{"query_echo":{"q":"","filters":{"analysis_type":["economic forecasting"]},"warnings":[]},"total":{"value":78,"relation":"eq"},"page":2,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=economic+forecasting&page=2","next":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=economic+forecasting&page=3","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-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-000320","url":"https://climateinsightsdirectory.org/document/issafri-000320","title":"Ghana: 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=GH&topic=05-conclusion","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report argues that while Ghana has achieved middle-income status, its economic growth has not translated into broad development dividends due to persistent debt, corruption, and an untransformed agrarian structure. It outlines a path to increase GDP to US$365 billion by 2043 through aggressive export-led manufacturing, governance reforms, and targeted investments in health, education, and climate-smart agriculture. Key recommendations include phasing out fossil fuels in favour of solar and hydro energy, addressing energy sector debt, and implementing constitutional reforms to ensure legislative independence.","ai_generated":true,"unit":"issafri-000320#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Ghana's economic growth has not yielded expected development dividends because of high public debt, corruption, low revenue mobilisation, and a failure to reduce unemployment and poverty. The economy remains structurally agrarian and dependent on exporting raw materials like gold and cocoa while importing finished goods.","ai_generated":true,"unit":"issafri-000320#insight-1","date_modified":"2026-10-23"},{"text":"The study projects that with appropriate policy reforms, Ghana could increase its GDP to US$365 billion by 2043, which is 55% higher than its current trajectory. This path could raise GDP per capita to US$12,720 and reduce extreme poverty to 6.3% of the population by 2043.","ai_generated":true,"unit":"issafri-000320#insight-2","date_modified":"2026-10-23"},{"text":"To transform the economy, the report recommends aggressive export-led manufacturing and a transition in the energy sector. This includes relying on solar and hydro power to phase out fossil fuels and addressing the energy sector debt to ensure a sustainable electricity supply.","ai_generated":true,"unit":"issafri-000320#insight-3","date_modified":"2026-10-23"},{"text":"The document identifies critical governance and structural needs, including the need for constitutional reforms to separate the executive and legislative branches (specifically revising Article 78) and the depoliticisation of the Police Council to protect the rule of law.","ai_generated":true,"unit":"issafri-000320#insight-4","date_modified":"2026-10-23"},{"text":"Agricultural improvements should focus on climate-smart technologies and infrastructure. Recommendations include constructing multipurpose dams in northern Ghana for year-round farming and strengthening research via the National Climate-Smart Agriculture and Food Security Action Plan.","ai_generated":true,"unit":"issafri-000320#insight-5","date_modified":"2026-10-23"}],"climate_tags":["Climate-smart agriculture","renewable energy","solar energy","hydropower","fossil fuel","economic diversity","governance","land tenure"],"geography_discussed":["Israel","India","Nigeria","Ethiopia"],"frame_perspective":[],"analysis_type":["policy recommendations","economic forecasting"]},{"id":"issafri-000107","url":"https://climateinsightsdirectory.org/document/issafri-000107","title":"Burundi Impact of sectoral scenarios on key indicators","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=BI&topic=03-impact-of-sectoral-scenarios","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes multiple development scenarios for Burundi, finding that while all scenarios improve GDP per capita over the 'Current Path', the Agriculture and Governance scenarios are most effective at reducing extreme poverty. It highlights a critical risk where the full implementation of the AfCFTA could potentially increase poverty to 75.8% by 2043 if not supported by complementary domestic policies. Environmental trade-offs are noted, as agricultural modernization and trade scenarios are projected to result in the highest carbon emissions by 2043.","ai_generated":true,"unit":"issafri-000107#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Burundi had the lowest GDP per capita in Africa in 2019 at US$655 (PPP). Under the 'Current Path', this is projected to reach US$1,027 by 2043, though it would remain the lowest on the continent.","ai_generated":true,"unit":"issafri-000107#insight-1","date_modified":"2026-10-23"},{"text":"The 'Large Infrastructure and Leapfrogging' scenario is projected to yield the highest GDP per capita by 2043 at US$1,169, which is US$142 above the Current Path. In the short to medium term, however, the Agriculture scenario is the most viable for improving living standards until 2038.","ai_generated":true,"unit":"issafri-000107#insight-2","date_modified":"2026-10-23"},{"text":"Extreme poverty is endemic in Burundi, with 74.6% of the population living below the US$1.90 per day line in 2019, rising to 75.8% in 2021 due to the COVID-19 pandemic. Poverty is significantly more concentrated in rural areas, where it is over three times higher than in the capital, Bujumbura.","ai_generated":true,"unit":"issafri-000107#insight-3","date_modified":"2026-10-23"},{"text":"The Agriculture and Governance scenarios are the most effective at reducing extreme poverty by 2043. The Agriculture scenario would reduce the poverty rate to 52.9% (11.8 million people), while the Governance scenario would reduce it to 54.7%.","ai_generated":true,"unit":"issafri-000107#insight-4","date_modified":"2026-10-23"},{"text":"Full implementation of the African Continental Free Trade Area (AfCFTA) may not be inclusive; the poverty rate in this scenario is projected to rise to 75.8% by 2043, nearly 15 percentage points above the Current Path, potentially due to layoffs in import-competing sectors.","ai_generated":true,"unit":"issafri-000107#insight-5","date_modified":"2026-10-23"},{"text":"Economic growth and poverty reduction efforts may increase environmental degradation. By 2043, the AfCFTA and Agriculture scenarios are projected to result in the highest carbon emissions at 1.5 million tons.","ai_generated":true,"unit":"issafri-000107#insight-6","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","agricultural productivity","environmental degradation","sustainable agriculture","economic growth","poverty reduction"],"geography_discussed":["Bujumbura","Africa"],"frame_perspective":[],"analysis_type":["scenario analysis","economic forecasting","impact assessment"]},{"id":"issafri-000197","url":"https://climateinsightsdirectory.org/document/issafri-000197","title":"Algeria: Conclusion","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=DZ&topic=05-conclusion","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report concludes that Algeria's potential remains unfulfilled due to a dependency on hydrocarbons, poor agricultural yields, and weak governance. It advocates for a multi-sectoral approach to diversification, including investments in climate-smart agriculture, renewable energy, and the liberalisation of the economy to reduce the state's dominance in business and banking.","ai_generated":true,"unit":"issafri-000197#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Algeria's economic potential is currently hindered by a reliance on hydrocarbons, poor agricultural productivity, weak governance, and inadequate health systems. Under a 'Current Path' (business as usual) scenario, the country is projected to fail in meeting the Sustainable Development Goal (SDG) of ending preventable deaths