia","Sierra Leone","Guinea","Ivory Coast"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis","economic modeling"]},{"id":"issafri-000112","url":"https://climateinsightsdirectory.org/document/issafri-000112","title":"Mauritius Development Futures","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-05-31","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=MU","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report projects that Mauritius will see steady GDP per capita growth and eliminate extreme poverty at the US$5.50 line by 2036 under its current path. While the country is a low emitter, carbon emissions are expected to rise from 1.3 million tons in 2019 to 1.8 million tons by 2043. The 'Combined scenario'—integrating improvements in trade, manufacturing, and finance—could increase GDP per capita by 18.5% by 2043, though it would also result in an additional 0.3 million tons of carbon emissions compared to the baseline.","ai_generated":true,"unit":"issafri-000112#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the Current Path forecast, Mauritius is expected to eliminate extreme poverty, measured at the US$5.50 poverty line, by 2036.","ai_generated":true,"unit":"issafri-000112#insight-1","date_modified":"2026-10-23"},{"text":"Carbon emissions in Mauritius are projected to increase from 1.3 million tons in 2019 to 1.8 million tons by 2043 under the Current Path forecast.","ai_generated":true,"unit":"issafri-000112#insight-2","date_modified":"2026-10-23"},{"text":"The Free Trade scenario, based on the full implementation of the African Continental Free Trade Area (AfCFTA) by 2034, is the sectoral scenario with the highest potential to increase GDP per capita, adding US$1,010 by 2043 compared to the Current Path.","ai_generated":true,"unit":"issafri-000112#insight-3","date_modified":"2026-10-23"},{"text":"The Combined scenario, which integrates 11 different sectoral improvements, is projected to increase GDP per capita by 18.5% (US$5,380) by 2043 relative to the Current Path.","ai_generated":true,"unit":"issafri-000112#insight-4","date_modified":"2026-10-23"},{"text":"The Combined scenario would lead to an increase in carbon emissions of 0.3 million tons by 2043 compared to the Current Path forecast.","ai_generated":true,"unit":"issafri-000112#insight-5","date_modified":"2026-10-23"},{"text":"Mauritius faces a demographic shift where the proportion of the population aged 65 and above is expected to increase by 10 percentage points by 2043 due to a low total fertility rate of 1.4 births per woman in 2019.","ai_generated":true,"unit":"issafri-000112#insight-6","date_modified":"2026-10-23"},{"text":"The energy sector is characterized by a near total dependence on imports, which accounted for 97% of demand in 2019, with local production relying on hydro and other renewables, primarily bagasse.","ai_generated":true,"unit":"issafri-000112#insight-7","date_modified":"2026-10-23"},{"text":"The Leapfrogging scenario projects that fixed broadband subscriptions will reach the saturation point of 50 per 100 people by 2027, which is eight years earlier than the Current Path forecast.","ai_generated":true,"unit":"issafri-000112#insight-8","date_modified":"2026-10-23"},{"text":"The Manufacturing/Transfers scenario is projected to add US$270 million more to the economy by 2043 compared to the Current Path, while also increasing welfare transfers to unskilled workers to US$0.35 billion by 2043.","ai_generated":true,"unit":"issafri-000112#insight-9","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","renewable energy","hydropower","bioenergy","climate change vulnerability","Sustainable Development Goals"],"geography_discussed":["Africa","Madagascar","Port Louis"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis","economic modeling"]},{"id":"issafri-000040","url":"https://climateinsightsdirectory.org/document/issafri-000040","title":"Benin Development Futures","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-05-28","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=BJ&topic=current-path","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report forecasts Benin's development to 2043, predicting a population increase to 21.2 million and GDP growth to US$66.3 billion under the Current Path. While GDP per capita is expected to rise to US$4,685, absolute poverty is projected to increase to 11 million people. Sectoral scenarios suggest that Free Trade and Leapfrogging have the highest potential for economic growth, while the Combined Agenda 2063 scenario could double the economy to US$117.2 billion but would increase carbon emissions to 10.1 million tons.","ai_generated":true,"unit":"issafri-000040#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the Current Path forecast, Benin's population is projected to grow from 11.9 million in 2019 to 21.2 million by 2043, with urban residents making up 58% of the population by that date.","ai_generated":true,"unit":"issafri-000040#insight-1","date_modified":"2026-10-23"},{"text":"The Current Path forecast