{"query_echo":{"q":"","filters":{"climate_tags":["infrastructure"]},"warnings":[]},"total":{"value":230,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?climate_tags=infrastructure","next":"https://climateinsightsdirectory.org/api/v1/search?climate_tags=infrastructure&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":"cliinstca-000162","url":"https://climateinsightsdirectory.org/document/cliinstca-000162","title":"Résilience climatique : qui est laissé pour compte ?","publisher":{"name":"Canadian Climate Institute","organization":"canadian-climate-institute"},"document_type":"statement","language":"fr","date_published":"2026-07-27","source_url":"https://institutclimatique.ca/resilience-climatique-qui-est-laisse-pour-compte/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The author contends that climate change amplifies existing inequalities, making it critical for Canadian adaptation plans to move beyond infrastructure and focus on people. By integrating accessibility and reconciliation into the design of emergency responses and infrastructure, the author argues that governments can create a safer environment for all citizens, particularly the elderly, people with disabilities, and Indigenous communities.","ai_generated":true,"unit":"cliinstca-000162#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Climate change does not create new inequalities but instead exposes and amplifies existing social and systemic disparities within communities, affecting people differently based on mobility, age, and socio-economic status.","ai_generated":true,"unit":"cliinstca-000162#insight-1","date_modified":"2026-10-23"},{"text":"Accessibility in climate adaptation is a universal necessity rather than a minority issue, as Canada's aging population means nearly one in four Canadians will be over 65 within ten years, likely experiencing changes in mobility, vision, hearing, or cognition.","ai_generated":true,"unit":"cliinstca-000162#insight-2","date_modified":"2026-10-23"},{"text":"Indigenous populations in Canada are 30 times more likely to be affected by wildfires than non-Indigenous populations, highlighting the need for adaptation policies to account for Indigenous rights, governance, and lived realities.","ai_generated":true,"unit":"cliinstca-000162#insight-3","date_modified":"2026-10-23"},{"text":"British Columbia has established a foundation for integrated adaptation through the Declaration on the Rights of Indigenous Peoples, the Accessibility Act of British Columbia, and its Climate Change Preparedness and Adaptation Strategy.","ai_generated":true,"unit":"cliinstca-000162#insight-4","date_modified":"2026-10-23"}],"climate_tags":["climate change adaptation","climate resilience","wildfire","extreme heat","indigenous rights","climate justice","emergency management","infrastructure"],"geography_discussed":["British Columbia"],"frame_perspective":[],"analysis_type":["policy argument","personal narrative"]},{"id":"issafri-000020","url":"https://climateinsightsdirectory.org/document/issafri-000020","title":"Uganda 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/countries/uganda/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report evaluates Uganda's path toward middle-income status by 2040, analyzing scenarios across demographics, health, education, infrastructure, agriculture, manufacturing, trade, and governance. It finds that while the 'Current Path' falls short of Vision 2040 targets, a combined implementation of strategic interventions could lift 11.03 million more people out of poverty and raise GDP per capita to US$6,925 by 2040, reaching the US$9,500 target by 2045. Key drivers for growth include large-scale infrastructure and leapfrogging, which is identified as having the greatest impact on GDP per capita and poverty reduction. However, these gains are accompanied by a projected 30% increase in carbon emissions above the Current Path, primarily driven by manufacturing and governance improvements.","ai_generated":true,"unit":"issafri-000020#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The 'Large Infrastructure and Leapfrogging' scenario is projected to have the most significant positive impact on GDP per capita and poverty reduction by 2040. This scenario would increase electricity access to 82% of the population and raise fixed broadband subscriptions to 21.7 per 100 people.","ai_generated":true,"unit":"issafri-000020#insight-1","date_modified":"2026-10-23"},{"text":"Under a 'Combined Agenda 2063' scenario, Uganda could lift an additional 11.03 million people out of extreme poverty (at the US$1.90 threshold) by 2040, representing a 13.9 percentage point decline compared to the Current Path.","ai_generated":true,"unit":"issafri-000020#insight-2","date_modified":"2026-10-23"},{"text":"Uganda is not on track to reach its Vision 2040 GDP per capita target of US$9,500 by the target date on its Current Path. However, the Combined scenario could raise GDP per capita to US$6,925 by 2040 and reach the US$9,500 target by 2045.","ai_generated":true,"unit":"issafri-000020#insight-3","date_modified":"2026-10-23"},{"text":"The combined effect of all eight sectoral scenarios is forecast to increase carbon emissions to 26 million tons by 2040, which is 30% higher than the Current Path. The majority of this increase is attributed to the Manufacturing and Governance scenarios.","ai_generated":true,"unit":"issafri-000020#insight-4","date_modified":"2026-10-23"},{"text":"Uganda faces a significant 'youth bulge' of 53% as of 2019. Without concerted efforts to accelerate demographic transition, the country will not enter a potential demographic window of opportunity until 2052, rather than 2040.","ai_generated":true,"unit":"issafri-000020#insight-5","date_modified":"2026-10-23"},{"text":"The manufacturing sector's contribution to GDP is projected to increase by 5 percentage points above the Current Path by 2040 under the Manufacturing scenario, creating 1.8 million additional jobs compared to the Current Path.","ai_generated":true,"unit":"issafri-000020#insight-6","date_modified":"2026-10-23"},{"text":"Full implementation of the African Continental Free Trade Area (AfCFTA) is projected to dramatically improve Uganda's trade balance, reducing the trade deficit to 2.2% of GDP by 2040, compared to 8.8% on the Current Path.","ai_generated":true,"unit":"issafri-000020#insight-7","date_modified":"2026-10-23"},{"text":"Uganda's governance capacity is currently below the average for low-income African countries. The Governance scenario projects an 11.7% improvement in the governance capacity score above the Current Path by 2040.","ai_generated":true,"unit":"issafri-000020#insight-8","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","renewable energy","climate change","agriculture","infrastructure","industrial manufacturing","trade policy","governance","poverty reduction","energy transition","rural electrification"],"geography_discussed":["Kenya","South Sudan","Rwanda","Tanzania","Democratic Republic of the Congo"],"frame_perspective":[],"analysis_type":["scenario analysis","forecasting","economic assessment"]},{"id":"issafri-000043","url":"https://climateinsightsdirectory.org/document/issafri-000043","title":"ZAMBIA DEVELOPMENT FUTURES: GEOGRAPHIC 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=combined-agenda-2063","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report forecasts that Zambia's GDP per capita would increase by 51% by 2043 under the Combined Agenda 2063 scenario compared to the Current Path, potentially lifting an additional 9.4 million people out of extreme poverty. While the economy would grow to US$157.5 billion, the services sector would continue to dominate, and carbon emissions are projected to rise to 6 million tons due to economic expansion.","ai_generated":true,"unit":"issafri-000043#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the Combined Agenda 2063 scenario, Zambia's GDP per capita is projected to reach US$8,244 by 2043, representing a 51% improvement (an