for newborns and children under five by 2030.","ai_generated":true,"unit":"issafri-000197#insight-1","date_modified":"2026-10-23"},{"text":"To ensure food security and increase productivity, the government should adopt climate-smart technologies and improve land-use management, specifically by providing farmers with drought-resistant and disease-resistant seedlings, credit guarantees, and fertiliser.","ai_generated":true,"unit":"issafri-000197#insight-2","date_modified":"2026-10-23"},{"text":"Economic diversification requires reducing the state's control over major banks and businesses, liberalising market entry to shrink the informal sector, and promoting the manufacturing and services sectors.","ai_generated":true,"unit":"issafri-000197#insight-3","date_modified":"2026-10-23"},{"text":"The report recommends attracting Foreign Direct Investment (FDI) and Research and Development (R&D) into natural capital, specifically targeting renewable energy sources such as solar, wind, and geothermic power, alongside traditional fossil energy and minerals like uranium, helium, and iron.","ai_generated":true,"unit":"issafri-000197#insight-4","date_modified":"2026-10-23"},{"text":"Algeria can diversify its exports away from hydrocarbons by utilizing the African Continental Free Trade Area (AfCFTA) and refining its National Vision Plan through the ministry of trade and export promotion.","ai_generated":true,"unit":"issafri-000197#insight-5","date_modified":"2026-10-23"}],"climate_tags":["Climate-smart agriculture","economic diversity","renewable energy","solar energy","wind power","geothermal energy","food security"],"geography_discussed":["Africa"],"frame_perspective":[],"analysis_type":["policy recommendations","scenario modelling","economic forecasting"]},{"id":"issafri-000199","url":"https://climateinsightsdirectory.org/document/issafri-000199","title":"ANGOLA DEVELOPMENT FUTURES: GEOGRAPHIC 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=AO&topic=combined-agenda-2063","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report compares a 'Current Path' forecast for Angola with a 'Combined Agenda 2063' scenario, which integrates 11 sectoral improvements. The Combined scenario projects a dramatic increase in GDP per capita to US$16,023 by 2043 and a significant reduction in extreme poverty, though it also forecasts a substantial increase in carbon emissions due to industrial and demographic growth.","ai_generated":true,"unit":"issafri-000199#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Combined Agenda 2063 scenario, which integrates 11 sectoral scenarios and a 'synergistic effect', projects a significant increase in GDP per capita for Angola. GDP per capita is expected to reach US$7,864 by 2030 and US$16,023 by 2043, compared to a much slower growth rate on the Current Path.","ai_generated":true,"unit":"issafri-000199#insight-1","date_modified":"2026-10-23"},{"text":"Extreme poverty is projected to persist and grow under the Current Path, with over 30 million people living under the US$3.20 per day line by 2043 and the poverty rate remaining above 50% until the late 2030s. In contrast, the Combined Agenda 2063 scenario projects the number of extremely poor people to fall to 15 million and the poverty rate to 15% by 2043.","ai_generated":true,"unit":"issafri-000199#insight-2","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario shifts the sectoral composition of the economy, with services, ICT, and manufactures increasing their percentage contribution to GDP, while the energy sector's percentage contribution decreases by roughly three percentage points by the mid-2030s. In absolute terms, however, all sectors grow, with services projected to contribute US$126 billion more by 2040 than the Current Path.","ai_generated":true,"unit":"issafri-000199#insight-3","date_modified":"2026-10-23"},{"text":"Carbon emissions are projected to increase in all scenarios, doubling by 2030. While the Current Path projects 45.1 million tons of carbon by 2043, emissions increase more dramatically in the Combined Agenda 2063 scenario due to infrastructure development, agricultural activity, and manufacturing. To mitigate this, Angola has pledged under the Paris Climate Accords to reduce greenhouse gas emissions by 35% by 2030.","ai_generated":true,"unit":"issafri-000199#insight-4","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","renewable energy","Paris Agreement","greenhouse gas emissions","industrial manufacturing","agriculture"],"geography_discussed":["World"],"frame_perspective":[],"analysis_type":["economic forecasting","scenario analysis"]},{"id":"issafri-000285","url":"https://climateinsightsdirectory.org/document/issafri-000285","title":"Burundi Combined Agenda 2063: Current Path vs 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=BI&topic=04-combined-agenda-2063","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document models the potential for Burundi to achieve significant growth and poverty reduction through a combined policy push across sectors like governance, health, and agriculture. While the 'Combined scenario' predicts a dramatic increase in GDP and a sharp decline in extreme poverty by 2043, it also forecasts a higher increase in carbon emissions compared to the current path.","ai_generated":true,"unit":"issafri-000285#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Combined Agenda 2063 scenario would lead to a dramatic expansion of Burundi's economy, with GDP projected to grow from US$2.7 billion in 2019 to US$17.2 billion by 2043. This represents a 537% increase, which is significantly higher than the 185.2% increase projected on the Current Path, resulting in a GDP that is US$9.5 billion larger than the Current Path in 2043.","ai_generated":true,"unit":"issafri-000285#insight-1","date_modified":"2026-10-23"},{"text":"Implementing the Combined scenario is projected to significantly reduce extreme poverty in Burundi. By 2043, the extreme poverty rate (at the US$1.90 threshold) is expected to drop to roughly 12.4% (2.5 million people), compared to 61% (13.7 million people) on the Current Path, representing 11.2 million fewer poor people.","ai_generated":true,"unit":"issafri-000285#insight-2","date_modified":"2026-10-23"},{"text":"The Combined scenario would accelerate structural transformation in Burundi's economy. By 2043, the manufacturing sector's share of GDP would increase from 16% in 2019 to 26%, while the agriculture sector's share would decline from 31% in 2019 to 16%. The service sector would remain dominant, contributing 50% of GDP in 2043.","ai_generated":true,"unit":"issafri-000285#insight-3","date_modified":"2026-10-23"},{"text":"The Combined scenario is expected to improve living standards and social indicators. GDP per capita in 2043 would be US$1,909, which is US$883 more than the Current Path. Life expectancy at birth would reach 69.5 years by 2043, and the Gini coefficient for income inequality would drop to 0.29, compared to a projected 0.34 on the Current Path.","ai_generated":true,"unit":"issafri-000285#insight-4","date_modified":"2026-10-23"},{"text":"Rapid economic growth under the Combined scenario would lead to higher carbon emissions than the Current Path. Emissions are projected to increase from 0.2 million tons of carbon in 2019 to 2 million tons by 2043, a 900% increase, which is 0.7 million tons higher than the Current Path's projection.","ai_generated":true,"unit":"issafri-000285#insight-5","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","greenhouse gas","renewable energy","agriculture","industrial manufacturing","economic growth","poverty reduction"],"geography_discussed":["Tanzania","Democratic Republic of the Congo","Rwanda","Africa"],"frame_perspective":[],"analysis_type":["scenario modelling","economic forecasting"]},{"id":"issafri-000291","url":"https://climateinsightsdirectory.org/document/issafri-000291","title":"ALGERIA 