predicts GDP will reach US$66.3 billion and GDP per capita will rise to US$4,685 by 2043, though this remains significantly below the projected average for lower middle-income countries in Africa (US$9,142).","ai_generated":true,"unit":"issafri-000040#insight-2","date_modified":"2026-10-23"},{"text":"Despite economic growth, the absolute number of people living below the US$3.20 poverty line is expected to increase from 7.9 million in 2019 to 11 million by 2043 under the Current Path, as population growth outpaces development.","ai_generated":true,"unit":"issafri-000040#insight-3","date_modified":"2026-10-23"},{"text":"Benin's energy sector is heavily dependent on imports, with approximately 85% of electricity sourced from Ghana, Côte d’Ivoire, and Nigeria; domestic production is now exclusively renewable energy, projected to reach 0.5 million BOE by 2043.","ai_generated":true,"unit":"issafri-000040#insight-4","date_modified":"2026-10-23"},{"text":"Carbon emissions are forecast to rise from 2.2 million tons in 2019 to 7 million tons by 2043 on the Current Path, likely driven by population-led biomass use and increased industrial activity.","ai_generated":true,"unit":"issafri-000040#insight-5","date_modified":"2026-10-23"},{"text":"The Agriculture scenario could significantly reduce poverty and increase GDP per capita to US$4,928 by 2043, lifting over one million additional people out of extreme poverty compared to the Current Path.","ai_generated":true,"unit":"issafri-000040#insight-6","date_modified":"2026-10-23"},{"text":"The Leapfrogging scenario focuses on technology and energy, projecting that electricity access would reach 80.9% of the population by 2043, compared to 68.8% in the Current Path.","ai_generated":true,"unit":"issafri-000040#insight-7","date_modified":"2026-10-23"},{"text":"The Free Trade scenario, based on the AfCFTA, is projected to increase GDP per capita to US$5,166 by 2043 and reduce the proportion of poor people to 47.1%, though it would also cause the highest increase in carbon emissions (7.8 million additional tons).","ai_generated":true,"unit":"issafri-000040#insight-8","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario predicts an aggressive economic expansion to a GDP of US$117.2 billion and a reduction in poverty to 6.4 million people (31.8% of the population) by 2043.","ai_generated":true,"unit":"issafri-000040#insight-9","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario would result in the highest environmental cost, with carbon emissions rising to 10.1 million tons by 2043.","ai_generated":true,"unit":"issafri-000040#insight-10","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","renewable energy","energy transition","biomass","climate change","agricultural productivity","food security"],"geography_discussed":["Togo","Nigeria","Burkina Faso","Niger","Ghana","Ivory Coast","Cotonou","Porto-Novo"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis","economic modeling"]},{"id":"issafri-000191","url":"https://climateinsightsdirectory.org/document/issafri-000191","title":"Central African Republic Combined Agenda 2063 scenario","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-05-28","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=CF&topic=combined-agenda-2063","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The document analyzes the potential for the Central African Republic to significantly increase its GDP per capita and reduce extreme poverty through an intersectoral policy push under the Combined Agenda 2063 scenario. While the scenario predicts substantial economic growth, particularly driven by agriculture and the service sector, it also forecasts a significant increase in carbon emissions due to the carbon-intensive nature of this growth.","ai_generated":true,"unit":"issafri-000191#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Combined Agenda 2063 scenario, which integrates 11 sectoral scenarios and a synergistic effect, is projected to increase the Central African Republic's GDP per capita to US$2,702 by 2043, which is approximately 78% higher than the Current Path forecast of US$1,516.","ai_generated":true,"unit":"issafri-000191#insight-1","date_modified":"2026-10-23"},{"text":"Among sectoral interventions, agriculture is expected to have the most significant impact on GDP per capita, adding US$211.5 by 2043. Other major contributors include Financial Flows (US$159.1) and Leapfrogging (US$145), while the synergistic effect of combined scenarios adds another US$204.9.","ai_generated":true,"unit":"issafri-000191#insight-2","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario could significantly reduce extreme poverty by 2043, with 43.2% of the population (3.44 million people) living below the poverty line, compared to 68.3% (5.76 million people) in the Current Path forecast, effectively moving 2.32 million people out of poverty.","ai_generated":true,"unit":"issafri-000191#insight-3","date_modified":"2026-10-23"},{"text":"Economic growth under the Combined Agenda 2063 scenario is