increase of US$2,776) over the Current Path forecast of US$5,467. The most significant drivers of this increase are the Free Trade, Leapfrogging, and Infrastructure scenarios, while Financial Flows and Health/WaSH have the smallest impacts.","ai_generated":true,"unit":"issafri-000043#insight-1","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario could significantly reduce extreme poverty in Zambia, lowering it to 42.1% (12.6 million people) by 2043, compared to 67.3% (22 million people) under the Current Path. This represents the potential to lift an additional 9.4 million Zambians out of extreme poverty.","ai_generated":true,"unit":"issafri-000043#insight-2","date_modified":"2026-10-23"},{"text":"Zambia's total economy is forecast to be 70% larger in 2043 under the Combined Agenda 2063 scenario, reaching US$157.5 billion, compared to US$92.8 billion on the Current Path. The services sector is expected to dominate the economy, increasing its contribution to GDP to 62.1% in the Combined scenario, while the small size of the agriculture and manufacturing sectors remains below the average for lower middle-income African peers.","ai_generated":true,"unit":"issafri-000043#insight-3","date_modified":"2026-10-23"},{"text":"Carbon emissions in Zambia are projected to increase to 6 million tons by 2043 under the Agenda 2063 scenario, which is 140% above the Current Path forecast. This increase is attributed to the 70% larger economy, although the report notes that emissions are starting from a very low base of 1.31 million tons in 2019.","ai_generated":true,"unit":"issafri-000043#insight-4","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","agriculture","infrastructure","industrial manufacturing","climate finance","economic growth"],"geography_discussed":["Africa"],"frame_perspective":[],"analysis_type":["economic forecasting","scenario analysis"]},{"id":"issafri-000205","url":"https://climateinsightsdirectory.org/document/issafri-000205","title":"RWANDA DEVELOPMENT FUTURES: GEOGRAPHIC FUTURES Scenario comparisons","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=RW&topic=03-scenario-comparisons","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes Rwanda's economic trajectory through 2043, comparing a 'Current Path' forecast against scenarios focusing on governance, trade (AfCFTA), infrastructure, and agriculture. It finds that while Rwanda's GDP per capita is projected to grow, the Governance scenario offers the most significant potential for increasing wealth and reducing extreme poverty. The analysis also highlights the role of financial flows and trade openness in poverty reduction, while noting that the Agriculture scenario has a marginal impact due to the declining share of agriculture in the national GDP.","ai_generated":true,"unit":"issafri-000205#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"On the Current Path, Rwanda's GDP per capita (PPP) is projected to reach US$4,937 by 2043, which would be 41.3% higher than the average for its low-income African peers. By 2050, this path suggests a GDP per capita of US$6,691, though this is approximately half of the US$12,476 target set by Rwandan authorities.","ai_generated":true,"unit":"issafri-000205#insight-1","date_modified":"2026-10-23"},{"text":"The Governance scenario is identified as having the greatest positive impact on both wealth and poverty reduction. By 2043, it could raise GDP per capita to US$6,010 (a 21.7% increase over the Current Path) and reduce the number of people in extreme poverty to 2.4 million (12% of the population), compared to 3.5 million (17.6%) on the Current Path.","ai_generated":true,"unit":"issafri-000205#insight-2","date_modified":"2026-10-23"},{"text":"Trade and infrastructure scenarios also provide significant gains: the AfCFTA scenario could increase GDP per capita to US$5,546 by 2043, while the Large Infrastructure and Leapfrogging scenario could reach US$5,473. The AfCFTA scenario is expected to reduce extreme poverty by approximately 655,000 people relative to the Current Path.","ai_generated":true,"unit":"issafri-000205#insight-3","date_modified":"2026-10-23"},{"text":"The Agriculture scenario has a marginal effect on GDP per capita, reaching US$4,981 by 2043, which is only US$44.3 above the Current Path. This limited impact is attributed to the expected decline in agriculture's contribution to the overall GDP over the period.","ai_generated":true,"unit":"issafri-000205#insight-4","date_modified":"2026-10-23"},{"text":"Financial flows, particularly aid, are highlighted as critical for poverty reduction; the Financial Flows scenario is the second-most effective at reducing poverty, projecting 2.8 million people (25% of the population) in extreme poverty by 2043, which is 705,000 fewer than the Current Path.","ai_generated":true,"unit":"issafri-000205#insight-5","date_modified":"2026-10-23"}],"climate_tags":["governance","infrastructure","agriculture"],"geography_discussed":["Africa","Kigali","Uganda"],"frame_perspective":[],"analysis_type":["scenario comparison","economic forecasting"]},{"id":"issafri-000273","url":"https://climateinsightsdirectory.org/document/issafri-000273","title":"Sierra Leone Combined Agenda 2063 scenario","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-06-15","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=SL&topic=combined-agenda-2063","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Combined Agenda 2063 scenario for Sierra Leone projects a significant increase in GDP per capita to US$4,304 by 2043, driven primarily by agriculture and free trade. This scenario is estimated to lift an additional 3.9 million people out of extreme poverty compared to the Current Path, reducing the poverty rate to 10.3%. While the overall economy is projected to grow to US$27.5 billion, with the service, manufacturing, and ICT sectors as the largest contributors, carbon emissions are expected to rise to 3.3 million tons, exceeding the Current Path estimate of 2.2 million tons.","ai_generated":true,"unit":"issafri-000273#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Combined Agenda 2063 scenario, which integrates 11 sectoral scenarios, is projected to increase Sierra Leone's GDP per capita to US$4,304 by 2043, which is US$1,840 higher than the Current Path forecast and US$514 above the average for low-income African countries in 2043.","ai_generated":true,"unit":"issafri-000273#insight-1","date_modified":"2026-10-23"},{"text":"Agriculture and Free Trade are identified as the scenarios with the highest potential to improve economic and human development in Sierra Leone, while Health/WaSH and Governance are projected to have the least impact on GDP per capita by 2043.","ai_generated":true,"unit":"issafri-000273#insight-2","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario is projected to significantly reduce poverty, leaving only 1.3 million people (10.3% of the population) below the poverty line by 2043, effectively lifting 3.9 million more people out of extreme poverty than the Current Path.","ai_generated":true,"unit":"issafri-000273#insight-3","date_modified":"2026-10-23"},{"text":"By 2043, the total GDP (MER) under the Combined Agenda 2063 scenario is estimated at US$27.5 billion, making the economy 115% larger than the Current Path estimate of US$12.8 billion. The service, manufacturing, and ICT sectors are projected to be the largest contributors to GDP.","ai_generated":true,"unit":"issafri-000273#insight-4","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario is projected to result in higher carbon emissions than the Current Path, with total emissions rising from 0.52 million tons in 2019 to 3.3 million tons by 2043, compared to 2.2 million tons in the Current Path forecast.","ai_generated":true,"unit":"issafri-000273#insight-5","date_modified":"2026-10-23"}],"climate_tags":["agriculture","carbon dioxide emissions","economic development","poverty reduction","industrial