{"query_echo":{"q":"","filters":{"climate_tags":["industrial manufacturing"]},"warnings":[]},"total":{"value":104,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?climate_tags=industrial+manufacturing","next":"https://climateinsightsdirectory.org/api/v1/search?climate_tags=industrial+manufacturing&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":"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-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-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-000288","url":"https://climateinsightsdirectory.org/document/issafri-000288","title":"South Sudan: Conclusion and Recommendations","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=SS&topic=05-conclusion","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The report evaluates South Sudan's development prospects through 2043, contrasting a 'Current Path' of gradual improvement with a 'Combined scenario' of integrated reforms. While the current path is deemed insufficient to meet the goals of the SSDP 2026–2036, the combined approach suggests that coordinated investments in agriculture, human capital, and infrastructure can accelerate poverty reduction and economic diversification. Key recommendations include scaling solar energy, implementing climate-smart agriculture, and leveraging the AfCFTA to reduce reliance on the oil sector.","ai_generated":true,"unit":"issafri-000288#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The 'Current Path' baseline, which assumes existing policies and trends continue, results in only gradual improvements in living standards, with poverty remaining widespread and energy access constrained by high costs and poor infrastructure.","ai_generated":true,"unit":"issafri-000288#insight-1","date_modified":"2026-10-23"},{"text":"A 'Combined scenario' of integrated reforms would lead to faster growth, sharper declines in poverty and inequality, and a more diversified economy with increased productivity in agriculture and manufacturing to create jobs outside the oil sector.","ai_generated":true,"unit":"issafri-000288#insight-2","date_modified":"2026-10-23"},{"text":"The report concludes that the Current Path is unlikely to achieve the targets of the forthcoming Development Plan (SSDP 2026–2036) or the goals of Agenda 2063 and the SDGs.","ai_generated":true,"unit":"issafri-000288#insight-3","date_modified":"2026-10-23"},{"text":"To achieve transformative development, South Sudan must prioritize low-carbon energy expansion, specifically scaling solar mini-grids and off-grid solutions, and integrate climate adaptation into planning to manage risks from floods and droughts.","ai_generated":true,"unit":"issafri-000288#insight-4","date_modified":"2026-10-23"}],"climate_tags":["economic diversity","agriculture","industrial manufacturing","solar energy","Mini-grids","clean cooking","biomass","climate change adaptation","disaster risk reduction","Climate-smart agriculture","Low carbon development"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["scenario-based analysis","forecasting"]},{"id":"issafri-000297","url":"https://climateinsightsdirectory.org/document/issafri-000297","title":"REPUBLIC OF THE CONGO 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=CG&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 the Combined Agenda 2063 scenario would significantly increase the Republic of the Congo's GDP per capita to US$12,917 by 2043, representing a 52.9% increase over the Current Path forecast. This integrated approach is expected to reduce the poverty rate by 16.5 percentage points, lifting 1.7 million additional people out of poverty. Economic diversification is a key outcome, with growth in manufacturing and services reducing the country's overdependence on oil extraction. While carbon emissions are projected to rise by 800,000 tons compared to the Current Path, this growth (19.5%) is disproportionately lower than the projected GDP increase (65%).","ai_generated":true,"unit":"issafri-000297#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Combined Agenda 2063 scenario is projected to increase the Republic of the Congo's GDP per capita to US$12,917 by 2043, which is 52.9% higher than the Current Path forecast. From 2019 to 2043, GDP per capita is expected to increase by 144.2%.","ai_generated":true,"unit":"issafri-000297#insight-1","date_modified":"2026-10-23"},{"text":"The scenario is expected to reduce the poverty rate by 16.5 percentage points compared to the Current Path, resulting in a rate of 27.3% and lifting an additional 1.7 million people out of poverty by 2043.","ai_generated":true,"unit":"issafri-000297#insight-2","date_modified":"2026-10-23"},{"text":"The scenario promotes economic diversification away from oil extraction. By 2043, the manufacturing sector is projected to add US$9.3 billion and the service sector US$18.4 billion to the economy. The energy sector's contribution to GDP is expected to decline by 3.2 percentage points compared to the Current Path.","ai_generated":true,"unit":"issafri-000297#insight-3","date_modified":"2026-10-23"},{"text":"Among the 11 sectoral scenarios, the Free Trade scenario provides the highest benefit to GDP per capita (an increase of US$682 by 2043), followed by Manufacturing/Transfers (US$647) and Leapfrogging (US$519). The Agriculture scenario has the third lowest impact, indicating sector underperformance.","ai_generated":true,"unit":"issafri-000297#insight-4","date_modified":"2026-10-23"},{"text":"Economic growth under the scenario will lead to an increase in carbon emissions of 800,000 tons compared to the 2043 Current Path forecast. However, emissions growth (19.5%) is significantly lower than the projected GDP growth (65%).","ai_generated":true,"unit":"issafri-000297#insight-5","date_modified":"2026-10-23"}],"climate_tags":["economic diversity","carbon dioxide emissions","industrial manufacturing","agriculture","poverty reduction"],"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":"ember-000115","url":"https://climateinsightsdirectory.org/document/ember-000115","title":"Electric