projected to be carbon intensive. Carbon emissions are expected to reach 1.2 million tons by 2043, which is 12 times the 2019 level of 100,000 tons and 300,000 tons higher than the Current Path forecast of 0.9 million tons.","ai_generated":true,"unit":"issafri-000191#insight-4","date_modified":"2026-10-23"},{"text":"The service sector is projected to see the largest relative increase in GDP contribution under the Combined Agenda 2063 scenario, adding 3.4 percentage points by 2043 (US$3.9 billion). The manufacturing sector is expected to add US$1.8 billion, and agriculture is projected to contribute US$700 million more than the Current Path forecast.","ai_generated":true,"unit":"issafri-000191#insight-5","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","agriculture","economic growth","poverty reduction","industrial manufacturing"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis","economic modeling"]},{"id":"cliinstca-000054","url":"https://climateinsightsdirectory.org/document/cliinstca-000054","title":"Comment les gouvernements peuvent aider les ménages canadiens à s'électrifier avec de l'énergie propre","publisher":{"name":"Canadian Climate Institute","organization":"canadian-climate-institute"},"document_type":"briefing","language":"fr","date_published":"2026-04-29","source_url":"https://institutclimatique.ca/comment-gouvernements-peuvent-aider-menages-canadiens-electrifier-energie-propre/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The briefing identifies household energy consumption as a source of nearly 20% of Canada's greenhouse gas emissions and proposes a transition from fossil fuels to electricity via electric vehicles (EVs), heat pumps, and efficient appliances. Modeling suggests that by 2050, electricity should cover 73% to 91% of residential heating needs and over 96% of passenger vehicle kilometers. While electrification is generally cost-effective, regional differences exist; for example, natural gas remains cheaper than electric heating in the Prairies under current policies. The document emphasizes that energy efficiency—such as better building insulation—will reduce overall household energy consumption by 26% by 2050 despite population growth. To accelerate this, the author recommends government policies to lower initial costs for low-income households, mandate EV-readiness in multi-unit buildings, and double or triple clean electricity production to meet rising demand.","ai_generated":true,"unit":"cliinstca-000054#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Household energy consumption, including residential heating, cooling, and personal transport, accounts for nearly 20% of Canada's greenhouse gas emissions.","ai_generated":true,"unit":"cliinstca-000054#insight-1","date_modified":"2026-10-23"},{"text":"To reach net-zero by 2050 in the most cost-effective manner, electricity must replace fossil fuels for the vast majority of household energy needs across all regions. Specifically, electricity is projected to cover between 73% and 91% of residential heating needs by 2050.","ai_generated":true,"unit":"cliinstca-000054#insight-2","date_modified":"2026-10-23"},{"text":"The transition to electric mobility is highly consistent across all provinces and territories, with modeling indicating that battery electric vehicles and plug-in hybrids must exceed 96% of total vehicle kilometers traveled by 2050, up from approximately 4% today.","ai_generated":true,"unit":"cliinstca-000054#insight-3","date_modified":"2026-10-23"},{"text":"Energy efficiency gains will allow total household energy consumption to drop by 26% by 2050 compared to current levels, despite a projected 19% increase in the Canadian population.","ai_generated":true,"unit":"cliinstca-000054#insight-4","date_modified":"2026-10-23"},{"text":"Regional economic disparities affect the speed of adoption; while heat pumps provide savings in Atlantic provinces, natural gas remains a cheaper option for households in the Prairies under current policy contexts.","ai_generated":true,"unit":"cliinstca-000054#insight-5","date_modified":"2026-10-23"},{"text":"To support the transition, Canada's clean electricity production will need to double or even triple by 2050 to meet the increased demand.","ai_generated":true,"unit":"cliinstca-000054#insight-6","date_modified":"2026-10-23"}],"climate_tags":["electric vehicle","heat pump","energy efficiency","renewable electricity","greenhouse gas emissions","building insulation","Net-zero emissions","climate policy"],"geography_discussed":["Atlantic Canada","Nova Scotia","New Brunswick","Prince Edward Island","Canadian Prairies","Quebec","Newfoundland and Labrador","British Columbia","Alberta","Saskatchewan","People's Republic of China","Norway","Finland","United States"],"frame_perspective":[],"analysis_type":["economic modeling","policy analysis"]},{"id":"issafri-000059","url":"https://climateinsightsdirectory.org/document/issafri-000059","title":"AFRICA GENDER FUTURES: THEMATIC