manufacturing","infrastructure","governance"],"geography_discussed":["Africa"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis"]},{"id":"issafri-000287","url":"https://climateinsightsdirectory.org/document/issafri-000287","title":"TOGO DEVELOPMENT FUTURES: GEOGRAPHIC FUTURES","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-06-15","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=TG&topic=combined-agenda-2063","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Combined Agenda 2063 scenario for Togo projects a significant increase in GDP per capita to US$5,969 by 2043, nearly doubling the overall economy to US$51 billion compared to the Current Path. While the scenario predicts a substantial reduction in extreme poverty—lifting an additional 3 million people—it also forecasts an increase in carbon emissions to 5 million tons by 2043. Agriculture and Free Trade are identified as the sectors with the highest potential for improving economic development.","ai_generated":true,"unit":"issafri-000287#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Combined Agenda 2063 scenario, which integrates 11 sectoral scenarios, is projected to increase Togo's GDP per capita to US$5,969 by 2043. This represents an increase of US$2,445 over the Current Path forecast and is US$2,179 higher than the projected average for low-income African countries in 2063.","ai_generated":true,"unit":"issafri-000287#insight-1","date_modified":"2026-10-23"},{"text":"Agriculture and Free Trade are the scenarios with the most significant positive impact on GDP per capita by 2043, while Health/WaSH and Education have the least impact. The integrated 'synergistic effect' of all scenarios is estimated to contribute approximately US$366.20 to GDP per capita in 2043.","ai_generated":true,"unit":"issafri-000287#insight-2","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario is expected to significantly reduce poverty in Togo. By 2043, only 1.56 million people (12.1% of the population) are projected to live below the poverty line, meaning 3 million more people would be lifted out of extreme poverty compared to the Current Path.","ai_generated":true,"unit":"issafri-000287#insight-3","date_modified":"2026-10-23"},{"text":"Togo's total GDP is projected to reach US$51 billion by 2043 under the Combined Agenda 2063 scenario, nearly doubling the Current Path estimate of US$25.8 billion. The service sector is expected to be the largest contributor, adding US$13.6 billion (2.2 percentage points) to the GDP, followed by manufacturing (US$5.8 billion) and agriculture (US$2.3 billion). ICT is projected to contribute US$2.1 billion (0.94 percentage points).","ai_generated":true,"unit":"issafri-000287#insight-4","date_modified":"2026-10-23"},{"text":"Environmental projections indicate that the Combined Agenda 2063 scenario will result in higher carbon emissions than the Current Path. Total carbon emissions in Togo are projected to rise from 0.94 million tons in 2019 to 5 million tons by 2043, compared to 3.5 million tons under the Current Path.","ai_generated":true,"unit":"issafri-000287#insight-5","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","agriculture","industrial manufacturing","economic development","poverty reduction","infrastructure"],"geography_discussed":["Africa"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis"]},{"id":"issafri-000302","url":"https://climateinsightsdirectory.org/document/issafri-000302","title":"SÃO TOMÉ AND PRÍNCIPE DEVELOPMENT FUTURES: GEOGRAPHIC FUTURES","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-06-15","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=ST&topic=combined-agenda-2063","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document analyzes the 'Combined Agenda 2063' scenario for São Tomé and Príncipe, which integrates 11 sectoral scenarios to project development outcomes by 2043. The scenario predicts a significant increase in GDP per capita to US$7,082 and a substantial reduction in extreme poverty, lifting an additional 88,000 people above the poverty line compared to the Current Path. While the service, manufacturing, and agriculture sectors are identified as the primary GDP contributors, the report notes that this economic growth would lead to a 333.3% increase in carbon emissions, rising from 30,000 tons in 2019 to 130,000 tons by 2043, necessitating an accelerated energy transition.","ai_generated":true,"unit":"issafri-000302#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Free Trade scenario is projected to have the most significant positive impact on GDP per capita in São Tomé and Príncipe by 2043, adding US$701 over the Current Path forecast, followed by Manufacturing/Transfers (US$309) and Leapfrogging (US$280). Conversely, Health/WaSH and Financial Flows scenarios are expected to have the least impact.","ai_generated":true,"unit":"issafri-000302#insight-1","date_modified":"2026-10-23"},{"text":"Under the Combined Agenda 2063 scenario, GDP per capita in São Tomé and Príncipe is estimated to reach US$7,082 by 2043, which is US$2,172 higher than the Current Path projection. Despite this growth, this figure remains below the projected 2043 average of US$9,142 for lower middle-income countries in Africa.","ai_generated":true,"unit":"issafri-000302#insight-2","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario is projected to significantly reduce poverty by 2043, with 130,000 people (39.8% of the population) living below the US$3.20 poverty line. This represents a 22.2 percentage point decrease in poverty and lifts 88,000 more people out of extreme poverty than the Current Path forecast.","ai_generated":true,"unit":"issafri-000302#insight-3","date_modified":"2026-10-23"},{"text":"Economic growth under the Combined Agenda 2063 scenario is expected to result in environmental degradation, with total carbon emissions projected to rise from 30,000 tons in 2019 to 130,000 tons by 2043, a 333.3% increase. This is higher than the 100,000 tons estimated in the Current Path forecast.","ai_generated":true,"unit":"issafri-000302#insight-4","date_modified":"2026-10-23"},{"text":"By 2043, the service, manufacturing, and agriculture sectors are projected to be the largest contributors to GDP. The service sector is expected to add US$490 million (1.4 percentage points of GDP) and agriculture US$40 million (0.6 percentage points of GDP) more than the Current Path, while manufacturing is projected to contribute US$70 million more but see its overall GDP contribution rate decline by 0.03 percentage points.","ai_generated":true,"unit":"issafri-000302#insight-5","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","energy transition","environmental degradation","economic development","poverty reduction","industrial manufacturing","agriculture","infrastructure","governance"],"geography_discussed":["Africa"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis","comparative analysis"]},{"id":"issafri-000013","url":"https://climateinsightsdirectory.org/document/issafri-000013","title":"DR Congo","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/countries/dr-congo/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report examines the Democratic Republic of the Congo's current development path and simulates eight sectoral scenarios to identify pathways toward inclusive growth by 2043. It highlights the country's extreme poverty and dependence on commodity exports, while projecting that a combined policy push across manufacturing, governance, and agriculture could significantly increase GDP and reduce poverty.","ai_generated":true,"unit":"issafri-000013#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"DR Congo is characterized by extreme poverty and high population growth; in 2022, approximately 72.3% of the population (71.8 million people) lived on less than US$2.15 a day, and the country had an annual population increase of 3.2%.","ai_generated":true,"unit":"issafri-000013#insight-1","date_modified":"2026-10-23"},{"text":"The economy is heavily reliant on commodity exports, specifically minerals and hydrocarbons, making it