Asia","publisher":{"name":"Ember","organization":"ember"},"document_type":"report","language":"en","date_published":"2026-06-11","source_url":"https://ember-energy.org/latest-insights/electric-asia","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report posits that Asia is leading a 'Great Convergence' with the West by leveraging its position as the world's manufacturing hub to drive an electric energy transition. It highlights that Asia has driven three quarters of global electricity growth since 2000 and now produces the majority of the world's solar panels, batteries, and electric vehicles. The document argues that while a lack of oil and gas was previously a weakness, it has become a strategic advantage in an era where energy is defined by technology rather than commodities. This transition is further accelerated by 'fossil shocks,' including the closure of the Strait of Hormuz and the 2022 energy crisis, which push the region toward energy security through electrotechnology.","ai_generated":true,"unit":"ember-000115#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Asia has been the primary driver of global electricity growth since the beginning of the century, with GDP and electricity demand increasing in tandem, achieving higher electrification levels at lower per capita incomes than previous historical growth periods.","ai_generated":true,"unit":"ember-000115#insight-1","date_modified":"2026-10-23"},{"text":"The global energy transition represents a fundamental shift from the extraction of commodities (coal, oil, gas) to the manufacturing of technologies (solar panels, batteries, wind turbines), a shift that aligns with Asia's role as the world's factory.","ai_generated":true,"unit":"ember-000115#insight-2","date_modified":"2026-10-23"},{"text":"Beyond China, other Asian nations are outpacing Western counterparts in electrification rates, solar power shares, and electric vehicle uptake.","ai_generated":true,"unit":"ember-000115#insight-3","date_modified":"2026-10-23"},{"text":"The transition to electrotechnology is driven by both economic opportunity—as solar and EVs are now cheaper to purchase outright—and the necessity of energy security following shocks such as the 2022 Russian gas cutoff and the closure of the Strait of Hormuz.","ai_generated":true,"unit":"ember-000115#insight-4","date_modified":"2026-10-23"}],"climate_tags":["solar energy","battery","wind turbine","electric vehicle","energy transition","energy security","industrial manufacturing","fossil fuel"],"geography_discussed":["People's Republic of China","United States","European Union","Vietnam","Bangladesh","Pakistan","Japan","Thailand","Nepal","Indonesia","Singapore","World"],"frame_perspective":[],"analysis_type":["economic analysis","geopolitical 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-000055","url":"https://climateinsightsdirectory.org/document/issafri-000055","title":"Djibouti: Conclusion","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=DJ&topic=05-conclusion","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The analysis concludes that Djibouti's current economic model, characterized by capital-intensive infrastructure, is insufficient to meet the goals of Vision Djibouti 2035. While the 'Current Path' predicts steady GDP growth of 6.1% annually, a 'Combined scenario' involving multi-sectoral reforms could accelerate growth to nearly 9% annually and triple GDP per capita. The document argues that the quality of growth—driven by governance, human capital, and private-sector development—is more critical than the scale of infrastructure accumulation for reducing inequality and poverty.","ai_generated":true,"unit":"issafri-000055#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Djibouti's current economic trajectory is projected to see GDP grow by an average of 6.1% annually and a significant decline in poverty, yet it remains inadequate for achieving the objectives of Vision Djibouti 2035 regarding job creation, income growth, and inclusiveness.","ai_generated":true,"unit":"issafri-000055#insight-1","date_modified":"2026-10-23"},{"text":"The primary obstacles to Djibouti's development are not gaps in infrastructure, but rather issues with the efficiency, connectivity, and inclusiveness of the existing economic model. The most effective levers for improving welfare and growth are regional integration, financial flows, and governance.","ai_generated":true,"unit":"issafri-000055#insight-2","date_modified":"2026-10-23"},{"text":"A coordinated, multi-sectoral reform agenda (the Combined scenario) could increase annual economic growth to nearly 9%, triple GDP per capita, substantially reduce informality, and lower poverty to very low levels, while fostering modest growth in ICT and manufacturing.","ai_generated":true,"unit":"issafri-000055#insight-3","date_modified":"2026-10-23"},{"text":"To avoid a pattern of enclave-driven growth with few benefits for the general population, Djibouti must prioritize the quality of growth through improvements in private-sector development, human capital, and governance.","ai_generated":true,"unit":"issafri-000055#insight-4","date_modified":"2026-10-23"},{"text":"Future success depends on Djibouti's ability to manage debt sustainably, diversify its economic base, strengthen institutions, and build resilience against external and climate shocks.","ai_generated":true,"unit":"issafri-000055#insight-5","date_modified":"2026-10-23"}],"climate_tags":["climate resilience","economic diversity","governance","industrial manufacturing"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["economic forecasting","policy analysis"]},{"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-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-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-000292","url":"https://climateinsightsdirectory.org/document/issafri-000292","title":"MAURITIUS 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=MU&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 a Combined scenario of 11 