{"query_echo":{"q":"","filters":{"analysis_type":["forecasting"]},"warnings":[]},"total":{"value":229,"relation":"eq"},"page":3,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=forecasting&page=3","next":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=forecasting&page=4","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-000045","url":"https://climateinsightsdirectory.org/document/issafri-000045","title":"The Financial Flows 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/thematic/guide.pdf?thematic=10-financial-flows&topic=06-financial-flows-scenario","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","geography_discussed","analysis_type"],"summary":{"text":"The Financial Flows scenario models the impact of aggressive but reasonable increases in inward financial flows to Africa. By 2043, the scenario projects aid increasing to US$113.5 billion, FDI reaching 5.3% of GDP, and net remittances reaching US$121.5 billion. The model also conservatively reduces illicit financial outflows by 13% using outward FDI as a proxy. The report notes that while aid primarily benefits low-income countries, FDI growth would require improved political stability and the implementation of the AfCFTA.","ai_generated":true,"unit":"issafri-000045#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the Financial Flows scenario, aid to Africa is projected to increase to US$113.5 billion by 2043, compared to US$104.4 billion on the Current Path. This increase primarily benefits low-income African countries, which would see a 12% increase, while lower-middle-income countries would see only a 1% increase over the Current Path.","ai_generated":true,"unit":"issafri-000045#insight-1","date_modified":"2026-10-23"},{"text":"The scenario projects that inward FDI will reach 5.3% of GDP by 2043, which is 1.7 percentage points higher than the Current Path of 3.6%. This involves increasing FDI stocks by 79% (US$222 billion) for low-income Africa, 68% (US$703 billion) for lower-middle-income Africa, and 71% (US$211 billion) for upper-middle-income Africa.","ai_generated":true,"unit":"issafri-000045#insight-2","date_modified":"2026-10-23"},{"text":"Net remittance inflows are expected to reach US$121.5 billion by 2043 in the Financial Flows scenario, representing a 29% increase (or an additional US$27.5 billion) over the Current Path estimate of approximately US$94 billion.","ai_generated":true,"unit":"issafri-000045#insight-3","date_modified":"2026-10-23"},{"text":"To model a reduction in illicit financial flows (IFFs), the scenario uses outward FDI as a proxy, conservatively reducing these outflows by 13%, which equates to US$7 billion.","ai_generated":true,"unit":"issafri-000045#insight-4","date_modified":"2026-10-23"},{"text":"The achievement of the projected FDI increases would likely depend on the full implementation of the AfCFTA, an improved business climate, and greater political and economic stability.","ai_generated":true,"unit":"issafri-000045#insight-5","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":["South America","Sudan","Mozambique","Democratic Republic of the Congo","Somalia"],"frame_perspective":[],"analysis_type":["forecasting","scenario modeling"]},{"id":"issafri-000050","url":"https://climateinsightsdirectory.org/document/issafri-000050","title":"Sub-Saharan Africa Development Futures","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-05-28","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=S-S-AFR&topic=sectoral-scenarios","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report projects that sub-Saharan Africa's population will grow to 1.976 billion by 2043, with carbon emissions nearly tripling to 650 million tons under the Current Path. While the Current Path sees GDP per capita reach US$5,996, the 'Combined Agenda 2063' scenario—integrating improvements in governance, education, health, and infrastructure—could increase GDP per capita to US$9,798 and drastically reduce extreme poverty to 7.3%. Key sectoral findings include the 'Leapfrogging' scenario's potential to raise electricity access to 81.7% and the 'Free Trade' scenario's role as the most carbon-intensive path, contributing 711 million tons of carbon by 2043.","ai_generated":true,"unit":"issafri-000050#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the Current Path forecast, sub-Saharan Africa's population is projected to grow by 78.2% from 1.109 billion in 2019 to 1.976 billion by 2043.","ai_generated":true,"unit":"issafri-000050#insight-1","date_modified":"2026-10-23"},{"text":"Carbon emissions in sub-Saharan Africa are expected to increase from 256 million tons in 2019 to 650 million tons by 2043 in the Current Path forecast. South Africa was the largest emitter in 2019 at 132 million tons, followed by Nigeria at 39 million tons.","ai_generated":true,"unit":"issafri-000050#insight-2","date_modified":"2026-10-23"},{"text":"The 'Leapfrogging' scenario, focusing on renewable energy and digital technology, could increase electricity access to 81.7% by 2043, which is 12.5 percentage points higher than the Current Path forecast.","ai_generated":true,"unit":"issafri-000050#insight-3","date_modified":"2026-10-23"},{"text":"The 'Free Trade' scenario, based on the implementation of the African Continental Free Trade Area (AfCFTA), is projected to be the most carbon-intensive scenario, resulting in 711 million tons of carbon by 2043.","ai_generated":true,"unit":"issafri-000050#insight-4","date_modified":"2026-10-23"},{"text":"The 'Combined Agenda 2063' scenario, which integrates all eleven sectoral improvements, is projected to increase GDP per capita to US$9,798 and reduce the extreme poverty rate to 7.3% by 2043, compared to a Current Path poverty rate of 40.8%.","ai_generated":true,"unit":"issafri-000050#insight-5","date_modified":"2026-10-23"},{"text":"The 'Agriculture' scenario could reduce net agricultural import dependency to 4.8% by 2043, down from 7.8% in 2019, although the region is still projected to remain a net agricultural importer.","ai_generated":true,"unit":"issafri-000050#insight-6","date_modified":"2026-10-23"},{"text":"The 'Demographic' scenario could enable sub-Saharan Africa to reach its demographic dividend by 2043, which is eight years earlier than the Current Path forecast.","ai_generated":true,"unit":"issafri-000050#insight-7","date_modified":"2026-10-23"},{"text":"In the 'Manufacturing/Transfers' scenario, extreme poverty rates would be 2.64 percentage points lower than the Current Path, lifting 52.6 million additional people out of poverty by 2043.","ai_generated":true,"unit":"issafri-000050#insight-8","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","renewable energy","energy transition","agriculture","food security","economic growth","infrastructure","trade policy","governance"],"geography_discussed":["South Africa","Nigeria","Mauritius","Lesotho","Seychelles","World"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis"]},{"id":"issafri-000070","url":"https://climateinsightsdirectory.org/document/issafri-000070","title":"Sub-Saharan