vulnerable to global price shocks. The hydrocarbon sector has averaged around 42% of GDP over the last 15 years.","ai_generated":true,"unit":"issafri-000013#insight-2","date_modified":"2026-10-23"},{"text":"DR Congo possesses immense untapped agricultural potential with 80 million hectares of arable land, yet only 10% is currently cultivated, leaving the country as a net food importer.","ai_generated":true,"unit":"issafri-000013#insight-3","date_modified":"2026-10-23"},{"text":"Energy access is critically low and unevenly distributed, with only 21.2% of the population having electricity access in 2022, and rural access at only 1%.","ai_generated":true,"unit":"issafri-000013#insight-4","date_modified":"2026-10-23"},{"text":"Governance is a major constraint to development, with the country's governance effectiveness index being 28.5% below the average for low-income African countries in 2022, exacerbated by endemic corruption in the extractive sector.","ai_generated":true,"unit":"issafri-000013#insight-5","date_modified":"2026-10-23"},{"text":"The informal sector is a significant economic feature and constraint, accounting for approximately 41.8% of GDP in 2022 and 88.6% of total employment.","ai_generated":true,"unit":"issafri-000013#insight-6","date_modified":"2026-10-23"},{"text":"Under a 'Combined scenario' involving all eight sectoral interventions, DR Congo's GDP could grow to US$449.8 billion by 2043, compared to US$259.8 billion on the 'Current Path' forecast.","ai_generated":true,"unit":"issafri-000013#insight-7","date_modified":"2026-10-23"},{"text":"The Manufacturing scenario is projected to have the most significant positive impact on GDP per capita and the reduction of extreme poverty by 2043.","ai_generated":true,"unit":"issafri-000013#insight-8","date_modified":"2026-10-23"},{"text":"Implementation of the African Continental Free Trade Area (AfCFTA) could shift DR Congo from a structural trade deficit to a trade surplus between 2029 and 2035, driven by the materials sector.","ai_generated":true,"unit":"issafri-000013#insight-9","date_modified":"2026-10-23"},{"text":"The report identifies a massive hydroelectric potential of 100 GW (13% of the world's total), but only a small fraction is exploited due to inefficiency and lack of maintenance at the Inga I and II dams.","ai_generated":true,"unit":"issafri-000013#insight-10","date_modified":"2026-10-23"}],"climate_tags":["hydroelectricity","solar energy","wind power","energy transition","carbon dioxide emissions","deforestation","biomass","mining","agriculture","governance","infrastructure","industrial manufacturing"],"geography_discussed":["Africa","Kinshasa","Brazil"],"frame_perspective":[],"analysis_type":["socio-economic analysis","scenario simulation","development forecasting"]},{"id":"issafri-000166","url":"https://climateinsightsdirectory.org/document/issafri-000166","title":"Eswatini 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=SZ&topic=sectoral-scenarios","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report forecasts Eswatini's development to 2043, noting that while GDP per capita is expected to rise to US$15,162 under the Current Path, poverty will remain high at 47.1%. It evaluates 11 sectoral scenarios, finding that the Free Trade scenario (AfCFTA implementation) offers the most significant potential for poverty reduction and income growth. The Combined Agenda 2063 scenario suggests GDP per capita could reach US$22,901 and poverty could drop to 24.5% if all interventions are implemented.","ai_generated":true,"unit":"issafri-000166#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the Current Path forecast, Eswatini's population is projected to reach 1.6 million by 2043, with the country potentially entering its first demographic dividend as early as 2027 due to shrinking youth dependency.","ai_generated":true,"unit":"issafri-000166#insight-1","date_modified":"2026-10-23"},{"text":"Eswatini's GDP per capita is forecast to reach US$15,162 by 2043 in the Current Path, which is US$6,020 and US$8,005 above the projected averages for lower middle-income Africa and Africa, respectively.","ai_generated":true,"unit":"issafri-000166#insight-2","date_modified":"2026-10-23"},{"text":"The poverty rate is projected to decline to 47.1% by 2043 in the Current Path forecast, which remains 8.8 percentage points above the average for lower middle-income Africa.","ai_generated":true,"unit":"issafri-000166#insight-3","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 identified as having the largest impact on poverty reduction, potentially lowering the rate to 38.5% by 2043.","ai_generated":true,"unit":"issafri-000166#insight-4","date_modified":"2026-10-23"},{"text":"In the Leapfrogging scenario, electricity access is projected to reach 99.3% by 2043, with rural access specifically increasing from 62.5% in 2019 to 100% by 2040.","ai_generated":true,"unit":"issafri-000166#insight-5","date_modified":"2026-10-23"},{"text":"The Agriculture scenario could reduce the poverty rate by 4.2 percentage points compared to the Current Path by 2043, lifting an additional 70,000 people out of poverty through improved yields and irrigation.","ai_generated":true,"unit":"issafri-000166#insight-6","date_modified":"2026-10-23"},{"text":"The Education scenario is projected to increase literacy rates to 100% by 2031 and raise mean years of education to 8.2 years by 2043, compared to 7.9 years in the Current Path.","ai_generated":true,"unit":"issafri-000166#insight-7","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario, integrating all 11 sectoral interventions, could raise GDP per capita to US$22,901 and reduce the poverty rate to 24.5% by 2043.","ai_generated":true,"unit":"issafri-000166#insight-8","date_modified":"2026-10-23"},{"text":"Eswatini's energy production is currently heavily dependent on fossil fuel imports from South Africa's Eskom, but renewable energy is forecast to make up the largest share of production by 2043.","ai_generated":true,"unit":"issafri-000166#insight-9","date_modified":"2026-10-23"},{"text":"Carbon emissions are projected to increase most in the Free Trade scenario, with an additional 700,000 tons by 2043 compared to 2019, reflecting the associated economic growth.","ai_generated":true,"unit":"issafri-000166#insight-10","date_modified":"2026-10-23"}],"climate_tags":["renewable energy","carbon dioxide emissions","fossil fuel","climate change","agriculture","food security","poverty reduction","infrastructure"],"geography_discussed":["South Africa","Mozambique","Africa"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis","economic assessment"]},{"id":"issafri-000182","url":"https://climateinsightsdirectory.org/document/issafri-000182","title":"DR CONGO DEVELOPMENT FUTURES: GEOGRAPHIC FUTURES","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-05-31","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=CD&topic=06-interventions","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document details specific quantitative adjustments (multipliers) across several thematic scenarios—including governance, health, education, agriculture, manufacturing, infrastructure, trade (AfCFTA), and financial flows—designed to shift the DR Congo's development path from a 'Current Path' toward improved outcomes by 2043. These interventions aim to close gaps between the DR Congo and other regions, such as South America and South Asia, in areas like maternal mortality, democracy, and economic freedom.","ai_generated":true,"unit":"issafri-000182#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The governance scenario aims to improve democracy, economic freedom, and government transparency by 2043. Specifically, it targets an 18.6% improvement in average democracy and a 14.5% improvement in economic freedom above the Current Path forecast.","ai_generated":true,"unit":"issafri-000182#insight-1","date_modified":"2026-10-23"},{"text":"Health interventions focus on reducing mortality and increasing contraceptive use. The scenario projects