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=DZ&topic=04-comparisons","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document models the potential impact of different development paths on Algeria's GDP, poverty levels, and energy landscape by 2043. It finds that a 'Combined scenario'—integrating improvements in governance, education, health, and infrastructure—would significantly increase GDP per capita and reduce extreme poverty and inequality. However, this economic growth is projected to increase carbon emissions. The analysis also highlights Algeria's heavy reliance on gas and oil, while noting its potential for renewable energy development.","ai_generated":true,"unit":"issafri-000291#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"In the Combined scenario, Algeria's GDP per capita is projected to reach US$22,727 by 2043, which is 38.3% (US$6,293) higher than the Current Path's estimate of US$16,437.","ai_generated":true,"unit":"issafri-000291#insight-1","date_modified":"2026-10-23"},{"text":"The AfCFTA scenario is identified as having the most significant positive impact on GDP per capita and the overall economy, increasing GDP by US$71.3 billion (15.7%) relative to the Current Path by 2043.","ai_generated":true,"unit":"issafri-000291#insight-2","date_modified":"2026-10-23"},{"text":"The Combined scenario is expected to drastically reduce extreme poverty (at the US$3.20 per day threshold), lifting 391,000 people out of poverty compared to the Current Path, leaving only 3,000 people in extreme poverty by 2043.","ai_generated":true,"unit":"issafri-000291#insight-3","date_modified":"2026-10-23"},{"text":"Economic expansion in the Combined scenario is driven largely by the service and manufacturing sectors; the service sector's contribution to GDP is projected to rise from 33.9% to 36.6%, while manufacturing will increase by 4.4 percentage points.","ai_generated":true,"unit":"issafri-000291#insight-4","date_modified":"2026-10-23"},{"text":"The Combined scenario is projected to reduce the informal economy's share of GDP by approximately 8.2% relative to the Current Path's 25.6%.","ai_generated":true,"unit":"issafri-000291#insight-5","date_modified":"2026-10-23"},{"text":"While the Combined scenario improves social metrics—increasing life expectancy to 82 years and reducing the Gini coefficient by 12.5%—it also increases total carbon emissions to 85 million tons by 2043, which is 19.2% higher than the Current Path.","ai_generated":true,"unit":"issafri-000291#insight-6","date_modified":"2026-10-23"},{"text":"Algeria's energy production is dominated by gas and oil; in 2019, gas production was 554 million BOE (59.8% of total production), and total energy production is forecast to grow from 926 million BOE in 2019 to 2.6 billion BOE by 2043 under the Current Path.","ai_generated":true,"unit":"issafri-000291#insight-7","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","renewable energy","climate change","natural gas","petroleum","coal","shale gas","energy transition"],"geography_discussed":["North Africa"],"frame_perspective":[],"analysis_type":["economic forecasting","scenario analysis","poverty assessment","energy analysis"]},{"id":"issafri-001864","url":"https://climateinsightsdirectory.org/document/issafri-001864","title":"Burundi 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/countries/burundi/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes Burundi's development prospects, highlighting a 'Current Path' characterized by slow growth, high poverty, and governance challenges. It models eight sectoral scenarios—Governance, Demographics and Health, Education, Large Infrastructure and Leapfrogging, Agriculture, Manufacturing, AfCFTA, and Financial Flows—to demonstrate how targeted interventions could improve GDP per capita and reduce extreme poverty. A 'Combined scenario' suggests that an integrated policy push could dramatically increase GDP to US$17.2 billion by 2043 and reduce the extreme poverty rate by 49 percentage points compared to the Current Path, though this would result in higher carbon emissions.","ai_generated":true,"unit":"issafri-001864#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"On the Current Path, Burundi's GDP is projected to reach US$7.7 billion by 2043, reflecting an annual average growth rate of 4.6% from 2022 to 2043, which is significantly lower than the targets in the National Development Plan 2018–2027.","ai_generated":true,"unit":"issafri-001864#insight-1","date_modified":"2026-10-23"},{"text":"Burundi's population is growing rapidly and is projected to almost double to 22.4 million by 2043 on the Current Path, driven by high fertility, limited family planning education, and poor healthcare access.","ai_generated":true,"unit":"issafri-001864#insight-2","date_modified":"2026-10-23"},{"text":"The agriculture sector provides income for approximately 86% of the population, but low productivity and climate-related shocks lead to food insecurity; on the Current Path, agriculture import dependence is expected to rise to 53.7% of total demand by 2043.","ai_generated":true,"unit":"issafri-001864#insight-3","date_modified":"2026-10-23"},{"text":"Infrastructure deficits, particularly in electricity and roads, severely constrain economic modernization; only 11.7% of the population had electricity access in 2020, and the share of the rural population within 2 km of an all-weather road is projected to reach only 40.5% by 2043 on the Current Path.","ai_generated":true,"unit":"issafri-001864#insight-4","date_modified":"2026-10-23"},{"text":"Burundi faces severe governance challenges, ranking 169th out of 180 countries in the 2021 Corruption Perceptions Index; the Governance scenario suggests that improving security, capacity, and inclusion could increase overall governance performance by nearly 20% over the Current Path by 2043.","ai_generated":true,"unit":"issafri-001864#insight-5","date_modified":"2026-10-23"},{"text":"The implementation of the African Continental Free Trade Area (AfCFTA) could significantly reduce Burundi's trade deficit from a projected 48.3% of GDP on the Current Path to 12.6% of GDP by 2043.","ai_generated":true,"unit":"issafri-001864#insight-6","date_modified":"2026-10-23"},{"text":"The 'Combined scenario'—integrating all eight sectoral interventions—would result in a GDP of US$17.2 billion by 2043 and reduce the extreme poverty rate by approximately 49 percentage points compared to the Current Path, meaning 11.2 million fewer people in extreme poverty.","ai_generated":true,"unit":"issafri-001864#insight-7","date_modified":"2026-10-23"},{"text":"Rapid economic growth under the Combined scenario would lead to a 900% increase in carbon emissions between 2019 and 2043, reaching 2 million tons, which is 0.7 million tons higher than the Current Path.","ai_generated":true,"unit":"issafri-001864#insight-8","date_modified":"2026-10-23"}],"climate_tags":["agriculture","carbon dioxide emissions","climate change","renewable energy","solar energy","biomass","wind energy","deforestation","agricultural irrigation"],"geography_discussed":["Rwanda","Democratic Republic of the Congo","Tanzania","Africa"],"frame_perspective":[],"analysis_type":["scenario analysis","economic forecasting","policy assessment"]},{"id":"issafri-000017","url":"https://climateinsightsdirectory.org/document/issafri-000017","title":"Leapfrogging","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-05-25","source_url":"https://futures.issafrica.org/thematic/09-leapfrog/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document examines 'technological leapfrogging' in Africa, focusing on how decentralised renewable energy, mobile finance, and artificial intelligence can overcome infrastructure deficits. It presents a 'Large Infrastructure and Leapfrogging' scenario projecting significant GDP growth and poverty