FUTURES","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-04-21","source_url":"https://futures.issafrica.org/thematic/guide.pdf?thematic=16-gender&topic=01-introduction","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document outlines the persistent gender gap in Africa despite a comprehensive framework of international and regional policies. It highlights the economic costs of gender inequality and establishes the basis for forecasting the impact of reducing these gaps on the continent's development by 2043.","ai_generated":true,"unit":"issafri-000059#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Despite the adoption of numerous international and regional protocols—including the Maputo Protocol and the African Union's Agenda 2063—gender equality remains a distant prospect in Africa. Sub-Saharan Africa is identified as the worst-performing region in the UNDP’s Gender Inequality Index.","ai_generated":true,"unit":"issafri-000059#insight-1","date_modified":"2026-10-23"},{"text":"Current progress toward gender parity is slow and has been hindered by recent shocks like the COVID-19 pandemic. A McKinsey report indicates Africa's overall gender parity is 0.58, suggesting it could take 140 years to achieve full equality at the current rate.","ai_generated":true,"unit":"issafri-000059#insight-2","date_modified":"2026-10-23"},{"text":"Gender inequality imposes significant economic costs on the continent. Between 2010 and 2014, annual economic losses due to gender gaps in sub-Saharan Africa reached US$95 billion, and discriminatory social institutions cost Africa approximately 7.5% of its GDP in 2019.","ai_generated":true,"unit":"issafri-000059#insight-3","date_modified":"2026-10-23"},{"text":"Global social norms regarding gender roles remain stagnant. The UNDP 2023 Gender Social Norms Index report indicates that about 50% of the global population believes men make better political leaders and over 40% believe men make better business leaders.","ai_generated":true,"unit":"issafri-000059#insight-4","date_modified":"2026-10-23"}],"climate_tags":["gender equality","economic growth","human rights"],"geography_discussed":["sub-Saharan Africa","World"],"frame_perspective":[],"analysis_type":["forecasting","economic modeling","policy review"]},{"id":"issafri-000072","url":"https://climateinsightsdirectory.org/document/issafri-000072","title":"The Impact of the Education Scenario","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-04-21","source_url":"https://futures.issafrica.org/thematic/guide.pdf?thematic=06-education&topic=10-impact-of-the-education-scenario","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document analyzes the potential benefits of increased education spending in Africa by 2043. It finds that an 'Education scenario' would significantly boost GDP, reduce extreme poverty, and improve health outcomes, particularly in lower-income regions, while creating a 'human capital dividend' that accelerates economic growth.","ai_generated":true,"unit":"issafri-000072#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Education scenario projects a significant increase in education spending in Africa, rising from US$143.7 billion (4.5% of GDP) in 2019 to US$490.5 billion (5.6% of GDP) by 2043. This investment is expected to yield a high return, making the African economy US$368.4 billion (or 4.3%) larger in 2043 than the Current Path forecast.","ai_generated":true,"unit":"issafri-000072#insight-1","date_modified":"2026-10-23"},{"text":"Mean years of education for adults aged 20–29 are projected to improve across five regions by 2043. Central Africa is expected to see the highest percentage increase at 56.4% (rising from 5.9 to 9.2 years), while North Africa remains the best-performing region despite the lowest improvement rate of approximately 20%.","ai_generated":true,"unit":"issafri-000072#insight-2","date_modified":"2026-10-23"},{"text":"The Education scenario is projected to reduce extreme poverty (defined as US$1.90 per person per day) by over two percentage points across Africa, representing 47 million fewer extremely poor people by 2043 compared to the Current Path. Low- and lower-middle-income countries are expected to benefit most, with reductions of 24.4 million and 22 million people, respectively.","ai_generated":true,"unit":"issafri-000072#insight-3","date_modified":"2026-10-23"},{"text":"Improved education is linked to positive health and demographic outcomes by 2043, including a reduction in infant mortality by an average of 1.8 deaths per 1,000 live births, a decrease in total fertility by 0.121 births per woman, and an increase in life expectancy by approximately five months. These factors would result in a population 12 million people smaller than the Current Path forecast.","ai_generated":true,"unit":"issafri-000072#insight-4","date_modified":"2026-10-23"},{"text":"The economic gains from the Education scenario vary by country income level and specific nation. By 2043, average GDP per capita (PPP) increases are projected at US$149 for low-income Africa, US$283 for lower-middle-income Africa, US$458 