that maternal mortality in the DR Congo will drop to 19.3 per 100,000 live births by 2043, compared to 27.1 in the Current Path forecast.","ai_generated":true,"unit":"issafri-000182#insight-2","date_modified":"2026-10-23"},{"text":"The agriculture scenario includes multipliers to increase yields (1.6) and land equipped for irrigation (1.5), while reducing crop production loss rates (0.8) and losses during transport from producer to consumer (0.8).","ai_generated":true,"unit":"issafri-000182#insight-3","date_modified":"2026-10-23"},{"text":"The Large Infrastructure/Leapfrogging scenario targets energy and digital connectivity, including a 1.2 multiplier for other renewables energy production and a 3x multiplier for ICT mobile broadband.","ai_generated":true,"unit":"issafri-000182#insight-4","date_modified":"2026-10-23"},{"text":"Under the AfCFTA scenario, the document projects an increase in multifactor productivity growth by approximately 20 percentage points relative to the Current Path forecast for the 2026-2035 period.","ai_generated":true,"unit":"issafri-000182#insight-5","date_modified":"2026-10-23"},{"text":"The financial flows scenario proposes increasing foreign aid receipts (1.15 multiplier) and portfolio investment stocks (1.5 multiplier), noting a need for increased aid from China and OECD countries.","ai_generated":true,"unit":"issafri-000182#insight-6","date_modified":"2026-10-23"}],"climate_tags":["renewable energy","agriculture","agricultural irrigation","infrastructure","trade policy","climate finance"],"geography_discussed":["South America","South Asia","Africa","People's Republic of China"],"frame_perspective":[],"analysis_type":["scenario modeling","long-term forecasting"]},{"id":"issafri-000183","url":"https://climateinsightsdirectory.org/document/issafri-000183","title":"EQUATORIAL GUINEA DEVELOPMENT FUTURES: GEOGRAPHIC 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=GQ&topic=combined-agenda-2063","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The report forecasts that the Combined Agenda 2063 scenario—integrating 11 sectoral improvements—would significantly increase Equatorial Guinea's GDP per capita to US$49,924 by 2043, compared to US$30,522 under the Current Path. Manufacturing, infrastructure, and the AfCFTA are identified as the strongest drivers of economic growth, while the Free Trade scenario is most effective at reducing extreme poverty. However, this accelerated growth is projected to increase carbon emissions to 5.3 million tons by 2043, a 150% increase over the Current Path forecast.","ai_generated":true,"unit":"issafri-000183#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 Equatorial Guinea's GDP per capita to US$49,924 by 2043, which is nearly 64% higher than the Current Path forecast of US$30,522.","ai_generated":true,"unit":"issafri-000183#insight-1","date_modified":"2026-10-23"},{"text":"Among the individual sectoral scenarios, manufacturing, infrastructure, and the implementation of the African Continental Free Trade Area (AfCFTA) are the most significant drivers of GDP per capita growth. The Manufacturing/Transfers scenario has the highest impact, raising GDP per capita to US$32,835 by 2043.","ai_generated":true,"unit":"issafri-000183#insight-2","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario is expected to reduce the extreme poverty rate (using the US$1.90 threshold) to 60% by 2043, compared to 73.3% in the Current Path forecast. The Free Trade scenario is the most effective single intervention for poverty reduction, potentially lowering the extreme poverty rate to 70.9%.","ai_generated":true,"unit":"issafri-000183#insight-3","date_modified":"2026-10-23"},{"text":"The service sector is projected to be the dominant part of the economy, with its contribution to GDP increasing by US$26.4 billion by 2043 under the Combined Agenda 2063 scenario compared to the Current Path.","ai_generated":true,"unit":"issafri-000183#insight-4","date_modified":"2026-10-23"},{"text":"While Equatorial Guinea currently has low net carbon emissions due to its forest area, the Combined Agenda 2063 scenario would lead to a significant increase in emissions, reaching 5.3 million tons by 2043, which is nearly 150% higher than the Current Path forecast.","ai_generated":true,"unit":"issafri-000183#insight-5","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","industrial manufacturing","infrastructure","economic growth"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis"]},{"id":"issafri-000196","url":"https://climateinsightsdirectory.org/document/issafri-000196","title":"LESOTHO DEVELOPMENT FUTURES: GEOGRAPHIC FUTURES","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-05-31","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=LS&topic=combined-agenda-2063","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document evaluates the 'Combined Agenda 2063' scenario for Lesotho, which integrates 11 sectoral interventions to drive economic growth. By 2043, this scenario is projected to increase GDP per capita to US$7,375 and reduce poverty from 59.5% (2019) to 27.7%, though it is expected to increase carbon emissions to 1.4 million tons due to ambitious growth.","ai_generated":true,"unit":"issafri-000196#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Combined Agenda 2063 scenario, which integrates 11 sectoral interventions, could increase Lesotho's GDP per capita to US$7,375 by 2043, which is US$2,135 higher than the Current Path forecast.","ai_generated":true,"unit":"issafri-000196#insight-1","date_modified":"2026-10-23"},{"text":"Among the sectoral interventions, improving intra-Africa trade is projected to have the largest positive impact on GDP per capita by 2043, adding US$413 over the Current Path, followed by infrastructure (US$253) and stability (US$154). The least impact is expected from Financial Flows (US$58.9) and Health/WaSH (US$53.4).","ai_generated":true,"unit":"issafri-000196#insight-2","date_modified":"2026-10-23"},{"text":"Implementation of the Combined Agenda 2063 measures could reduce Lesotho's poverty rate from 59.5% in 2019 to 27.7% by 2043, representing a 17.5 percentage point decrease compared to the Current Path and lifting an additional 360,000 people out of extreme poverty.","ai_generated":true,"unit":"issafri-000196#insight-3","date_modified":"2026-10-23"},{"text":"The total GDP of Lesotho is forecast to reach US$12.3 billion by 2043 under the Combined Agenda 2063 scenario, a 62% increase over the Current Path forecast of US$7.6 billion.","ai_generated":true,"unit":"issafri-000196#insight-4","date_modified":"2026-10-23"},{"text":"Economic growth under the Combined Agenda 2063 scenario is expected to increase carbon emissions from 0.7 million tons in 2019 to 1.4 million tons by 2043, which is 0.2 million tons higher than the Current Path forecast.","ai_generated":true,"unit":"issafri-000196#insight-5","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","infrastructure","agriculture","economic growth","poverty reduction","energy transition"],"geography_discussed":["Africa"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis"]},{"id":"issafri-000221","url":"https://climateinsightsdirectory.org/document/issafri-000221","title":"GUINEA-BISSAU DEVELOPMENT FUTURES: GEOGRAPHIC FUTURES","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-05-31","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=GW&topic=combined-agenda-2063","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document projects that the Combined Agenda 2063 scenario would significantly increase Guinea-Bissau's GDP per capita to US$7,867 by 2043, lift 900,000 additional people out of extreme poverty, and grow the economy to US$16.4 billion. However, this growth is associated with an increase in carbon emissions to 1.2 million tons by 2043. The Agriculture and Free Trade scenarios are identified as having the greatest potential for improving development.","ai_generated":true,"unit":"issafri-000221#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Combined