Africa Development Futures: Current Path","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-05-28","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=S-S-AFR&topic=current-path","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report forecasts that sub-Saharan Africa's population will grow to 1.962 billion by 2043, with a significant shift toward urbanization. While regional GDP is projected to increase substantially, reaching between US$6.2 trillion and US$6.7 trillion, GDP per capita growth is tempered by rapid population increases. The region is expected to face increasing food insecurity as agricultural demand outstrips production. Energy production is projected to shift toward renewables, yet total carbon emissions are forecast to rise by over 146% by 2043, with Nigeria expected to overtake South Africa as the region's largest emitter.","ai_generated":true,"unit":"issafri-000070#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The population of sub-Saharan Africa is projected to grow from 1.106 billion in 2019 to 1.962 billion by 2043, a 77.38% increase. The median age is expected to rise from 18.74 in 2019 to 22.82 years in 2043, driven by better healthcare and falling fertility rates.","ai_generated":true,"unit":"issafri-000070#insight-1","date_modified":"2026-10-23"},{"text":"Urbanization is accelerating; the urban population is forecast to more than double from 449 million in 2019 to 998 million by 2043. By 2043, 50.5% of the population will live in urban areas, and the number of predominantly rural countries in the region will drop from 31 to 22.","ai_generated":true,"unit":"issafri-000070#insight-2","date_modified":"2026-10-23"},{"text":"Regional GDP is forecast to increase to between US$6,221.7 billion and US$6,760.2 billion by 2043. While Nigeria and South Africa accounted for 49% of GDP in 2019, their combined share is expected to drop to between 40% and 43% by 2043 as Ethiopia, Angola, Tanzania, Uganda, and Kenya experience rapid growth.","ai_generated":true,"unit":"issafri-000070#insight-3","date_modified":"2026-10-23"},{"text":"The manufacturing sector is projected to overtake the agriculture sector in its contribution to GDP starting in 2025. By 2043, manufacturing will contribute 20.06% to GDP, while agriculture's share will shrink to 6.3% (or 7.3% according to a different section of the text).","ai_generated":true,"unit":"issafri-000070#insight-4","date_modified":"2026-10-23"},{"text":"Sub-Saharan Africa is expected to become increasingly food insecure. The gap between agricultural demand and production, which was 70.3 million metric tons in 2019, is forecast to increase to 572 million metric tons by 2043.","ai_generated":true,"unit":"issafri-000070#insight-5","date_modified":"2026-10-23"},{"text":"Extreme poverty (at US$1.90 per day) is forecast to decline from a rate of 40.9% in 2019 to 23.7% in 2043, with the number of extremely poor people decreasing from 441.9 million to 395.2 million.","ai_generated":true,"unit":"issafri-000070#insight-6","date_modified":"2026-10-23"},{"text":"Carbon emissions are projected to increase by more than 146%, rising from 246 million metric tons in 2019 to 606 million tons in 2043. Nigeria is expected to overtake South Africa as the region's largest emitter by 2043.","ai_generated":true,"unit":"issafri-000070#insight-7","date_modified":"2026-10-23"},{"text":"Energy production is expected to shift from traditional sources like oil and coal toward renewables such as hydro, wind, and solar. In 2019, oil, coal, and gas dominated production, with hydro and other renewables contributing only 6.48%.","ai_generated":true,"unit":"issafri-000070#insight-8","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","renewable energy","hydroelectricity","solar energy","wind power","fossil fuel","food security","urbanization","economic growth","poverty reduction"],"geography_discussed":["Nigeria","Ethiopia","Democratic Republic of the Congo","South Africa","Tanzania","Mauritius","Rwanda","Comoros","Mauritania","Botswana","Namibia","Angola","Uganda","Kenya","Malawi","Guinea-Bissau","Seychelles","Zimbabwe","São Tomé and Príncipe","South Sudan","Eswatini","Ivory Coast","Gabon","Liberia","Chad","Sierra Leone","Equatorial Guinea","Burundi","Central Africa Republic","Mozambique","Zambia","Republic of the Congo","Ghana","Sudan"],"frame_perspective":[],"analysis_type":["forecasting","economic analysis","demographic analysis"]},{"id":"issafri-000083","url":"https://climateinsightsdirectory.org/document/issafri-000083","title":"Angola Development Futures","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-05-28","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=AO&topic=current-path","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes Angola's economic and social future, highlighting a high risk of increasing extreme poverty and carbon emissions on its current path. While individual sectoral improvements in trade, stability, and manufacturing offer modest gains, a combined 'Agenda 2063' approach is projected to significantly raise GDP per capita and reduce poverty by 2043.","ai_generated":true,"unit":"issafri-000083#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"On the Current Path, Angola's population is projected to nearly double by 2043, reaching 67.4 million, with a high proportion of youth that acts as a drag on growth and development.","ai_generated":true,"unit":"issafri-000083#insight-1","date_modified":"2026-10-23"},{"text":"Angola's economy is highly vulnerable to global oil market volatility; while GDP is projected to grow to US$443.3 billion by 2043 on the Current Path, extreme poverty is expected to increase, with over 30 million people living on less than US$3.20 per day by 2043.","ai_generated":true,"unit":"issafri-000083#insight-2","date_modified":"2026-10-23"},{"text":"Carbon emissions are projected to rise steadily, with Angola expected to emit 45.1 million tons of carbon by 2043, making it Africa's fifth largest producer of carbon emissions.","ai_generated":true,"unit":"issafri-000083#insight-3","date_modified":"2026-10-23"},{"text":"Climate change is expected to decrease annual rainfall by roughly 1% by 2050, with Angola identified as one of seven countries globally that will inevitably see decreased yields of key crops by 2030.","ai_generated":true,"unit":"issafri-000083#insight-4","date_modified":"2026-10-23"},{"text":"The 'Free Trade' scenario, simulating the full implementation of the African Continental Free Trade Area (AfCFTA) by 2034, is the most impactful individual scenario for raising average incomes, increasing GDP per capita by approximately US$940 by 2043 compared to the Current Path.","ai_generated":true,"unit":"issafri-000083#insight-5","date_modified":"2026-10-23"},{"text":"The 'Combined Agenda 2063' scenario, which integrates 11 sectoral improvements, projects a dramatic increase in GDP per capita to US$16,023 by 2043 and a reduction in the number of extremely poor people to 15 