for upper-middle-income countries, and US$600 for the Seychelles. Libya and Equatorial Guinea are projected to gain the most (US$1,632 and US$1,190 respectively), while Burundi, Central African Republic, and Sierra Leone gain the least.","ai_generated":true,"unit":"issafri-000072#insight-5","date_modified":"2026-10-23"}],"climate_tags":["economic growth","poverty reduction"],"geography_discussed":["North Africa","Central Africa","East Africa","South America","South Asia","Seychelles","Libya","Equatorial Guinea","Burundi","Central African Republic","Sierra Leone","World"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis","economic modeling"]},{"id":"ucs-000548","url":"https://climateinsightsdirectory.org/document/ucs-000548","title":"Data Center Threats in Louisiana","publisher":{"name":"Union of Concerned Scientists","organization":"union-of-concerned-scientists"},"document_type":"policy brief","language":"en","date_published":"2026-04","source_url":"https://www.ucs.org/sites/default/files/2026-04/Data-Center-Threats-in-Louisiana-issue-brief-4-14.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Union of Concerned Scientists (UCS) warns that Louisiana's current regulatory trajectory could lead to up to $26 billion in electricity system costs and $3 billion in public health damages between 2026 and 2041 due to data center growth. The report highlights a systemic overreliance on fossil gas, which is projected to peak in 2038, and criticizes the Louisiana Public Service Commission (LPSC) for a lack of transparency and inadequate ratepayer protections, specifically citing the 'Lightning Amendment' and the Entergy/Meta project as examples of risky policy. UCS recommends reforming the Integrated Resource Planning (IRP) process, implementing standardized tariffs for data centers, and expanding wind, solar, and grid connectivity to reduce costs and emissions.","ai_generated":true,"unit":"ucs-000548#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Data center growth is projected to cause significant electricity system costs in Louisiana between 2026 and 2041, ranging from $14 billion in a 'Mid Growth' scenario to $26 billion in a 'High Growth' scenario.","ai_generated":true,"unit":"ucs-000548#insight-1","date_modified":"2026-10-23"},{"text":"The expansion of data centers is expected to drive an increase in polluting gas-fired electricity generation, which is projected to peak in 2038 at 53% to 72% above 2026 levels.","ai_generated":true,"unit":"ucs-000548#insight-2","date_modified":"2026-10-23"},{"text":"The electricity generation required to power data centers between 2026 and 2041 is estimated to cause $1.5 billion to $3 billion in cumulative public health costs and $35 billion to $87 billion in cumulative climate damages.","ai_generated":true,"unit":"ucs-000548#insight-3","date_modified":"2026-10-23"},{"text":"The LPSC's 'Lightning Amendment' directive creates a fast-track approval process that may leave ratepayers responsible for up to 75% of new infrastructure costs after initial 15-year contracts expire.","ai_generated":true,"unit":"ucs-000548#insight-4","date_modified":"2026-10-23"},{"text":"The Entergy Louisiana/Meta Platforms project in Richland Parish serves as a cautionary example, with an estimated $3.2 billion in capital costs for gas plants and $550 million for a transmission line, potentially leaving ratepayers to pay half the capital costs if the 15-year contract is not renewed.","ai_generated":true,"unit":"ucs-000548#insight-5","date_modified":"2026-10-23"},{"text":"Louisiana's current Integrated Resource Planning (IRP) process is criticized for lacking transparency and accountability, with the LPSC often approving utility proposals despite objections from staff and stakeholders.","ai_generated":true,"unit":"ucs-000548#insight-6","date_modified":"2026-10-23"},{"text":"A counterfactual analysis shows that if the federal Inflation Reduction Act (IRA) tax incentives had remained in place instead of being rolled back by the 2025 One Big Beautiful Bill Act (OBBBA), gas generation would have fallen by nearly half by 2041, and wind and solar would have reached a 53% generation share.","ai_generated":true,"unit":"ucs-000548#insight-7","date_modified":"2026-10-23"},{"text":"Louisiana has significant untapped potential for wind and solar energy, which, combined with battery storage and improved grid connectivity to MISO and SPP, could provide a more affordable and reliable electricity supply.","ai_generated":true,"unit":"ucs-000548#insight-8","date_modified":"2026-10-23"}],"climate_tags":["data center","natural gas","renewable energy","solar energy","wind power","Integrated resource planning","carbon dioxide emissions","methane emissions","electric power transmission","energy efficiency","battery energy storage system","energy justice","Inflation Reduction Act of 2022"],"geography_discussed":["Richland Parish","New Orleans","Baton Rouge","World"],"frame_perspective":[],"analysis_type":["economic modeling","policy analysis","public health assessment"]}]}