Agenda 2063 scenario is projected to increase Guinea-Bissau's GDP per capita to US$7,867 by 2043, which is US$3,900 higher than the Current Path forecast and US$1,365 higher than the average for low-income countries in Africa.","ai_generated":true,"unit":"issafri-000221#insight-1","date_modified":"2026-10-23"},{"text":"The Agriculture and Free Trade scenarios are expected to have the most significant positive impact on GDP per capita by 2043, while Health/WaSH and Governance scenarios are projected to have the least impact.","ai_generated":true,"unit":"issafri-000221#insight-2","date_modified":"2026-10-23"},{"text":"Under the Combined Agenda 2063 scenario, an additional 900,000 people would be lifted out of extreme poverty compared to the Current Path, leaving 450,000 people (14.9% of the population) below the poverty line by 2043.","ai_generated":true,"unit":"issafri-000221#insight-3","date_modified":"2026-10-23"},{"text":"The total GDP (MER) for Guinea-Bissau is estimated to reach US$16.4 billion by 2043 in the Combined Agenda 2063 scenario, representing a 123% increase over the Current Path estimate of US$7.3 billion.","ai_generated":true,"unit":"issafri-000221#insight-4","date_modified":"2026-10-23"},{"text":"Economic growth under the Combined Agenda 2063 scenario is linked to higher environmental impact, with carbon emissions projected to rise from 0.12 million tons in 2019 to 1.2 million tons by 2043, exceeding the Current Path estimate of 0.78 million tons.","ai_generated":true,"unit":"issafri-000221#insight-5","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","agriculture","industrial manufacturing","economic development","poverty reduction","infrastructure","governance"],"geography_discussed":["Africa"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis"]},{"id":"issafri-000227","url":"https://climateinsightsdirectory.org/document/issafri-000227","title":"Mozambique: SCENARIO COMPARISONS","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-05-31","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=MZ&topic=04-scenario-comparisons","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document evaluates the impact of different policy interventions on Mozambique's future. It finds that while individual sectoral scenarios like Large Infrastructure and Agriculture boost GDP per capita, a 'Combined scenario' integrating multiple sectors offers the most significant gains, potentially reducing extreme poverty from 65.1% to 40% by 2043. However, this accelerated growth is projected to increase carbon emissions to 47.6 million tons by 2043. The energy sector, dominated by gas, is expected to become the primary economic driver under the Combined scenario.","ai_generated":true,"unit":"issafri-000227#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Among individual sectoral scenarios, Large Infrastructure provides the highest boost to GDP per capita by 2043, increasing it by US$256 over the Current Path, followed by Agriculture (US$228) and Governance (US$131).","ai_generated":true,"unit":"issafri-000227#insight-1","date_modified":"2026-10-23"},{"text":"The Combined scenario, which integrates all sectoral interventions, is projected to result in an average annual growth rate of approximately 8.5% between 2023 and 2043, making Mozambique the 16th-largest economy in Africa by 2043 with a GDP of US$93.5 billion.","ai_generated":true,"unit":"issafri-000227#insight-2","date_modified":"2026-10-23"},{"text":"The Combined scenario significantly reduces extreme poverty (measured at US$3 per day) to 40% by 2043, compared to 65.1% on the Current Path, representing 15.4 million fewer people in extreme poverty.","ai_generated":true,"unit":"issafri-000227#insight-3","date_modified":"2026-10-23"},{"text":"Economic structural transformation under the Combined scenario would see the energy sector become the dominant driver of the economy, with its GDP share rising from 24.9% in 2024 to 33.9% by 2043, while the manufacturing sector's share increases from 7.6% in 2023 to 14.7% in 2043.","ai_generated":true,"unit":"issafri-000227#insight-4","date_modified":"2026-10-23"},{"text":"The Combined scenario is expected to reduce the size of the informal sector to 22.6% of GDP by 2043, which is 5.8 percentage points lower than the Current Path projection of 28.4%.","ai_generated":true,"unit":"issafri-000227#insight-5","date_modified":"2026-10-23"},{"text":"Life expectancy in Mozambique is projected to reach 73 years by 2043 on the Current Path, and 75.1 years under the Combined scenario.","ai_generated":true,"unit":"issafri-000227#insight-6","date_modified":"2026-10-23"},{"text":"Accelerated economic activity under the Combined scenario is projected to increase carbon emissions from fossil fuels to approximately 47.6 million tons by 2043, compared to 33.3 million tons on the Current Path.","ai_generated":true,"unit":"issafri-000227#insight-7","date_modified":"2026-10-23"},{"text":"Energy production in Mozambique is heavily reliant on gas, which is projected to constitute 88.5% of total energy production by 2043 on the Current Path and 91% in the Combined scenario.","ai_generated":true,"unit":"issafri-000227#insight-8","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","fossil fuel","natural gas","economic diversity","infrastructure","poverty reduction"],"geography_discussed":["Africa","Southern Africa"],"frame_perspective":[],"analysis_type":["economic modelling","scenario analysis","long-term forecasting"]},{"id":"issafri-000234","url":"https://climateinsightsdirectory.org/document/issafri-000234","title":"GAMBIA DEVELOPMENT FUTURES: GEOGRAPHIC FUTURES","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-05-31","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=GM&topic=combined-agenda-2063","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Combined Agenda 2063 scenario for The Gambia projects a significant increase in GDP per capita to US$7,823 by 2043, nearly doubling the overall economy to US$18.5 billion. While the scenario predicts a drastic reduction in extreme poverty—leaving only 0.15% of the population below the poverty line—it also forecasts a rise in carbon emissions to 1.7 million tons, indicating a high cost of environmental degradation.","ai_generated":true,"unit":"issafri-000234#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Combined Agenda 2063 scenario is projected to increase The Gambia's GDP per capita to US$7,823 by 2043, which is US$2,873 higher than the Current Path forecast and exceeds the projected average for low-income countries in Africa (US$3,790).","ai_generated":true,"unit":"issafri-000234#insight-1","date_modified":"2026-10-23"},{"text":"Trade liberalisation and agricultural production are identified as the most impactful policies for improving economic and human development, while health/WaSH and infrastructure are expected to have the least impact on GDP per capita by 2043.","ai_generated":true,"unit":"issafri-000234#insight-2","date_modified":"2026-10-23"},{"text":"Extreme poverty is expected to decline significantly under the Combined Agenda 2063 scenario, with only 6,000 Gambians (0.15% of the population) living below the poverty line by 2043, lifting an additional 85,000 people out of poverty compared to the Current Path.","ai_generated":true,"unit":"issafri-000234#insight-3","date_modified":"2026-10-23"},{"text":"The overall size of the economy is projected to almost double by 2043, reaching an estimated GDP (MER) of US$18.5 billion in the Combined Agenda 2063 scenario, compared to US$10 billion in the Current Path forecast.","ai_generated":true,"unit":"issafri-000234#insight-4","date_modified":"2026-10-23"},{"text":"Economic growth under the Combined Agenda 2063 scenario comes with a high environmental cost, with carbon emissions projected to rise from 220,000 tons in 2019 to 1.7 million tons by 2043, surpassing the Current Path estimate of 1.3 million tons.","ai_generated":true,"unit":"issafri-000234#insight-5","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","environmental