reduction by 2050, while providing policy recommendations to address structural bottlenecks in skills, financing, and regulation.","ai_generated":true,"unit":"issafri-000017#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Africa can bypass traditional fossil fuel-based energy systems by scaling decentralised renewable solutions. Solar-based off-grid and mini-grid systems are expanding electricity access more affordably than traditional grids, particularly in rural areas. World Bank estimates suggest that providing electricity to 380 million people by 2030 would require over 160,000 mini-grids at a cost of approximately US$ 91 billion.","ai_generated":true,"unit":"issafri-000017#insight-1","date_modified":"2026-10-23"},{"text":"Mobile technology has fundamentally transformed financial inclusion in Africa, with sub-Saharan Africa leading globally. By 2025, the region had over 1 billion mobile money accounts and 280 million active users, with annual transaction values exceeding US$1 trillion. M-Pesa specifically processed approximately 37 billion transactions in 2025.","ai_generated":true,"unit":"issafri-000017#insight-2","date_modified":"2026-10-23"},{"text":"Artificial Intelligence (AI) is identified as the next frontier for leapfrogging, with the potential to generate up to US$ 1 trillion in additional GDP by 2035. AI can bypass constraints in healthcare, agriculture, and tax administration; for example, the South African Revenue Service (SARS) uses AI and advanced analytics to detect tax evasion and improve compliance.","ai_generated":true,"unit":"issafri-000017#insight-3","date_modified":"2026-10-23"},{"text":"Digital ID systems are critical for formalising Africa's large informal economy, which accounted for approximately 27% of GDP and 58% of the labour force in 2024. Full digital ID coverage is estimated to potentially unlock economic value equal to 3–13% of GDP by 2030.","ai_generated":true,"unit":"issafri-000017#insight-4","date_modified":"2026-10-23"},{"text":"The 'Large Infrastructure and Leapfrogging' scenario projects that by 2050, strategic investments in technology and infrastructure could increase Africa's average GDP per capita (PPP) by about US$510 and expand the overall economy by nearly US$1 trillion compared to current path projections.","ai_generated":true,"unit":"issafri-000017#insight-5","date_modified":"2026-10-23"},{"text":"Under the optimistic scenario, extreme poverty in Africa could be reduced by 63 million people by 2050, bringing the total number of people in poverty down to around 299 million and reducing the poverty rate to 11.5%.","ai_generated":true,"unit":"issafri-000017#insight-6","date_modified":"2026-10-23"},{"text":"Specific technological applications have already shown success: drones in Mozambique (Third Eye project) increased crop yields by 41% and reduced water use by 9%, while Zipline drones in Rwanda reduced blood delivery times from 4 hours to 15 minutes.","ai_generated":true,"unit":"issafri-000017#insight-7","date_modified":"2026-10-23"}],"climate_tags":["solar energy","wind power","green hydrogen","climate finance","precision agriculture","energy transition"],"geography_discussed":["sub-Saharan Africa","Kenya","South Africa","Mozambique","Rwanda","Nigeria","Democratic Republic of the Congo","Ethiopia","Senegal","Bangladesh"],"frame_perspective":[],"analysis_type":["scenario modelling","policy analysis","economic forecasting"]},{"id":"issafri-000238","url":"https://climateinsightsdirectory.org/document/issafri-000238","title":"Impact of the Large Infrastructure and Leapfrogging Scenario","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-05-25","source_url":"https://futures.issafrica.org/thematic/guide.pdf?thematic=09-leapfrog&topic=09-impact","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Large Infrastructure and Leapfrogging scenario is projected to accelerate Africa's average annual economic growth to 6% between 2027 and 2050, resulting in a total GDP nearly US$1 trillion higher than the baseline by 2050. This trajectory is expected to increase average GDP per capita by approximately US$510 and reduce the number of people in extreme poverty by 63 million, bringing the poverty rate down to 11.5% by 2050.","ai_generated":true,"unit":"issafri-000238#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the Large Infrastructure and Leapfrogging scenario, Africa's economy is forecast to grow at an average annual rate of approximately 6% from 2027 to 2050, which is one percentage point higher than the 5% growth projected in the Current Path scenario. This would result in a total GDP increase of nearly US$948 billion (in 2017 dollars) by 2050 relative to the baseline, with the most significant absolute increases occurring in South Africa, Egypt, and Nigeria.","ai_generated":true,"unit":"issafri-000238#insight-1","date_modified":"2026-10-23"},{"text":"By 2050, the average GDP per capita in Africa (at purchasing power parity) is projected to be approximately US$510 higher under the Large Infrastructure and Leapfrogging scenario than under the Current Path, despite a projected population exceeding 2.5 billion by that year.","ai_generated":true,"unit":"issafri-000238#insight-2","date_modified":"2026-10-23"},{"text":"The combination of technological innovations and improved transport and energy infrastructure is projected to reduce the number of people living in extreme poverty to 299 million by 2050, which is 63 million fewer than the Current Path. This would lower the poverty rate to 11.5%, a decrease of 2.4 percentage points from the baseline. The most significant absolute reductions in poverty are expected in Nigeria and DR Congo, with low-income countries seeing the largest gains (38.6 million fewer people in poverty) and lower-middle-income countries seeing 23 million fewer.","ai_generated":true,"unit":"issafri-000238#insight-3","date_modified":"2026-10-23"}],"climate_tags":["energy infrastructure","economic growth"],"geography_discussed":["Nigeria","Egypt","South Africa","Democratic Republic of the Congo"],"frame_perspective":[],"analysis_type":["economic forecasting","scenario analysis"]},{"id":"issafri-000277","url":"https://climateinsightsdirectory.org/document/issafri-000277","title":"Technological Leapfrogging and the Formalisation of Africa’s Informal Sector","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-05-25","source_url":"https://futures.issafrica.org/thematic/guide.pdf?thematic=09-leapfrog&topic=05-technological-leapfrogging","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","geography_discussed","analysis_type"],"summary":{"text":"The paper examines the role of technological leapfrogging in transitioning Africa's large informal economy into the formal sector. It highlights that in 2024, the informal sector accounted for 58% of the labour force and 27% of GDP, with projections suggesting a decline to 50% of the labour force and 24% of GDP by 2050. The author identifies digital ID systems as the critical first step for formalisation, noting that roughly half of the world's one billion people without official identification live in Africa. The document asserts that digitisation—including biometric IDs, mobile payment solutions, and PAYG models—can expand the tax base and improve access to credit and social protections without imposing heavy compliance costs on small-scale operators.","ai_generated":true,"unit":"issafri-000277#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Africa's informal sector represents a significant portion of the economy, though it is projected to shrink slightly by 2050. In 2024, it comprised approximately 27% of GDP and 58% of the total labour force, with forecasts predicting a decrease to 24% of GDP and 50% of the labour force by 2050.","ai_generated":true,"unit":"issafri-000277#insight-1","date_modified":"2026-10-23"},{"text":"Digital ID systems are identified as