million by 2043.","ai_generated":true,"unit":"issafri-000083#insight-6","date_modified":"2026-10-23"},{"text":"Despite the economic benefits of the Combined Agenda 2063 scenario, carbon emissions would increase even more dramatically than on the Current Path due to expanded manufacturing, agriculture, and infrastructure development.","ai_generated":true,"unit":"issafri-000083#insight-7","date_modified":"2026-10-23"},{"text":"Angola's agricultural sector is currently underperforming, with food demand projected to reach 77 million metric tons by 2043 while production is expected to stagnate at 40 million metric tons on the Current Path.","ai_generated":true,"unit":"issafri-000083#insight-8","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","renewable energy","hydropower","solar energy","climate change","food security","deforestation","Paris Agreement","agriculture","energy transition"],"geography_discussed":["Cabinda Province","Luanda","Zaire Province","Africa"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis"]},{"id":"issafri-000093","url":"https://climateinsightsdirectory.org/document/issafri-000093","title":"The Demographics and Health 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/thematic/guide.pdf?thematic=03-demographic-dividend&topic=06-demographics-and-health","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Demographics and Health Scenario explores the impact of targeted interventions in family planning, disease mortality reduction, water and sanitation (WaSH), and child nutrition across Africa. By 2050, the scenario aims to increase modern contraceptive use to 75% in sub-Saharan Africa and 85% in North Africa, while reducing mortality for the top five disease types in each country by 20 percentage points. It also projects an increase in sub-Saharan African average access to safely managed water and sanitation from 29% in 2025 to 61% by 2050. These health improvements are supported by a projected 5% increase in health spending, totaling an additional US$18.9 billion continentwide.","ai_generated":true,"unit":"issafri-000093#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The scenario targets a significant increase in the use of modern contraceptives by 2050: average usage is projected to reach 75% in sub-Saharan Africa (a 24 percentage point increase over the Current Path) and 85% in North Africa.","ai_generated":true,"unit":"issafri-000093#insight-1","date_modified":"2026-10-23"},{"text":"To reduce the disease burden, the scenario models a 20 percentage point reduction below the Current Path for mortality rates of the top five disease types in every African country. Additionally, in nine countries where HIV infection rates exceed 1% of the population, the rate is reduced by 20% below the Current Path.","ai_generated":true,"unit":"issafri-000093#insight-2","date_modified":"2026-10-23"},{"text":"The scenario projects a substantial increase in access to safely managed water and sanitation in sub-Saharan Africa, with the average access rate rising from 29% in 2025 to 61% by 2050. In North Africa, total access rates are projected to increase from 78% in 2025 to 92% by 2050.","ai_generated":true,"unit":"issafri-000093#insight-3","date_modified":"2026-10-23"},{"text":"The scenario aims to reduce under-five stunting rates by 20% below the 2050 Current Path in 39 African countries where the 2021 rate was above 20%. This would result in the number of stunted children in Africa declining from 30 million in 2025 to 12.8 million in 2050.","ai_generated":true,"unit":"issafri-000093#insight-4","date_modified":"2026-10-23"},{"text":"Implementing these health and infrastructure improvements requires a 5% increase in health spending, amounting to an additional US$18.9 billion continentwide, with infrastructure spending peaking at US$4.7 billion per year in 2037.","ai_generated":true,"unit":"issafri-000093#insight-5","date_modified":"2026-10-23"}],"climate_tags":["public health"],"geography_discussed":["sub-Saharan Africa","North Africa","South America","South Asia","Seychelles","South Sudan","Burundi","Eritrea","Niger","Democratic Republic of the Congo","Lesotho","Malawi","Central African Republic","Ethiopia","Ghana","Kenya"],"frame_perspective":[],"analysis_type":["forecasting","scenario modeling"]},{"id":"issafri-000101","url":"https://climateinsightsdirectory.org/document/issafri-000101","title":"ECOWAS: Conclusion","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=ECOWAS&topic=05-conclusion","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The document concludes that while ECOWAS has made progress, its current path is insufficient to address structural challenges such as insecurity, corruption, and economic dependence on commodities. It argues that without aggressive interventions in governance, security, and economic diversification, the region will fail to meet its 2050 sustainability targets. Key recommendations include operationalising the ECOWAS Standby Force Unit, transitioning to renewable energy sources like solar and wind, and implementing the West African Power Pool white paper to create a regional electricity market.","ai_generated":true,"unit":"issafri-000101#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The current development path of the ECOWAS region is not transformative enough to overcome structural challenges, meaning the region will not reach its 2050 targets for inclusive and sustainable development without aggressive interventions.","ai_generated":true,"unit":"issafri-000101#insight-1","date_modified":"2026-10-23"},{"text":"To address security threats, including terrorism and violent extremism, the region needs to operationalise the ECOWAS Standby Force Unit and improve intelligence sharing among member state security services.","ai_generated":true,"unit":"issafri-000101#insight-2","date_modified":"2026-10-23"},{"text":"The document recommends a transition away from fossil fuels by leveraging renewable energy sources, specifically solar, wind, and hydro, and suggests the implementation of the West African Power Pool white paper to promote a regional electricity market via the ECOWAS Regional Electricity Regulatory Authority.","ai_generated":true,"unit":"issafri-000101#insight-3","date_modified":"2026-10-23"},{"text":"Economic stability and revenue growth should be pursued through diversification away from traditional agriculture and commodity exports toward sectors like creative arts and tourism, alongside the creation of the ECO monetary union and the full implementation of the continental free trade agreement.","ai_generated":true,"unit":"issafri-000101#insight-4","date_modified":"2026-10-23"},{"text":"Governance challenges, including corruption and poor election quality, persist in the region; the document suggests the Commission should sanction member states for constitutional breaches and leaders for electoral fraud.","ai_generated":true,"unit":"issafri-000101#insight-5","date_modified":"2026-10-23"}],"climate_tags":["climate change","renewable energy","solar