degradation","agriculture","economic development","poverty reduction","infrastructure","industrial manufacturing"],"geography_discussed":["Africa"],"frame_perspective":[],"analysis_type":["scenario forecasting","economic projection"]},{"id":"issafri-000250","url":"https://climateinsightsdirectory.org/document/issafri-000250","title":"MOROCCO DEVELOPMENT FUTURES: GEOGRAPHIC 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=MA&topic=05-conclusion","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report projects that Morocco's GDP could reach US$384 billion by 2043 in a combined scenario of sectoral interventions, making it Africa's sixth-largest economy. Key growth drivers include transitions to high-value manufacturing, improvements in education and health, and the full implementation of the AfCFTA. The document recommends strategic investments in renewable energy, water management, and infrastructure to mitigate challenges like water scarcity and energy dependence.","ai_generated":true,"unit":"issafri-000250#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under a 'Combined scenario' integrating all sectoral interventions, Morocco's GDP is projected to grow to US$384 billion by 2043, with GDP per capita reaching US$13 996, representing a 33% increase over the Current Path forecast. This would make Morocco the sixth-largest economy in Africa.","ai_generated":true,"unit":"issafri-000250#insight-1","date_modified":"2026-10-23"},{"text":"Demographic and urban shifts are expected by 2043, with the population increasing to 43.9 million and the urbanisation rate rising to 72.6%.","ai_generated":true,"unit":"issafri-000250#insight-2","date_modified":"2026-10-23"},{"text":"Specific sectoral improvements are forecast to drive economic gains: full implementation of the AfCFTA could increase exports by 70% above the Current Path, while increased investment in manufacturing and R&D could grow the economy by 6.8% by 2043.","ai_generated":true,"unit":"issafri-000250#insight-3","date_modified":"2026-10-23"},{"text":"To address water stress and scarcity, the document recommends reorganising the water sector, establishing a National Water Management Agency, and introducing cost-based water pricing.","ai_generated":true,"unit":"issafri-000250#insight-4","date_modified":"2026-10-23"},{"text":"The report suggests that enhancing agricultural productivity through technology and irrigation could make Morocco a net exporter of agricultural products by 2043.","ai_generated":true,"unit":"issafri-000250#insight-5","date_modified":"2026-10-23"}],"climate_tags":["renewable energy","water scarcity","water management","agricultural productivity","food security","urbanization","industrial manufacturing","infrastructure"],"geography_discussed":["European Union"],"frame_perspective":[],"analysis_type":["economic forecasting","policy recommendation"]},{"id":"issafri-000269","url":"https://climateinsightsdirectory.org/document/issafri-000269","title":"ESWATINI DEVELOPMENT FUTURES: GEOGRAPHIC 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=SZ&topic=combined-agenda-2063","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report evaluates the 'Combined Agenda 2063' scenario for Eswatini, which integrates 11 sectoral interventions to drive economic growth and poverty reduction. By 2043, this scenario could raise GDP per capita to US$22,901 and reduce poverty from 60% in 2019 to 24.5%. While the scenario projects significant growth in the service and ICT sectors and an overall GDP increase to US$29.3 billion, it also forecasts an increase in carbon emissions to 1.4 million tons by 2043 due to the scale of economic expansion.","ai_generated":true,"unit":"issafri-000269#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Combined Agenda 2063 scenario, which integrates 11 sectoral interventions, could increase Eswatini's GDP per capita to US$22,901 by 2043, representing an increase of US$7,739 over the Current Path forecast.","ai_generated":true,"unit":"issafri-000269#insight-1","date_modified":"2026-10-23"},{"text":"Among the specific interventions, improving intra-Africa trade is projected to have the highest impact on GDP per capita by 2043, adding US$1,137 above the Current Path, followed by manufacturing (US$861) and leapfrogging (US$807).","ai_generated":true,"unit":"issafri-000269#insight-2","date_modified":"2026-10-23"},{"text":"Implementation of the Combined Agenda 2063 measures could reduce poverty in Eswatini from 60% in 2019 to 24.5% by 2043, lifting 400,000 additional people out of poverty compared to the Current Path, though 380,000 people would still live in extreme poverty.","ai_generated":true,"unit":"issafri-000269#insight-3","date_modified":"2026-10-23"},{"text":"The total GDP of Eswatini is forecast to reach US$29.3 billion by 2043 under the Combined Agenda 2063 scenario, a 54.2% increase over the Current Path forecast of US$19 billion.","ai_generated":true,"unit":"issafri-000269#insight-4","date_modified":"2026-10-23"},{"text":"Economic growth under this scenario is expected to increase carbon emissions from 0.4 million tons in 2019 to 1.4 million tons by 2043, which is 0.3 million tons higher than the Current Path forecast.","ai_generated":true,"unit":"issafri-000269#insight-5","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","agriculture","industrial manufacturing","poverty reduction","infrastructure","governance"],"geography_discussed":["Africa"],"frame_perspective":[],"analysis_type":["economic forecasting","scenario analysis"]},{"id":"issafri-000279","url":"https://climateinsightsdirectory.org/document/issafri-000279","title":"Comoros: Conclusion","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-05-31","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=KM&topic=05-conclusion","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes development scenarios for Comoros, contrasting a 'Current Path' with a 'Combined scenario' of sectoral interventions. It identifies systemic barriers including corruption, poor infrastructure, and climate change, while proposing a comprehensive policy framework focusing on governance, agricultural productivity, human capital, and the mobilization of international finance to reduce poverty and expand the formal economy by 2043.","ai_generated":true,"unit":"issafri-000279#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"A 'Combined scenario' of eight sectoral interventions could significantly boost Comoros' economy by 2043, increasing GDP to US$4,801 million—a 67.6% increase over the 'Current Path' projection of US$2,865 million. Under this scenario, GDP per capita is projected to reach US$6,674, which is US$2,072 higher than the Current Path's US$4,602.","ai_generated":true,"unit":"issafri-000279#insight-1","date_modified":"2026-10-23"},{"text":"The Combined scenario is projected to reduce the informal sector's share of GDP to 24.6% by 2043, compared to 29.2% on the Current Path. This shift would result in approximately 298,600 fewer informal laborers, reducing the proportion of informal labor from 52.1% to 39% of the total workforce.","ai_generated":true,"unit":"issafri-000279#insight-2","date_modified":"2026-10-23"},{"text":"Extreme poverty in Comoros could be significantly reduced under the Combined scenario, with only 182,950 people (14.6% of the population) living in extreme poverty by 2043. This represents an improvement where nearly 185,409 more people are lifted out of poverty compared to the Current Path.","ai_generated":true,"unit":"issafri-000279#insight-3","date_modified":"2026-10-23"},{"text":"Comoros faces several interconnected obstacles to prosperity, including insecurity, poor governance, a weak business climate, lack of infrastructure, shortage of human capital, and a heavy dependence on low-productivity agriculture without diversification. Climate change is also identified as a main obstacle.","ai_generated":true,"unit":"issafri-000279#insight-4","date_modified":"2026-10-23"},{"text":"To improve agricultural