the essential starting point for formalisation. Africa is home to approximately half of the one billion people globally who lack official identification, although countries like Nigeria and South Africa have advanced biometric ID programs.","ai_generated":true,"unit":"issafri-000277#insight-2","date_modified":"2026-10-23"},{"text":"Widespread adoption of digital ID coverage has the potential to generate significant economic value. A McKinsey study involving seven countries, including Ethiopia and Nigeria, estimated that such coverage could unlock value equal to 3–13% of GDP by 2030.","ai_generated":true,"unit":"issafri-000277#insight-3","date_modified":"2026-10-23"},{"text":"Technological tools allow governments to expand the tax base and increase domestic revenue mobilisation with low burdens on small operators. Specifically, mobile payment platforms, biometric IDs, and digital transaction records enable the monitoring of economic activity without onerous compliance requirements.","ai_generated":true,"unit":"issafri-000277#insight-4","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":["South Africa","Nigeria","Brazil","People's Republic of China","Ethiopia","India","United Kingdom","United States"],"frame_perspective":[],"analysis_type":["economic forecasting","policy analysis"]},{"id":"issafri-000145","url":"https://climateinsightsdirectory.org/document/issafri-000145","title":"Impact of the Agriculture Scenario","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-04-21","source_url":"https://futures.issafrica.org/thematic/guide.pdf?thematic=04-agriculture&topic=10-impact-of-the-agriculture-scenario","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Agriculture scenario projects a significant increase in Africa's agricultural production, reducing food import dependence and extreme poverty while boosting GDP. By 2043, production could reach 2,167 million metric tons, with Nigeria emerging as the most significant producer. The scenario is expected to reduce the number of extremely poor Africans to 339 million and increase the total economy by US$354 billion compared to the Current Path. However, these gains depend on water availability, climate-driven carbon fertilisation, and the adoption of temperature-tolerant cultivars.","ai_generated":true,"unit":"issafri-000145#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the Agriculture scenario, Africa's agricultural production is projected to more than double over the next two decades, reaching approximately 2,167 million metric tons by 2043. This represents an additional 486 million metric tons of food compared to the Current Path forecast for the same year.","ai_generated":true,"unit":"issafri-000145#insight-1","date_modified":"2026-10-23"},{"text":"The Agriculture scenario significantly improves food security and health outcomes by 2043, reducing the number of malnourished children by over 1.7 million and decreasing infant mortality by nearly a million child deaths per 1,000 live births relative to the Current Path.","ai_generated":true,"unit":"issafri-000145#insight-2","date_modified":"2026-10-23"},{"text":"The scenario reduces Africa's food import dependence to 10.6% by 2043, compared to a projected 30.4% under the Current Path. This shift could reduce the agricultural import bill by US$212 billion and increase export earnings to US$276 billion by 2043.","ai_generated":true,"unit":"issafri-000145#insight-3","date_modified":"2026-10-23"},{"text":"Nigeria is projected to become Africa's most significant agricultural producer by 2043, with production potentially increasing from 311 million metric tons (Current Path) to 438 million metric tons under the Agriculture scenario.","ai_generated":true,"unit":"issafri-000145#insight-4","date_modified":"2026-10-23"},{"text":"The Agriculture scenario is expected to reduce the number of extremely poor Africans (using a US$1.90 benchmark) to 339 million (15%) by 2043, compared to 398 million (18%) in the Current Path. The greatest poverty reductions are expected in Malawi, Madagascar, and Sierra Leone.","ai_generated":true,"unit":"issafri-000145#insight-5","date_modified":"2026-10-23"},{"text":"By 2043, the Agriculture scenario would make Africa's total economy US$354 billion larger than the Current Path forecast, increasing average GDP per person (PPP) by US$204. West Africa is projected to benefit most proportionally with a 5% increase over the Current Path.","ai_generated":true,"unit":"issafri-000145#insight-6","date_modified":"2026-10-23"},{"text":"While total output increases, the scenario accelerates the decline of the agricultural sector's share of the labour force, shifting employment toward downstream agro-processing in urban centres.","ai_generated":true,"unit":"issafri-000145#insight-7","date_modified":"2026-10-23"},{"text":"The projected gains are contingent on several variables, including water availability for irrigation, the impact of climate-driven carbon fertilisation on crops, and the development of temperature-tolerant genetically modified plants and cultivars.","ai_generated":true,"unit":"issafri-000145#insight-8","date_modified":"2026-10-23"}],"climate_tags":["agricultural production","food security","poverty reduction","climate change"],"geography_discussed":["Nigeria","Ethiopia","Democratic Republic of the Congo","Ivory Coast","Tanzania","South Africa","Kenya","Egypt","Madagascar","Gabon","Mozambique","Malawi","Sierra Leone","Mali","São Tomé and Príncipe","Central African Republic","North Africa","West Africa","East Africa","Southern Africa","Central Africa"],"frame_perspective":[],"analysis_type":["scenario analysis","economic forecasting"]},{"id":"issafri-000228","url":"https://climateinsightsdirectory.org/document/issafri-000228","title":"Impact of the Gender Scenario","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-04-21","source_url":"https://futures.issafrica.org/thematic/guide.pdf?thematic=16-gender&topic=09-impact","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The research finds that an aggressive reduction in gender inequality would significantly increase Africa's GDP, GDP per capita, and human development indices by 2043. The most substantial economic gains are projected in the service sector and in regions with currently high gender gaps, such as North and West Africa. Socially, the Gender scenario is forecast to lift millions out of extreme poverty and reduce the number of stunted children by 6 million compared to the Current Path.","ai_generated":true,"unit":"issafri-000228#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Reducing gender gaps in education and labour force participation would increase Africa's GDP by 2043. Specifically, reducing the education gap would add approximately US$39.2 billion (0.5% increase), while reducing the labour force participation gap would add US$148.2 billion (1.8% increase) compared to the Current Path forecast.","ai_generated":true,"unit":"issafri-000228#insight-1","date_modified":"2026-10-23"},{"text":"In the Gender scenario, the total African economy in 2043 is projected to be US$259 billion (3.3%) larger than the Current Path forecast. The most significant absolute GDP gains are expected in West Africa (US$90 billion) and North Africa (US$89 billion).","ai_generated":true,"unit":"issafri-000228#insight-2","date_modified":"2026-10-23"},{"text":"The service sector is the primary beneficiary of reduced gender inequalities, with a projected increase of US$174 billion (4%) by 2043. The manufacturing sector is also expected to grow by US$56 billion (3%). Conversely, the agriculture sector's value added is forecast to decline below the Current Path after 2030 as women move into other sectors.","ai_generated":true,"unit":"issafri-000228#insight-3","date_modified":"2026-10-23"},{"text":"Africa's GDP per capita (PPP) in 2043 is forecast to reach US$7,434 under the Gender scenario, which is