{"query_echo":{"q":"","filters":{"analysis_type":["forecasting"]},"warnings":[]},"total":{"value":229,"relation":"eq"},"page":4,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=forecasting&page=4","next":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=forecasting&page=5","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-000289","url":"https://climateinsightsdirectory.org/document/issafri-000289","title":"BURUNDI 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=BI&topic=06-scenario-interventions","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report details specific multipliers and targets for Burundi across several development scenarios. Key interventions include improving government effectiveness, reducing child and maternal mortality, increasing vocational training, boosting agricultural yields, and expanding renewable energy and ICT infrastructure. The document compares these projected outcomes against averages for low-income African countries and historical benchmarks from other African nations.","ai_generated":true,"unit":"issafri-000289#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the Governance scenario, interventions are projected to increase government effectiveness by 70% between 2024 and 2033, which would place Burundi second among low-income African countries, trailing only Rwanda.","ai_generated":true,"unit":"issafri-000289#insight-1","date_modified":"2026-10-23"},{"text":"The Demographics and Health scenario targets significant mortality reductions, including a 53.6% decrease in the maternal mortality rate and a 48.7% reduction in under-five mortality between 2024 and 2033.","ai_generated":true,"unit":"issafri-000289#insight-2","date_modified":"2026-10-23"},{"text":"Education interventions aim to increase vocational enrolment in lower secondary schools by 90% and improve upper secondary vocational training by 17.3% between 2024 and 2033.","ai_generated":true,"unit":"issafri-000289#insight-3","date_modified":"2026-10-23"},{"text":"The Agriculture scenario projects a 90% improvement in agricultural yield between 2024 and 2033, which would make Burundi the second-highest yield producer per hectare among low-income African countries by 2043, behind only Malawi.","ai_generated":true,"unit":"issafri-000289#insight-4","date_modified":"2026-10-23"},{"text":"Infrastructure and leapfrogging interventions include increasing other renewable energy production from zero in 2024 to 2 million barrels by 2033 and improving urban electricity access by 21% between 2024 and 2033.","ai_generated":true,"unit":"issafri-000289#insight-5","date_modified":"2026-10-23"},{"text":"The AfCFTA scenario projects that services exports in Burundi will increase by 294% between 2024 and 2033, potentially giving the country the highest services export share among low-income African countries by 2043.","ai_generated":true,"unit":"issafri-000289#insight-6","date_modified":"2026-10-23"},{"text":"External financial flow interventions project a 140% rise in foreign direct investment (FDI) inflows between 2024 and 2033, which would result in Burundi receiving more FDI as a share of GDP than Burkina Faso, South Sudan, and the Central African Republic by 2043.","ai_generated":true,"unit":"issafri-000289#insight-7","date_modified":"2026-10-23"}],"climate_tags":["renewable energy","sustainable development","economic growth","public health","governance","trade policy"],"geography_discussed":["Rwanda","Ethiopia","Burkina Faso","Tanzania","The Gambia","Malawi","Mali","Central African Republic","Guinea","Niger","Madagascar","Sudan","Uganda","Eritrea","South Sudan","Guinea-Bissau","Africa"],"frame_perspective":[],"analysis_type":["scenario modeling","comparative analysis","forecasting"]},{"id":"issafri-000315","url":"https://climateinsightsdirectory.org/document/issafri-000315","title":"Africa: 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=AFRICA&topic=05-conclusion","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The report concludes that Africa's current development trajectory is insufficient to meet Agenda 2063 and SDG goals, with 19.1% of the population projected to remain in extreme poverty by 2043. It argues that a 'Combined scenario' of coordinated reforms—including the full implementation of the AfCFTA, improved governance, and an accelerated energy transition—could lift GDP to nearly US$9 trillion and reduce extreme poverty to 10.9% by 2043. Key recommendations include doubling or tripling annual energy buildout through renewables and regional power pools, and prioritizing industrialization in agro-processing and mineral beneficiation.","ai_generated":true,"unit":"issafri-000315#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the 'Current Path' scenario, Africa's population is expected to grow from 1.5 billion in 2024 to 2.3 billion by 2043, with GDP (MER) reaching US$6.36 trillion and GDP per capita hitting US$6,210. Despite this growth, 19.1% of the population would still