productivity and diversify the economy, the government is advised to invest in productivity-enhancing technologies, provide farmers with drought-resistant and high-yield seedlings, and support R&D focused on agricultural productivity, energy production, and resilience.","ai_generated":true,"unit":"issafri-000279#insight-5","date_modified":"2026-10-23"},{"text":"The report recommends strengthening human capital by expanding education and vocational training, particularly in rural areas. Health system improvements should include investing in infrastructure, combating child malnutrition through nutrition programs, and providing free access to vaccines for children under 5 and treatments for tropical diseases like malaria.","ai_generated":true,"unit":"issafri-000279#insight-6","date_modified":"2026-10-23"},{"text":"To attract more Foreign Direct Investment (FDI), which currently remains low compared to other lower-middle-income African countries, Comoros should create a transparent business environment and utilize the AfCFTA to increase market size for investors.","ai_generated":true,"unit":"issafri-000279#insight-7","date_modified":"2026-10-23"}],"climate_tags":["climate change","agricultural productivity","economic diversity","governance","infrastructure","poverty reduction"],"geography_discussed":["Africa","Rwanda"],"frame_perspective":[],"analysis_type":["macroeconomic forecasting","policy analysis"]},{"id":"issafri-000299","url":"https://climateinsightsdirectory.org/document/issafri-000299","title":"LIBERIA DEVELOPMENT FUTURES: GEOGRAPHIC FUTURES","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-05-31","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=LR&topic=combined-agenda-2063","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document forecasts that Liberia's GDP per capita will reach US$4,358 by 2043 under the Combined Agenda 2063 scenario, driven primarily by agriculture, financial flows, and free trade. This scenario is projected to lift 2.2 million additional people out of extreme poverty and double the size of the economy to US$21.6 billion, though it will also increase carbon emissions to 2.1 million tons due to heightened economic activity.","ai_generated":true,"unit":"issafri-000299#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 Liberia's GDP per capita to US$4,358 by 2043. This represents an increase of US$1,792 over the Current Path forecast and is US$568 higher than the projected average for low-income African countries in 2043.","ai_generated":true,"unit":"issafri-000299#insight-1","date_modified":"2026-10-23"},{"text":"Agriculture, Financial Flows, and Free Trade are identified as the sectors with the highest potential to improve economic development in Liberia. By 2043, the Agriculture scenario is expected to contribute US$346.6 to GDP per capita, followed by Financial Flow (US$233.3) and Free Trade (US$207). Conversely, Health/WaSH, Governance, and Education are expected to have the least impact.","ai_generated":true,"unit":"issafri-000299#insight-2","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario is projected to significantly reduce poverty in Liberia. By 2043, only 4.9% of the population (368,000 people) would live below the poverty line, meaning 2.2 million more Liberians would be lifted out of extreme poverty compared to the Current Path.","ai_generated":true,"unit":"issafri-000299#insight-3","date_modified":"2026-10-23"},{"text":"The overall size of the Liberian economy is projected to more than double by 2043 under the Combined Agenda 2063 scenario, reaching an estimated GDP (MER) of US$21.6 billion, compared to US$10.8 billion in the Current Path forecast.","ai_generated":true,"unit":"issafri-000299#insight-4","date_modified":"2026-10-23"},{"text":"Increased economic activity under the Combined Agenda 2063 scenario is projected to lead to higher carbon emissions. Total emissions are expected to rise to 2.1 million tons by 2043, compared to 1.5 million tons in the Current Path forecast and 330,000 tons in 2019.","ai_generated":true,"unit":"issafri-000299#insight-5","date_modified":"2026-10-23"}],"climate_tags":["agriculture","carbon dioxide emissions","economic development","poverty reduction","industrial manufacturing","infrastructure","governance"],"geography_discussed":["Africa"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis"]},{"id":"issafri-000050","url":"https://climateinsightsdirectory.org/document/issafri-000050","title":"Sub-Saharan Africa 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=S-S-AFR&topic=sectoral-scenarios","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report projects that sub-Saharan Africa's population will grow to 1.976 billion by 2043, with carbon emissions nearly tripling to 650 million tons under the Current Path. While the Current Path sees GDP per capita reach US$5,996, the 'Combined Agenda 2063' scenario—integrating improvements in governance, education, health, and infrastructure—could increase GDP per capita to US$9,798 and drastically reduce extreme poverty to 7.3%. Key sectoral findings include the 'Leapfrogging' scenario's potential to raise electricity access to 81.7% and the 'Free Trade' scenario's role as the most carbon-intensive path, contributing 711 million tons of carbon by 2043.","ai_generated":true,"unit":"issafri-000050#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the Current Path forecast, sub-Saharan Africa's population is projected to grow by 78.2% from 1.109 billion in 2019 to 1.976 billion by 2043.","ai_generated":true,"unit":"issafri-000050#insight-1","date_modified":"2026-10-23"},{"text":"Carbon emissions in sub-Saharan Africa are expected to increase from 256 million tons in 2019 to 650 million tons by 2043 in the Current Path forecast. South Africa was the largest emitter in 2019 at 132 million tons, followed by Nigeria at 39 million tons.","ai_generated":true,"unit":"issafri-000050#insight-2","date_modified":"2026-10-23"},{"text":"The 'Leapfrogging' scenario, focusing on renewable energy and digital technology, could increase electricity access to 81.7% by 2043, which is 12.5 percentage points higher than the Current Path forecast.","ai_generated":true,"unit":"issafri-000050#insight-3","date_modified":"2026-10-23"},{"text":"The 'Free Trade' scenario, based on the implementation of the African Continental Free Trade Area (AfCFTA), is projected to be the most carbon-intensive scenario, resulting in 711 million tons of carbon by 2043.","ai_generated":true,"unit":"issafri-000050#insight-4","date_modified":"2026-10-23"},{"text":"The 'Combined Agenda 2063' scenario, which integrates all eleven sectoral improvements, is projected to increase GDP per capita to US$9,798 and reduce the extreme poverty rate to 7.3% by 2043, compared to a Current Path poverty rate of 40.8%.","ai_generated":true,"unit":"issafri-000050#insight-5","date_modified":"2026-10-23"},{"text":"The 'Agriculture' scenario could reduce net agricultural import dependency to 4.8% by 2043, down from 7.8% in 2019, although the region is still projected to remain a net agricultural importer.","ai_generated":true,"unit":"issafri-000050#insight-6","date_modified":"2026-10-23"},{"text":"The 'Demographic' scenario could enable sub-Saharan Africa to reach its demographic dividend by 2043, which is eight years earlier than the Current Path forecast.","ai_generated":true,"unit":"issafri-000050#insight-7","date_modified":"2026-10-23"},{"text":"In the 'Manufacturing/Transfers' scenario, extreme poverty rates would be 2.64 percentage points lower than the Current Path, lifting 52.6 million additional people out of poverty by 2043.","ai_generated":true,"unit":"issafri-000050#insight-8","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","renewable energy","energy transition","agriculture","food security","economic growth","infrastructure","trade policy","governance"],"geography_discussed":["South Africa","Nigeria","Mauritius","Lesotho","Seychelles","World"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis"]}]}