a 5% increase (US$355) over the Current Path forecast of US$7,079. North Africa would see the highest absolute increase in GDP per capita at US$750.","ai_generated":true,"unit":"issafri-000228#insight-4","date_modified":"2026-10-23"},{"text":"The Gender scenario could significantly reduce extreme poverty (defined as US$1.90), lifting approximately 10 million Africans out of poverty by 2030 and 53 million by 2043. Nigeria is projected to see the largest absolute reduction, with 12 million fewer poor people by 2043.","ai_generated":true,"unit":"issafri-000228#insight-5","date_modified":"2026-10-23"},{"text":"Gender equality improvements are forecast to reduce the number of stunted children in Africa to 35 million by 2043, which is 6 million fewer than the 41 million projected under the Current Path.","ai_generated":true,"unit":"issafri-000228#insight-6","date_modified":"2026-10-23"},{"text":"The Gender scenario is expected to improve the Human Development Index (HDI) across all African countries, with the most significant percentage improvements in Chad and Niger. The overall gender gap in the HDI for Africa is forecast to decrease from 6% in the Current Path to 4% in the Gender scenario by 2043.","ai_generated":true,"unit":"issafri-000228#insight-7","date_modified":"2026-10-23"}],"climate_tags":["gender equality","poverty reduction","economic growth","industrial manufacturing"],"geography_discussed":["West Africa","North Africa","Southern Africa","East Africa","Central Africa","Egypt","Nigeria","Seychelles","Comoros","São Tomé and Príncipe","Burundi","Gabon","Mauritius","Somalia","Madagascar","Sierra Leone","Malawi","Liberia","Chad","Niger"],"frame_perspective":[],"analysis_type":["economic forecasting","scenario analysis"]},{"id":"issafri-000229","url":"https://climateinsightsdirectory.org/document/issafri-000229","title":"AFRICA GENDER FUTURES: THEMATIC FUTURES","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-04-21","source_url":"https://futures.issafrica.org/thematic/guide.pdf?thematic=16-gender&topic=10-impact-gender-equality","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document forecasts that achieving full gender equality by 2043 would significantly boost Africa's economy, increasing GDP by US$1 trillion compared to the current path and lifting 80 million more people out of extreme poverty. The most substantial gains are projected for North Africa and specific countries like Egypt and Nigeria, though the extent of the benefit depends on a country's economic structure and population growth.","ai_generated":true,"unit":"issafri-000229#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Achieving full gender parity by 2043 is projected to increase Africa's GDP to US$9.1 trillion, which is US$1 trillion larger than the forecast for the Current Path (US$8.1 trillion) and US$740 billion larger than the Gender scenario.","ai_generated":true,"unit":"issafri-000229#insight-1","date_modified":"2026-10-23"},{"text":"North Africa is expected to see the most significant positive momentum under the Gender Equality scenario, with its economy becoming US$469 billion larger than the Current Path forecast by 2043. Other regional gains include West Africa (US$306 billion), East Africa (US$104.5 billion), Southern Africa (US$101 billion), and Central Africa (US$72 billion).","ai_generated":true,"unit":"issafri-000229#insight-2","date_modified":"2026-10-23"},{"text":"At the country level, Egypt and Nigeria are projected to see the largest absolute improvements in GDP, while North African countries (Algeria, Morocco, Tunisia, Egypt) and Somalia would experience the largest percentage increases, ranging from 20% to 30% compared to the Current Path.","ai_generated":true,"unit":"issafri-000229#insight-3","date_modified":"2026-10-23"},{"text":"The Gender Equality scenario is forecast to reduce the number of people living in extreme poverty (using a US$1.90 threshold) to 314 million by 2043, which is 80 million fewer than the Current Path projection and 28 million fewer than the Gender scenario.","ai_generated":true,"unit":"issafri-000229#insight-4","date_modified":"2026-10-23"},{"text":"The ability of a country to benefit from the elimination of gender barriers in education and employment is linked to its economic structure; countries with high population growth and small, undiversified economies—such as Burundi, Central African Republic, Sierra Leone, Liberia, South Sudan, and Guinea Bissau—show the least absolute improvement in income levels.","ai_generated":true,"unit":"issafri-000229#insight-5","date_modified":"2026-10-23"}],"climate_tags":["gender equality","economic growth","poverty reduction"],"geography_discussed":["North Africa","West Africa","East Africa","Southern Africa","Central Africa","Seychelles","Egypt","Tunisia","Morocco","Algeria","Somalia","Nigeria","Eswatini","Libya","Guinea-Bissau","South Sudan","Liberia","Sierra Leone","Central African Republic","Burundi"],"frame_perspective":[],"analysis_type":["economic forecasting","scenario analysis"]},{"id":"issafri-000008","url":"https://climateinsightsdirectory.org/document/issafri-000008","title":"Manufacturing","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-03-29","source_url":"https://futures.issafrica.org/thematic/07-manufacturing/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report examines Africa's history of 'premature deindustrialisation' and proposes a strategic shift toward manufacturing to drive structural transformation. It models a scenario where increased investment in R&D, infrastructure, and labour participation leads to significant GDP growth, the creation of millions of jobs, and a substantial reduction in extreme poverty by 2043.","ai_generated":true,"unit":"issafri-000008#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Africa has experienced a trend of premature deindustrialisation, where economies transitioned from agriculture directly into low-value services, bypassing the manufacturing stage typical of successful industrialised nations.","ai_generated":true,"unit":"issafri-000008#insight-1","date_modified":"2026-10-23"},{"text":"The manufacturing sector's contribution to Africa's GDP has remained stagnant, staying under 13% since 2020, with only five countries—Nigeria, Egypt, South Africa, Algeria, and Morocco—having a manufacturing value added exceeding US$10 billion in 2023.","ai_generated":true,"unit":"issafri-000008#insight-2","date_modified":"2026-10-23"},{"text":"Critical barriers to industrial growth include severe infrastructure deficits, particularly in power and transport; for example, 90% of Nigerian manufacturers rely on diesel generators due to grid instability, costing the sector approximately US$27 billion annually.","ai_generated":true,"unit":"issafri-000008#insight-3","date_modified":"2026-10-23"},{"text":"The African Continental Free Trade Area (AfCFTA) is identified as a primary catalyst for industrialisation by creating economies of scale and regional value chains, with the potential to raise Africa's GDP by US$592 billion above the current path by 2043.","ai_generated":true,"unit":"issafri-000008#insight-4","date_modified":"2026-10-23"},{"text":"A modeled 'Manufacturing scenario' predicts that by 2043, manufacturing's share of GDP would increase by 1.8 percentage points over the business-as-usual path, adding US$168.2 billion to the sector and US$282.8 billion to the overall economy.","ai_generated":true,"unit":"issafri-000008#insight-5","date_modified":"2026-10-23"},{"text":"The proposed industrial push is estimated to generate 34.6 million additional jobs by 2043, comprising 3.7 million skilled and 30.9 million unskilled positions, while lifting 19.1 million more people out of extreme poverty than the current path.","ai_generated":true,"unit":"issafri-000008#insight-6","date_modified":"2026-10-23"},{"text":"The Manufacturing scenario would improve