energy","wind power","hydropower","fossil-fuel phase-out","sustainable development","agriculture"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["forecasting","policy recommendation"]},{"id":"issafri-000114","url":"https://climateinsightsdirectory.org/document/issafri-000114","title":"Remittances to Africa","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/thematic/guide.pdf?thematic=10-financial-flows&topic=02-remittances-to-africa","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document analyzes remittance flows in Africa, noting that in 2023, gross inflows reached approximately US$90 billion. While remittances provide critical household support and macroeconomic stability, the authors warn of a 'remittance trap' and 'Dutch disease' that can hinder long-term economic growth. The paper highlights the use of diaspora bonds in countries like Ethiopia, Kenya, and Nigeria to fund infrastructure, and forecasts that net inflows to Africa will likely increase to US$94 billion by 2043, although their share of GDP is expected to decline.","ai_generated":true,"unit":"issafri-000114#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"In 2023, gross remittance inflows into Africa totaled approximately US$90 billion in current US dollars, with intra-Africa flows accounting for about US$20 billion. North Africa received the largest share of these remittances, and Egypt is the continent's largest destination, primarily due to workers in Gulf countries.","ai_generated":true,"unit":"issafri-000114#insight-1","date_modified":"2026-10-23"},{"text":"Remittances are highly significant for certain African nations, with Gambia, Lesotho, Comoros, Liberia, and Somalia each receiving inflows exceeding 15% of their GDP. Conversely, several countries act as net remittance senders, including South Africa, Botswana, Gabon, Equatorial Guinea, Côte d’Ivoire, Libya, Seychelles, and Mauritius.","ai_generated":true,"unit":"issafri-000114#insight-2","date_modified":"2026-10-23"},{"text":"Several African governments have utilized diaspora bonds to finance infrastructure and manage debt. Ethiopia floated a bond in 2011 for the Grand Ethiopian Renaissance Dam; Nigeria raised US$300 million in 2017 and planned a further US$500 million bond in July 2024; and Kenya introduced a licensed investment fund in 2020 and viewed diaspora bonds in February 2025 as tools to address a debt crisis where gross government debt rose to 70% of GDP by 2024.","ai_generated":true,"unit":"issafri-000114#insight-3","date_modified":"2026-10-23"},{"text":"While remittances support household income and macroeconomic stability, they can lead to a 'remittance trap' or 'Dutch disease.' This occurs when high inflows increase domestic prices and inflation, making exports less competitive and shifting the labour market from high-skill traded sectors to low-skill non-traded sectors, potentially making countries dependent on exporting labour rather than goods.","ai_generated":true,"unit":"issafri-000114#insight-4","date_modified":"2026-10-23"},{"text":"Large remittance inflows may reduce government accountability, as families receiving these funds are more insulated from economic shocks and less likely to demand political change, which politicians may use to avoid public scrutiny.","ai_generated":true,"unit":"issafri-000114#insight-5","date_modified":"2026-10-23"},{"text":"Net remittances to Africa are forecasted to increase to approximately US$94 billion by 2043. If informal transactions are 75% of formal ones, the total market could reach US$500 billion by 2035. However, remittances as a share of GDP are projected to decline from 2.3% to about 1.5% by 2043.","ai_generated":true,"unit":"issafri-000114#insight-6","date_modified":"2026-10-23"}],"climate_tags":["poverty reduction"],"geography_discussed":["Egypt","Ethiopia","Kenya","Nigeria","Ivory Coast","Morocco","The Gambia","Lesotho","Comoros","Liberia","Somalia","South Africa","Botswana","Gabon","Equatorial Guinea","Libya","Seychelles","Mauritius"],"frame_perspective":[],"analysis_type":["forecasting","economic analysis"]},{"id":"issafri-000122","url":"https://climateinsightsdirectory.org/document/issafri-000122","title":"Africa’s Demographic Window","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/thematic/guide.pdf?thematic=03-demographic-dividend&topic=05-africas-demographic-window","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes Africa's progress toward a demographic dividend, noting that most of the continent is in the early stages of this transition. While 11 countries have already entered a demographic window of opportunity, most others will do so much later, with some regions not reaching the critical 1.7:1 worker-to-dependant ratio until the mid-21st century. The author argues that realizing this dividend requires simultaneous improvements in fertility rates, health, education, and employment systems.","ai_generated":true,"unit":"issafri-000122#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"As of 2025, the average ratio of working-age persons to dependants in Africa was 1.4:1, and only 11 countries have entered a potential demographic window of opportunity: Mauritius, Seychelles, Cabo Verde, Libya, South Africa, Tunisia, Morocco, Djibouti, Botswana, Algeria, and Egypt.","ai_generated":true,"unit":"issafri-000122#insight-1","date_modified":"2026-10-23"},{"text":"On the 'Current Path', 33 African countries are expected to reach a worker-to-dependant ratio of 1.7:1 by 2050. The projected dates for other African regions to enter this window are Southern Africa in 2046, East Africa in 2048, West Africa in 2055, and Central Africa in 2062.","ai_generated":true,"unit":"issafri-000122#insight-2","date_modified":"2026-10-23"},{"text":"North Africa reached an average ratio of 1.7:1 in 2005, but failed to fully leverage its working-age population due to economic policies and approaches, which contributed to the Arab Spring.","ai_generated":true,"unit":"issafri-000122#insight-3","date_modified":"2026-10-23"},{"text":"By 2075, 67% of the sub-Saharan African population is expected to be of working age, compared to 59% for the rest of the world. However, the demographic dividend will emerge slowly and extend into the late 21st century due to rapid population growth.","ai_generated":true,"unit":"issafri-000122#insight-4","date_modified":"2026-10-23"},{"text":"To successfully capitalize on the demographic transition, African countries must reduce fertility and improve health and education while ensuring the expanding workforce has the necessary skills and opportunities.","ai_generated":true,"unit":"issafri-000122#insight-5","date_modified":"2026-10-23"}],"climate_tags":["economic growth"],"geography_discussed":["Mauritius","Seychelles","Cape Verde","Libya","South Africa","Tunisia","Morocco","Djibouti","Botswana","Algeria","Egypt","North Africa","Southern Africa","East Africa","West Africa","Central Africa"],"frame_perspective":[],"analysis_type":["forecasting","demographic