sectoral interventions would increase Mauritius's GDP per capita by US$5,380 and its overall economy by US$7.1 billion by 2043. While the scenario accelerates the elimination of extreme poverty and reduces domestic inequality, it is also projected to result in a slight increase in carbon emissions of 0.3 million tons. The economic growth is driven primarily by the services sector, though the country faces challenges including a skilled labour shortage, corruption in offshore financial services, and low female labour force participation.","ai_generated":true,"unit":"issafri-000292#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Combined scenario, which integrates 11 sectoral scenarios and a 'synergistic effect', is projected to increase Mauritius's GDP per capita by US$5,380 by 2043 compared to the Current Path forecast, representing an 18.5% increase. The 'Free Trade scenario' is identified as having the largest individual impact on GDP per capita, increasing average incomes by US$1,003 by 2043.","ai_generated":true,"unit":"issafri-000292#insight-1","date_modified":"2026-10-23"},{"text":"Under the Combined scenario, the Mauritian economy is projected to be 26% larger by 2043, an increase of US$7.1 billion. This growth is heavily concentrated in the services sector, which is projected to be US$6.7 billion larger than in the Current Path forecast, while the manufacturing and ICT sectors are expected to see more muted growth.","ai_generated":true,"unit":"issafri-000292#insight-2","date_modified":"2026-10-23"},{"text":"The Combined scenario is projected to accelerate the elimination of extreme poverty (defined as US$5.50 per day) by one year and reduce the poverty rate by 0.5 percentage points by 2043. Additionally, domestic inequality is projected to decline, with the Gini index score decreasing from 0.36 in 2019 to 0.31 by 2043.","ai_generated":true,"unit":"issafri-000292#insight-3","date_modified":"2026-10-23"},{"text":"Economic growth under the Combined scenario is expected to lead to a slight increase in carbon emissions, with Mauritius projected to emit 0.3 million tons more carbon by 2043 than under the Current Path forecast. However, the country's emissions growth is slower than the rest of Africa, placing it 42nd on the continent by 2043.","ai_generated":true,"unit":"issafri-000292#insight-4","date_modified":"2026-10-23"},{"text":"Despite its status as a highly developed country with a diversified economy and positive health and education outcomes, Mauritius faces several systemic challenges: a shortage of skilled labour, allegations of corruption in the offshore financial services sector, low levels of FDI inflows, and low female labour force participation.","ai_generated":true,"unit":"issafri-000292#insight-5","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","economic diversity","poverty reduction","industrial manufacturing"],"geography_discussed":["Africa"],"frame_perspective":[],"analysis_type":["forecasting","scenario 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-000154","url":"https://climateinsightsdirectory.org/document/issafri-000154","title":"SUB-SAHARAN AFRICA DEVELOPMENT FUTURES: GEOGRAPHIC FUTURES","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-05-28","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=S-S-AFR&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 the Combined Agenda 2063 scenario would significantly increase sub-Saharan Africa's GDP per capita to US$9,798 by 2043, compared to US$5,980 in the Current Path. It predicts a substantial reduction in extreme poverty to 7.3% and a nearly doubled total economy of US$12,295.2 billion. However, this growth is associated with higher carbon emissions, reaching 892 million tons by 2043.","ai_generated":true,"unit":"issafri-000154#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 sub-Saharan Africa's average GDP per capita to US$9,798 by 2043, representing a 58% increase over the Current Path forecast of US$5,980.","ai_generated":true,"unit":"issafri-000154#insight-1","date_modified":"2026-10-23"},{"text":"The impact of the Combined Agenda 2063 scenario on GDP per capita varies by country; by 2043, Eswatini is expected to benefit the most with an addition of US$8,432 above the Current Path, while Burundi will benefit the least with an addition of less than US$1,000.","ai_generated":true,"unit":"issafri-000154#insight-2","date_modified":"2026-10-23"},{"text":"Extreme poverty (at the US$1.90 line) in sub-Saharan Africa is forecast to decline to 7.3% under the Combined Agenda 2063 scenario, which would result in 299.3 million fewer people in poverty compared to the Current Path by 2043. The most significant reductions in the poverty rate are expected in Madagascar (50 percentage points) and Burundi (40 percentage points).","ai_generated":true,"unit":"issafri-000154#insight-3","date_modified":"2026-10-23"},{"text":"The total economy of sub-Saharan Africa is projected to reach US$12,295.2 billion by 2043 under the Combined Agenda 2063 scenario, nearly double the Current Path forecast of US$6,760.2 billion. The services sector is expected to provide the largest value increase to GDP at US$3,693 billion, while the energy sector will provide the smallest increase at US$57.1 billion.","ai_generated":true,"unit":"issafri-000154#insight-4","date_modified":"2026-10-23"},{"text":"Carbon emissions in sub-Saharan Africa are projected to increase under the Combined Agenda 2063 scenario, reaching 892 million tons by 2043, compared to 650 million tons in the Current Path. In 2019, South Africa was the largest emitter, contributing more than half of the region's 256 million tons of carbon.","ai_generated":true,"unit":"issafri-000154#insight-5","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","agriculture","industrial manufacturing","infrastructure"],"geography_discussed":["Eswatini","Namibia","Burundi","Madagascar","Mauritius","South Africa","Nigeria","Angola","World"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis"]},{"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"]}]}