fiscal stability by increasing government revenue by US$81.6 billion by 2043 and raising GDP per capita by US$190 relative to current forecasts.","ai_generated":true,"unit":"issafri-000008#insight-7","date_modified":"2026-10-23"},{"text":"Chinese investment is significantly shaping Africa's industrial landscape, with nearly one-third of the 10,000+ Chinese companies in Africa engaged in manufacturing, accounting for over 12% of the continent's industrial output.","ai_generated":true,"unit":"issafri-000008#insight-8","date_modified":"2026-10-23"},{"text":"New industrial frontiers are emerging in electric vehicles (EVs) and pharmaceuticals, exemplified by the DRC-Zambia Battery Valley initiative and vaccine production lines in Senegal, South Africa, Rwanda, Ghana, and Egypt.","ai_generated":true,"unit":"issafri-000008#insight-9","date_modified":"2026-10-23"}],"climate_tags":["renewable energy","circular economy","electric vehicle","Battery Manufacturing","climate finance"],"geography_discussed":["Nigeria","Egypt","South Africa","Ethiopia","Democratic Republic of the Congo","Zambia","Morocco","Ghana","Kenya","Rwanda","People's Republic of China","India","World"],"frame_perspective":[],"analysis_type":["scenario modelling","economic forecasting","policy assessment"]},{"id":"issafri-000036","url":"https://climateinsightsdirectory.org/document/issafri-000036","title":"The AfCFTA Introduction","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-03-29","source_url":"https://futures.issafrica.org/thematic/guide.pdf?thematic=08-afcfta&topic=01-introduction","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document argues that Africa's economic underperformance is linked to a failure to maximize globalization and a heavy reliance on primary exports. It forecasts that full implementation of the AfCFTA would increase Africa's share of world exports to 4.4% and raise GDP per capita to US$6,602 by 2043, compared to 3.5% of exports and US$6,197 GDP per capita under a 'Current Path' scenario. Additionally, the AfCFTA is identified as a tool to reduce African countries' exposure to the European Union's Carbon Border Adjustment Mechanism (CBAM) by diversifying export markets.","ai_generated":true,"unit":"issafri-000036#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Africa's current economic position is characterized by a significant gap in global GDP and a trade profile heavily skewed toward primary goods, despite various international trade agreements. In 2023, Africa held 18.2% of the world's population but only 2.9% of global GDP, with exports representing 2.2% of world exports.","ai_generated":true,"unit":"issafri-000036#insight-1","date_modified":"2026-10-23"},{"text":"The continent's reliance on primary exports limits its participation in global value chains and results in slow growth due to price volatility and a lack of local economic linkages. This is exemplified by Ghana and Côte d'Ivoire, which produce 53% of the world's cocoa but still import chocolate from the UK and Switzerland.","ai_generated":true,"unit":"issafri-000036#insight-2","date_modified":"2026-10-23"},{"text":"Projections for 2043 show that full implementation of the AfCFTA would lead to better economic outcomes than the 'Current Path' (business-as-usual) scenario. Under AfCFTA, total exports are forecasted to reach 4.4% of world exports and GDP per capita to reach US$6,602, whereas the Current Path predicts 3.5% of world exports and a GDP per capita of US$6,197.","ai_generated":true,"unit":"issafri-000036#insight-3","date_modified":"2026-10-23"},{"text":"The AfCFTA could mitigate the negative impact of the European Union's Carbon Border Adjustment Mechanism (CBAM), which takes full effect in January 2026. Because African production and distribution rely heavily on fossil fuels, the AfCFTA would help countries diversify export markets and reduce the competitiveness risks associated with paying for embodied carbon emissions required by the EU.","ai_generated":true,"unit":"issafri-000036#insight-4","date_modified":"2026-10-23"}],"climate_tags":["Carbon Border Adjustment Mechanism","fossil fuel"],"geography_discussed":["United Kingdom","United States","People's Republic of China","Japan","Hong Kong","Korea","Singapore","Taiwan","Ghana","Ivory Coast","Switzerland","European Union"],"frame_perspective":[],"analysis_type":["economic forecasting","policy analysis"]},{"id":"issafri-000054","url":"https://climateinsightsdirectory.org/document/issafri-000054","title":"AFCFTA FUTURES: THEMATIC FUTURES Annexure","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-03-29","source_url":"https://futures.issafrica.org/thematic/guide.pdf?thematic=08-afcfta&topic=13-annexure","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document synthesises projections from AFREXIMBANK, UNCTAD, UNDESA, IMF, the Pardee Centre, and the World Bank on the AfCFTA's potential to increase intra-African trade, boost GDP growth, reduce poverty, and raise wages, particularly for women and skilled workers.","ai_generated":true,"unit":"issafri-000054#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"AFREXIMBANK estimated in 2018 that intra-Africa trade has an untapped export potential of over US$84 billion, which would increase total intra-Africa trade to US$231 billion. The largest share of this untapped potential, US$53 billion, is located in Southern Africa, followed by North Africa (US$13.4 billion), West Africa (US$9.5 billion), East Africa (US$7.8 billion), and Central Africa (US$840 million). Competitive sectors include plastics and rubber, motor vehicles and parts, food products, machinery, and mineral commodities.","ai_generated":true,"unit":"issafri-000054#insight-1","date_modified":"2026-10-23"},{"text":"UNCTAD's 2019 scenario for full AfCFTA implementation with all tariffs eliminated projects net welfare gains of approximately US$16 billion, GDP growth nearly 1% faster than the baseline, a one-third increase in intra-Africa trade, and a 50% reduction in Africa's total trade deficit. Employment is expected to improve by slightly over 1%.","ai_generated":true,"unit":"issafri-000054#insight-2","date_modified":"2026-10-23"},{"text":"Other institutional projections include a 2019 UNDESA estimate that growth could accelerate by 0.3 to 0.6 percentage points by 2040, and a 2020 IMF study suggesting long-term income gains of at least 2.1% and an addition of US$60 billion to African exports. Additionally, the Frederick S. Pardee Centre for International Futures projected in 2021 that intra-Africa trade would reach 40% of total African trade by 2063.","ai_generated":true,"unit":"issafri-000054#insight-3","date_modified":"2026-10-23"},{"text":"A 2022 World Bank and AfCFTA Secretariat report indicates that full implementation by 2035 could increase global exports by 32%, intra-Africa exports by up to 109%, and overall income by 8%, while lifting 50 million people out of poverty. Wage gains are expected to be highest for skilled workers and women, with female workers' wages projected to be 11.2% higher and male workers' wages 9.8% higher by 2035.","ai_generated":true,"unit":"issafri-000054#insight-4","date_modified":"2026-10-23"}],"climate_tags":["economic growth","poverty reduction"],"geography_discussed":["Southern Africa","North Africa","West Africa","East Africa","Central Africa"],"frame_perspective":[],"analysis_type":["economic forecasting","impact assessment"]},{"id":"issafri-000079","url":"https://climateinsightsdirectory.org/document/issafri-000079","title":"AFRICA MANUFACTURING FORECAST: THEMATIC FUTURES","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-03-29","source_url":"https://futures.issafrica.org/thematic/guide.pdf?thematic=07-manufacturing&topic=07-manufacturing-scenario","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","analysis_type"],"summary":{"text":"The document describes a hypothetical 'Manufacturing