analysis"]},{"id":"issafri-000149","url":"https://climateinsightsdirectory.org/document/issafri-000149","title":"COMESA Development Futures","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-05-28","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=COMESA&topic=current-path","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes the future of COMESA, projecting a population increase to 982.2 million by 2043. While the 'Current Path' shows a decline in extreme poverty from 35.4% to 18.8%, the 'Combined Agenda 2063' scenario suggests a more dramatic reduction to 4.1%. The analysis highlights significant economic disparities, with Egypt remaining the dominant economy and the largest carbon emitter. Sectoral scenarios indicate that free trade and 'leapfrogging' (renewable energy and digital tech) offer the highest potential for GDP per capita growth, though increased economic activity generally correlates with higher carbon emissions.","ai_generated":true,"unit":"issafri-000149#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"COMESA's population is projected to grow from 582.4 million in 2019 to 982.2 million by 2043, with Ethiopia having the largest population at 112 million in 2019.","ai_generated":true,"unit":"issafri-000149#insight-1","date_modified":"2026-10-23"},{"text":"Under the Current Path forecast, extreme poverty (at the $1.90/day line) is expected to drop from 35.4% in 2019 to 18.8% by 2043, though 184.3 million people would still be extremely poor.","ai_generated":true,"unit":"issafri-000149#insight-2","date_modified":"2026-10-23"},{"text":"Egypt is the primary source of carbon emissions in the region, accounting for 51.9% of COMESA's 130 million tons of emissions in 2019 and projected to account for 48.9% in 2043.","ai_generated":true,"unit":"issafri-000149#insight-3","date_modified":"2026-10-23"},{"text":"The Free Trade scenario, based on the implementation of the AfCFTA by 2034, is projected to have the largest positive impact on GDP per capita, raising the average to US$7,218 by 2043.","ai_generated":true,"unit":"issafri-000149#insight-4","date_modified":"2026-10-23"},{"text":"The Leapfrogging scenario, focusing on renewable energy and digital technology, could increase average electricity access to 84% by 2043 and result in lower carbon emissions than the Current Path forecast.","ai_generated":true,"unit":"issafri-000149#insight-5","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario, integrating 11 sectoral reforms, would significantly increase average GDP per capita to US$10,235 by 2043 and reduce the poverty rate to 4.1%.","ai_generated":true,"unit":"issafri-000149#insight-6","date_modified":"2026-10-23"},{"text":"Agricultural production shortfalls are expected to widen from 59 million metric tons in 2019 to 294.1 million metric tons by 2043 under the Current Path, increasing food insecurity.","ai_generated":true,"unit":"issafri-000149#insight-7","date_modified":"2026-10-23"},{"text":"Energy production is projected to shift toward renewables; by 2043, renewable energy (including hydro) is expected to account for 52.7% of total energy produced.","ai_generated":true,"unit":"issafri-000149#insight-8","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","renewable energy","agriculture","food security","energy transition","hydropower"],"geography_discussed":["Egypt","Ethiopia","Seychelles","Burundi","Malawi","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-000157","url":"https://climateinsightsdirectory.org/document/issafri-000157","title":"Botswana: 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=BW&topic=05-conclusion","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The report evaluates Botswana's potential development paths up to 2043. It concludes that while the 'Current Path' provides incremental progress, it is insufficient to meet Vision 2036 goals due to persistent energy deficits and modest governance improvements. A 'Combined' scenario of integrated reforms—focusing on manufacturing, green energy, and human capital—is proposed to accelerate growth, reduce inequality, and transition the country into a high-income, inclusive society.","ai_generated":true,"unit":"issafri-000157#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The 'Current Path' scenario, based on historical trends and existing policies, results in moderate improvements in living standards, poverty, and life expectancy, but fails to meet the ambitions of Vision 2036 due to a widening energy deficit, high informal employment, and limited progress in health, education, and governance.","ai_generated":true,"unit":"issafri-000157#insight-1","date_modified":"2026-10-23"},{"text":"The 'Combined' scenario demonstrates that coordinated reforms can lead to faster growth and greater equity, characterized by a diversified economy with a stronger manufacturing sector, lower carbon emissions, and a significant increase in green energy production, particularly solar.","ai_generated":true,"unit":"issafri-000157#insight-2","date_modified":"2026-10-23"},{"text":"Despite the increase in green energy production in the Combined scenario, energy demand continues to exceed supply, indicating a critical need for regional cooperation and demand-side efficiency.","ai_generated":true,"unit":"issafri-000157#insight-3","date_modified":"2026-10-23"},{"text":"To achieve a high-income, inclusive economy, the report recommends several strategic interventions: revitalising manufacturing through industrial policy, leveraging the AfCFTA for export diversification, investing in STEM and vocational training, and transitioning to renewable energy while phasing out coal.","ai_generated":true,"unit":"issafri-000157#insight-4","date_modified":"2026-10-23"}],"climate_tags":["solar energy","wind energy","carbon dioxide emissions","climate resilience","Coal phase-out","energy efficiency"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["scenario analysis","forecasting","policy recommendation"]},{"id":"issafri-000173","url":"https://climateinsightsdirectory.org/document/issafri-000173","title":"Cameroon: Conclusion and Recommendations","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=CM&topic=05-conclusion","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes Cameroon's economic potential and challenges, arguing that while the country shows gradual progress, it remains hindered by dependence on extractive sectors and governance weaknesses. It recommends a coordinated approach to structural reforms focusing on manufacturing, agricultural transformation, and governance to reduce poverty and informality. Specifically, it emphasizes the need for climate-smart agriculture, the utilization of hydroelectric and solar capacity to become a regional energy hub, and the strategic use of the AfCFTA to boost trade and industrialization.","ai_generated":true,"unit":"issafri-000173#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Cameroon's current development path shows gradual improvements in economic growth and social indicators, but is limited by institutional weaknesses, infrastructure deficits, and a persistent reliance on extractive and primary sectors.","ai_generated":true,"unit":"issafri-000173#insight-1","date_modified":"2026-10-23"},{"text":"The country possesses significant potential to become a regional energy hub in Central Africa due to its substantial solar and hydroelectric capacity.","ai_generated":true,"unit":"issafri-000173#insight-2","date_modified":"2026-10-23"},{"text":"To strengthen resilience against climate shocks, Cameroon should adopt a multi-sector approach including the use of Climate Smart Villages, agroforestry, and conservation agriculture to improve soil health and crop yields.","ai_generated":true,"unit":"issafri-000173#insight-3","date_modified":"2026-10-23"},{"text":"Economic diversification requires shifting toward higher-value-added sectors like services and industry, while modernizing agriculture through irrigation, digitization, and the use of Geographic Information Systems (GIS).","ai_generated":true,"unit":"issafri-000173#insight-4","date_modified":"2026-10-23"},{"text":"Maximizing the benefits of the African Continental Free Trade Area (AfCFTA) requires Cameroon to digitalize customs, support SME competitiveness, and align trade liberalization with an industrial policy focused on light manufacturing and agro-industry.","ai_generated":true,"unit":"issafri-000173#insight-5","date_modified":"2026-10-23"}],"climate_tags":["Climate-smart agriculture","agroforestry","hydroelectricity","solar energy","climate resilience"],"geography_discussed":["Central Africa","Gulf of Guinea"],"frame_perspective":[],"analysis_type":["policy recommendations","forecasting","scenario analysis"]},{"id":"issafri-000186","url":"https://climateinsightsdirectory.org/document/issafri-000186","title":"Africa’s Population Momentum","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/thematic/guide.pdf?thematic=03-demographic-dividend&topic=01-africas-population-momentum","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","geography_discussed","analysis_type"],"summary":{"text":"Africa's population is projected to grow from 1.552 billion in 2025 to 3.850 billion by 2100, representing 39% of the global population. This growth is driven by high total fertility rates and population momentum, which could position Africa as the world's largest potential labour force by 2040 if supported by education and health investments. Significant disparities persist in life expectancy and fertility rates across the continent, with some nations already below replacement levels while others remain very high.","ai_generated":true,"unit":"issafri-000186#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Africa's population is growing rapidly and is projected to reach 2.586 billion by 2050 and 3.850 billion by 2100, accounting for 27% and 39% of the global population respectively.","ai_generated":true,"unit":"issafri-000186#insight-1","date_modified":"2026-10-23"},{"text":"By 2040, Africa's working-age population (ages 15-64) is expected to be larger than those of India and China combined, potentially making the continent the world's largest labour force.","ai_generated":true,"unit":"issafri-000186#insight-2","date_modified":"2026-10-23"},{"text":"The continent's growth is driven by a high average total fertility rate (TFR), which was 4 births per woman in 2025 and is projected to be 2.8 by 2050, remaining higher than any other global region.","ai_generated":true,"unit":"issafri-000186#insight-3","date_modified":"2026-10-23"},{"text":"Fertility rates vary significantly by location and country; while Seychelles, Tunisia, Cabo Verde, and Mauritius had below-replacement numbers in 2025, Chad and Somalia remained above six births per woman.","ai_generated":true,"unit":"issafri-000186#insight-4","date_modified":"2026-10-23"},{"text":"Life expectancy in Africa was 65.15 years in 2025, with wide disparities between regions; North Africa's life expectancy is 73.5 years, while Lesotho has the lowest global rate at 53 years due to HIV/AIDS.","ai_generated":true,"unit":"issafri-000186#insight-5","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":["World","Europe","Asia","India","People's Republic of China","Addis Ababa","Ethiopia","Seychelles","Tunisia","Cape Verde","Mauritius","Chad","Somalia","Singapore","Lesotho","North Africa","European Union"],"frame_perspective":[],"analysis_type":["forecasting","demographic 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"]},{"id":"issafri-000201","url":"https://climateinsightsdirectory.org/document/issafri-000201","title":"Cabo Verde Development Futures","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-05-28","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=CV&topic=sectoral-scenarios","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report projects that Cape Verde will experience significant urbanisation and GDP per capita growth by 2043, though it remains highly dependent on food imports and tourism. While various sectoral interventions—particularly free trade and manufacturing—could further boost GDP and reduce poverty, they are also projected to increase carbon emissions. The Combined Agenda 2063 scenario suggests a potential GDP increase to US$8.7 billion and a reduction of extreme poverty to 3.6% of the population by 2043.","ai_generated":true,"unit":"issafri-000201#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the Current Path forecast for 2043, Cape Verde is projected to have an urban population of 73.5%, a GDP per capita of US$10,839, and a poverty rate of 11.5% (80,000 people) based on the US$3.20 poverty line.","ai_generated":true,"unit":"issafri-000201#insight-1","date_modified":"2026-10-23"},{"text":"Energy production in 2043 is expected to shift, with coal's share decreasing to 35% and renewable energies constituting 50% of total production.","ai_generated":true,"unit":"issafri-000201#insight-2","date_modified":"2026-10-23"},{"text":"Cape Verde faces significant food security challenges due to high import dependency; in the Agriculture scenario, the nation will still be a net importer with a deficit of 36.4% of total agricultural demand by 2043.","ai_generated":true,"unit":"issafri-000201#insight-3","date_modified":"2026-10-23"},{"text":"The Free Trade scenario, based on the implementation of the African Continental Free Trade Area (AfCFTA), is projected to have the most significant positive impact on GDP per capita (reaching US$12,034 by 2043) and the greatest increase in carbon emissions (adding 0.41 million tons by 2043).","ai_generated":true,"unit":"issafri-000201#insight-4","date_modified":"2026-10-23"},{"text":"The Leapfrogging scenario is projected to increase mobile broadband subscriptions to 153.2 per 100 people and enable electricity access for 97% of the population by 2043.","ai_generated":true,"unit":"issafri-000201#insight-5","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario, integrating all 11 sectoral scenarios, would increase the economy's size to US$8.7 billion and reduce the number