scenario' for Africa extending to 2043, which assumes a series of interventions starting in 2027 to accelerate industrialisation. Key levers include increasing manufacturing investment to GDP by 1.6 points (US$120 billion) above the current path, boosting R&D expenditure by 0.043 percentage points, and implementing regulatory reforms aligned with the AfCFTA. The scenario predicts significant social gains, including a reduction in the informal sector's contribution to GDP by 1.8 percentage points and a narrowing of the labour force participation gender gap to 8.9 points by 2043.","ai_generated":true,"unit":"issafri-000079#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Manufacturing scenario projects that by 2043, Africa's ratio of manufacturing investment to GDP will be 1.6 percentage points, or approximately US$120 billion, higher than the projected 'Current Path'.","ai_generated":true,"unit":"issafri-000079#insight-1","date_modified":"2026-10-23"},{"text":"To drive technological advancement and productivity, the scenario envisions an increase in R&D expenditure as a share of GDP, adding roughly 0.043 percentage points by 2043 compared to the Current Path, supported by vocational training and foreign partnerships.","ai_generated":true,"unit":"issafri-000079#insight-2","date_modified":"2026-10-23"},{"text":"The scenario assumes regulatory reforms and policies to support industrial growth, including the use of targeted subsidies for electronics assembly, textiles, and agro-processing, as well as trade policies aligned with the AfCFTA to reduce tariffs on intermediate inputs.","ai_generated":true,"unit":"issafri-000079#insight-3","date_modified":"2026-10-23"},{"text":"By 2043, the Manufacturing scenario expects the informal sector's contribution to GDP and employment to be 1.8 and 8.9 percentage points lower, respectively, than the Current Path, driven by policies encouraging business formalisation.","ai_generated":true,"unit":"issafri-000079#insight-4","date_modified":"2026-10-23"},{"text":"The scenario predicts a significant increase in labour force participation, particularly for women, narrowing the gender gap to 8.9 points by 2043—a 2.1-point improvement over the Current Path's expected 10.7-point gap.","ai_generated":true,"unit":"issafri-000079#insight-5","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":[],"frame_perspective":[],"analysis_type":["scenario modelling","economic forecasting"]},{"id":"issafri-000089","url":"https://climateinsightsdirectory.org/document/issafri-000089","title":"The Sustainable Scenario","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-03-29","source_url":"https://futures.issafrica.org/thematic/guide.pdf?thematic=14-climate-change&topic=07-sustainable-scenarios","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The 'Sustainable Africa' scenario, which combines differentiated carbon taxes and energy efficiency policies, is projected to significantly reduce fossil fuel emissions while accelerating economic growth and reducing extreme poverty in Africa by 2050 and 2063.","ai_generated":true,"unit":"issafri-000089#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Sustainable Africa scenario is projected to reduce carbon emissions from fossil fuels by 7.5% in 2050 and 17.6% by 2063 compared to the Current Path, while increasing average annual economic growth to 7.7% from 4.3%.","ai_generated":true,"unit":"issafri-000089#insight-1","date_modified":"2026-10-23"},{"text":"By 2050, the Sustainable Africa scenario would result in an economy 79% larger than the Current Path, with GDP per capita 61% higher and a reduction in the number of people living in extreme poverty from 341 million to 105 million.","ai_generated":true,"unit":"issafri-000089#insight-2","date_modified":"2026-10-23"},{"text":"Despite economic growth, mitigation policies would limit energy demand growth; by 2063, African per capita demand is projected to be 10.7 barrels of oil equivalent, compared to 6.4 barrels per person in the Current Path for 2050.","ai_generated":true,"unit":"issafri-000089#insight-3","date_modified":"2026-10-23"},{"text":"The implementation of a Differentiated Pay carbon tax is identified as having a significant impact, driving CO equivalent emissions below those of the Current Path.","ai_generated":true,"unit":"issafri-000089#insight-4","date_modified":"2026-10-23"}],"climate_tags":["carbon tax","energy efficiency","economic growth","poverty reduction","energy demand"],"geography_discussed":["World"],"frame_perspective":[],"analysis_type":["scenario analysis","economic forecasting"]},{"id":"issafri-000194","url":"https://climateinsightsdirectory.org/document/issafri-000194","title":"Africa’s Development Potential in the Combined Scenario","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-03-29","source_url":"https://futures.issafrica.org/thematic/guide.pdf?thematic=17-combined-agenda-2063&topic=04-africa-development","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The research paper projects that a 'Combined scenario'—integrating policy coherence, governance, and strategic investment—would significantly increase Africa's GDP to US$8.9 trillion by 2043 and reduce extreme poverty to 242 million people. It highlights that while low-income countries like the DR Congo and Mozambique would see the fastest growth, the African Continental Free Trade Area (AfCFTA) and governance reforms are the most effective drivers of per capita income and poverty reduction across the continent.","ai_generated":true,"unit":"issafri-000194#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the Combined scenario, Africa's economy is projected to reach approximately US$8.9 trillion by 2043 with an average annual growth rate of 6.2%, significantly higher than the US$6.4 trillion and 4.5% growth rate projected under the Current Path.","ai_generated":true,"unit":"issafri-000194#insight-1","date_modified":"2026-10-23"},{"text":"GDP per capita in PPP terms is expected to rise from US$4,850 in 2023 to US$6,758 by 2043 in the Combined scenario, a 147% increase. This would raise Africa's average per capita income to 28% of the world average (excluding Africa), compared to 25% in 2023.","ai_generated":true,"unit":"issafri-000194#insight-2","date_modified":"2026-10-23"},{"text":"The Combined scenario predicts a dramatic reduction in extreme poverty, falling from 462 million people in 2023 to 242 million by 2043 (10% of the projected population), whereas the Current Path only sees a slight decrease to 441 million.","ai_generated":true,"unit":"issafri-000194#insight-3","date_modified":"2026-10-23"},{"text":"Economic growth and poverty reduction are not uniform; low-income countries such as the DR Congo, Uganda, Mozambique, Liberia, and Rwanda are projected to experience the most rapid growth (above 8% annually) and significant poverty reduction. Conversely, upper-middle-income countries like South Africa, Algeria, and Tunisia are expected to grow more modestly due to the 'middle-income trap'.","ai_generated":true,"unit":"issafri-000194#insight-4","date_modified":"2026-10-23"},{"text":"Among various sectoral scenarios, the AfCFTA scenario is projected to be the most beneficial for all country income groups by 2043. However, the Governance scenario is identified as the most effective for reducing extreme poverty, partly through the use of social transfers funded by taxes on skilled households.","ai_generated":true,"unit":"issafri-000194#insight-5","date_modified":"2026-10-23"}],"climate_tags":["economic growth","poverty reduction","governance","agricultural productivity"],"geography_discussed":["Democratic Republic of the Congo","Uganda","Mozambique","South Africa","Algeria","Tunisia","Liberia","Rwanda","West Africa","East Africa","Central Africa","North Africa","Southern Africa"],"frame_perspective":[],"analysis_type":["economic forecasting","scenario analysis"]}]}