of people living below the poverty line to 23,000 (3.6% of the population) by 2043.","ai_generated":true,"unit":"issafri-000201#insight-6","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario is projected to result in higher carbon emissions (0.47 million tons by 2043) compared to the Current Path forecast (0.38 million tons).","ai_generated":true,"unit":"issafri-000201#insight-7","date_modified":"2026-10-23"}],"climate_tags":["renewable energy","carbon dioxide emissions","solar energy","wind power","hydropower","geothermal power","marine energy","climate change","energy transition"],"geography_discussed":["Senegal","The Gambia","Mauritania","Portugal","Netherlands","Spain","People's Republic of China"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis","socioeconomic assessment"]},{"id":"issafri-000226","url":"https://climateinsightsdirectory.org/document/issafri-000226","title":"COMESA 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=COMESA&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, integrating 11 sectoral reforms, is projected to significantly increase COMESA's GDP per capita to US$10,235 by 2043 and nearly eradicate extreme poverty. While driving substantial economic growth, particularly in Malawi and Ethiopia, the scenario is also expected to increase carbon emissions to 380 million metric tons by 2043.","ai_generated":true,"unit":"issafri-000226#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 raise COMESA's average GDP per capita to US$10,235 by 2043, representing a 56% increase over the Current Path forecast of US$6,563.","ai_generated":true,"unit":"issafri-000226#insight-1","date_modified":"2026-10-23"},{"text":"Among the sectoral interventions, Free Trade is expected to provide the highest additional GDP per capita for COMESA (US$655 in 2043), followed by Leapfrogging (US$412). The overall synergistic effect of all interventions adds another US$686 to the 2043 GDP per capita.","ai_generated":true,"unit":"issafri-000226#insight-2","date_modified":"2026-10-23"},{"text":"The scenario is projected to nearly eliminate extreme poverty (at the US$1.90 line) in COMESA, reducing the poverty rate from 35.4% in 2019 to 4.1% by 2043, which would lift 146.9 million people out of extreme poverty.","ai_generated":true,"unit":"issafri-000226#insight-3","date_modified":"2026-10-23"},{"text":"Economic growth under the scenario would be uneven across members; Malawi is projected to see the largest percentage increase in GDP per capita (135.1%) and GDP (145% more than Current Path), while Mauritius and Seychelles would see the smallest increases.","ai_generated":true,"unit":"issafri-000226#insight-4","date_modified":"2026-10-23"},{"text":"Increased economic activity is projected to raise carbon emissions to 380 million metric tons by 2043, which is 73 million tons above the Current Path forecast. Egypt is expected to remain the largest emitter at 177 million tons, while Zambia is projected to have the largest percentage increase in emissions (nearly 135%).","ai_generated":true,"unit":"issafri-000226#insight-5","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","economic growth","industrial manufacturing"],"geography_discussed":["Democratic Republic of the Congo","Somalia","Madagascar","Mauritius","Seychelles","Malawi","Uganda","Ethiopia","Burundi","Eswatini","Djibouti","Eritrea","Zambia","Egypt"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis"]},{"id":"issafri-000235","url":"https://climateinsightsdirectory.org/document/issafri-000235","title":"NORTH 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=N-AFR&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 is projected to significantly increase North Africa's GDP per capita and total GDP by 2043, with the most substantial gains driven by free trade under AfCFTA, manufacturing, and leapfrogging. While the scenario predicts a sharp decline in extreme poverty—particularly in Mauritania and Egypt—it also forecasts a 17% increase in carbon emissions compared to the Current Path, primarily driven by Egypt and Algeria.","ai_generated":true,"unit":"issafri-000235#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Combined Agenda 2063 scenario is projected to increase North Africa's GDP per capita by an additional US$5,504 to US$21,222 by 2043, which is 35% higher than the Current Path forecast. Egypt and Algeria are expected to see the largest gains, with additional increases of US$6,496 and US$4,818 respectively, while Morocco and Mauritania are projected to benefit the least.","ai_generated":true,"unit":"issafri-000235#insight-1","date_modified":"2026-10-23"},{"text":"Promoting trade among African countries via the African Continental Free Trade Area (AfCFTA) is identified as the most effective way to improve regional GDP per capita. By 2043, the Free Trade scenario is expected to provide the highest impact with additional gains of US$1,057, followed by Manufacturing/Transfers (US$894) and Leapfrogging (US$512).","ai_generated":true,"unit":"issafri-000235#insight-2","date_modified":"2026-10-23"},{"text":"Extreme poverty in the region is projected to decline from 2.61 million people (1.3%) in 2019 to 150,000 people (0.1%) by 2043 under the Combined Agenda 2063 scenario. Mauritania is expected to see the most pronounced reduction (6.3 percentage points), followed by Egypt (0.5 percentage points), while Algeria will see the smallest reduction (0.3 percentage points).","ai_generated":true,"unit":"issafri-000235#insight-3","date_modified":"2026-10-23"},{"text":"The total GDP of North Africa is estimated to grow from US$900 billion in 2019 to approximately US$3 trillion by 2043, making the economy 50% larger than the Current Path forecast. By 2043, Egypt is projected to account for over half of the region's total GDP, with Algeria accounting for 22%.","ai_generated":true,"unit":"issafri-000235#insight-4","date_modified":"2026-10-23"},{"text":"Carbon emissions in North Africa are projected to reach 341 million tons by 2043 under the Combined Agenda 2063 scenario, a 17% increase over the Current Path's 291 million tons. Egypt and Algeria are expected to be responsible for approximately two-thirds of these emissions, contributing 51.8% and 23% respectively.","ai_generated":true,"unit":"issafri-000235#insight-5","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","renewable energy","economic development","trade policy","industrial manufacturing","agriculture"],"geography_discussed":["Egypt","Algeria","Morocco","Mauritania","Tunisia"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis"]},{"id":"issafri-000240","url":"https://climateinsightsdirectory.org/document/issafri-000240","title":"BENIN 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=BJ&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 the Combined Agenda 2063 scenario would significantly increase Benin's GDP per capita to US$7,421 and nearly double the overall economy to US$117.2 billion by 2043. While this path would lift an additional 4.6 million people out of extreme poverty and drive structural transformation toward services and manufacturing, it is also projected to increase carbon emissions to 10.1 million tons, necessitating an accelerated energy transition to mitigate environmental degradation.","ai_generated":true,"unit":"issafri-000240#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Combined Agenda 2063 scenario, which integrates 11 sectoral scenarios, is projected to increase Benin's GDP per capita to US$7,421 by 2043, which is US$2,736 higher than the Current Path forecast. The Free Trade and Leapfrogging scenarios are identified as having the greatest potential to improve economic and human development, while Health/WaSH has the least impact.","ai_generated":true,"unit":"issafri-000240#insight-1","date_modified":"2026-10-23"},{"text":"The scenario is expected to significantly reduce poverty, with 6.4 million people (31.8% of the population) living below the US$3.20 per day poverty line by 2043. This represents an additional 4.6 million people lifted out of extreme poverty compared to the Current Path.","ai_generated":true,"unit":"issafri-000240#insight-2","date_modified":"2026-10-23"},{"text":"Benin's economy is projected to undergo structural transformation by 2043, with the service, manufacturing, and agriculture sectors becoming the largest contributors to GDP. Manufacturing's contribution is expected to be 1.1 percentage points of GDP above the Current Path, while agriculture's percentage contribution to GDP will decline by 1.1 percentage points.","ai_generated":true,"unit":"issafri-000240#insight-3","date_modified":"2026-10-23"},{"text":"The overall size of the economy (GDP MER) is projected to almost double, reaching US$117.2 billion by 2043 compared to the Current Path forecast of US$66.3 billion.","ai_generated":true,"unit":"issafri-000240#insight-4","date_modified":"2026-10-23"},{"text":"Economic growth under the Combined Agenda 2063 scenario comes with high environmental costs, as total carbon emissions are projected to rise from 2.2 million tons in 2019 to 10.1 million tons by 2043, exceeding the Current Path estimate of 7.2 million tons.","ai_generated":true,"unit":"issafri-000240#insight-5","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","energy transition","environmental degradation","economic development","poverty reduction","industrial manufacturing","agriculture","infrastructure"],"geography_discussed":["Africa"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis"]},{"id":"issafri-000246","url":"https://climateinsightsdirectory.org/document/issafri-000246","title":"ECCAS: 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=ECCAS&topic=05-conclusion","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report concludes that ECCAS faces deep-rooted structural challenges in agriculture, manufacturing, and electrification that hinder its development. It argues that without aggressive interventions in sectors like renewable energy, infrastructure, and economic diversification, the region will fail to meet its 2043 inclusive development targets.","ai_generated":true,"unit":"issafri-000246#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"ECCAS suffers from structural deficiencies in food security and energy, characterized by a persistent gap between agricultural supply and demand and low electrification rates, particularly in rural areas.","ai_generated":true,"unit":"issafri-000246#insight-1","date_modified":"2026-10-23"},{"text":"The region's economic stability is threatened by a manufacturing sector that generally performs below the African average and a trade balance overly dependent on a few resource-rich countries, leaving it vulnerable to external market shifts.","ai_generated":true,"unit":"issafri-000246#insight-2","date_modified":"2026-10-23"},{"text":"Current progress is deemed insufficient to overcome structural barriers, suggesting that ECCAS will likely miss its 2043 targets for sustainable and inclusive development without significant intervention.","ai_generated":true,"unit":"issafri-000246#insight-3","date_modified":"2026-10-23"},{"text":"To improve its trajectory, the region is advised to attract foreign direct investment in renewable energy, agriculture, and manufacturing, while diversifying economies to reduce the corruption and conflict associated with extractive resource dependence.","ai_generated":true,"unit":"issafri-000246#insight-4","date_modified":"2026-10-23"},{"text":"The report recommends strengthening regional security and infrastructure through the funding of the Central African Early Warning Mechanism (MARAC) and the Central African Multinational Force (FOMAC), alongside improving irrigation and transportation networks.","ai_generated":true,"unit":"issafri-000246#insight-5","date_modified":"2026-10-23"}],"climate_tags":["agriculture","renewable energy","electrification","economic diversity","infrastructure","agricultural irrigation"],"geography_discussed":["Gabon","Equatorial Guinea"],"frame_perspective":[],"analysis_type":["policy recommendations","socio-economic assessment","forecasting"]},{"id":"issafri-000281","url":"https://climateinsightsdirectory.org/document/issafri-000281","title":"Africa’s Economic Growth Prospects","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/thematic/guide.pdf?thematic=03-demographic-dividend&topic=02-africas-economic-growth-prospects","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document analyzes the relationship between Africa's rapid population growth and its economic development, noting that while the continent's overall economy is projected to grow faster than the global average, high population growth limits gains in GDP per capita. It emphasizes the need for sub-Saharan Africa to achieve a demographic dividend and improve productivity through education and manufacturing to narrow the gap with the global average.","ai_generated":true,"unit":"issafri-000281#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Between 2000 and 2025, Africa's average annual economic growth rate was 3.8%, but rapid population growth limited the average improvement in GDP per capita in purchasing power parity (PPP) to 1.2%. In contrast, the rest of the world grew at a slower economic rate of 2.9% but achieved a higher GDP per capita growth of 2.2% due to a slower population growth rate of 0.9%.","ai_generated":true,"unit":"issafri-000281#insight-1","date_modified":"2026-10-23"},{"text":"Forecasts for 2026 to 2050 indicate the African economy will expand by 5% annually, significantly higher than the 2.6% average for the rest of the world. However, because Africa's population is projected to grow at 2.2% per annum compared to 0.24% elsewhere, its GDP per capita growth will be only about 1.6% per annum.","ai_generated":true,"unit":"issafri-000281#insight-2","date_modified":"2026-10-23"}],"climate_tags":["economic growth"],"geography_discussed":["sub-Saharan Africa","North Africa","World","Europe","Asia"],"frame_perspective":[],"analysis_type":["forecasting","comparative analysis"]}]}