live in extreme poverty (under US$2.15/day).","ai_generated":true,"unit":"issafri-000315#insight-1","date_modified":"2026-10-23"},{"text":"A 'Combined scenario' involving coordinated reforms across eight sectors—trade (AfCFTA), governance, agriculture, education, manufacturing, financial flows, infrastructure, and health—could significantly improve outcomes by 2043, increasing GDP to nearly US$9 trillion, raising GDP per capita to approximately US$8,040, and lowering extreme poverty to 10.9%.","ai_generated":true,"unit":"issafri-000315#insight-2","date_modified":"2026-10-23"},{"text":"Trade integration via the AfCFTA and institutional strengthening through better governance are identified as the most transformative drivers for expanding markets and reducing poverty.","ai_generated":true,"unit":"issafri-000315#insight-3","date_modified":"2026-10-23"},{"text":"To support industrial growth and a low-carbon model, Africa needs to accelerate its energy transition by doubling or tripling its annual energy buildout, focusing on renewables, off-grid/mini-grid solutions, and regional power pools such as the ASEM.","ai_generated":true,"unit":"issafri-000315#insight-4","date_modified":"2026-10-23"},{"text":"Africa is positioned to lead in green industrialization due to having the world's largest concentration of solar potential and a fast-growing workforce, while currently contributing less than 3% of global CO2 emissions.","ai_generated":true,"unit":"issafri-000315#insight-5","date_modified":"2026-10-23"}],"climate_tags":["energy transition","renewable energy","distributed generation","Mini-grids","green growth","climate change adaptation","carbon dioxide emissions","climate risk"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["scenario analysis","forecasting","policy recommendation"]},{"id":"issafri-000321","url":"https://climateinsightsdirectory.org/document/issafri-000321","title":"CABO VERDE 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=CV&topic=combined-agenda-2063","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Combined Agenda 2063 scenario for Cape Verde projects significant economic growth, with GDP per capita reaching US$15,663 by 2043 and a substantial reduction in extreme poverty. While the service, manufacturing, and ICT sectors are expected to be the primary drivers of GDP, the scenario also predicts an increase in carbon emissions to 0.47 million tons by 2043, necessitating an accelerated energy transition to mitigate environmental degradation.","ai_generated":true,"unit":"issafri-000321#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Combined Agenda 2063 scenario, which integrates 11 sectoral scenarios, is projected to increase Cape Verde's GDP per capita to US$15,663 by 2043, which is US$4,824 higher than the Current Path forecast. The Free Trade and Manufacturing/Transfers scenarios are identified as having the greatest potential for economic growth, while Health/WaSH and Governance have the least impact. A 'synergistic effect' from the combination of these scenarios is estimated to contribute approximately US$676 to GDP per capita in 2043.","ai_generated":true,"unit":"issafri-000321#insight-1","date_modified":"2026-10-23"},{"text":"Under the Combined Agenda 2063 scenario, extreme poverty in Cape Verde is expected to decline significantly. By 2043, only 24,000 people (3.6% of the population) are projected to live below the US$3.20 poverty line, meaning 54,000 more people would be moved out of extreme poverty compared to the Current Path forecast.","ai_generated":true,"unit":"issafri-000321#insight-2","date_modified":"2026-10-23"},{"text":"The total size of the Cape Verde economy is projected to be US$8.7 billion in 2043 under the Combined Agenda 2063 scenario, which is US$3.5 billion larger than the Current Path estimate of US$5.2 billion. The service sector is expected to be the largest contributor, adding 4.2 percentage points to GDP (US$2.8 billion), while agriculture's contribution is projected to decrease by 1.09 percentage points (US$0.14 billion).","ai_generated":true,"unit":"issafri-000321#insight-3","date_modified":"2026-10-23"},{"text":"Economic growth under the Combined Agenda 2063 scenario is associated with increased environmental costs. Carbon emissions are projected to rise from 0.18 million tons in 2019 to 0.47 million tons by 2043, which is higher than the 0.38 million tons projected in the Current Path forecast. The document states that an accelerated energy transition is required to mitigate this environmental degradation.","ai_generated":true,"unit":"issafri-000321#insight-4","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","energy transition","environmental degradation","economic growth","poverty reduction","industrial manufacturing","agriculture"],"geography_discussed":["Africa"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis"]},{"id":"issafri-000332","url":"https://climateinsightsdirectory.org/document/issafri-000332","title":"BURUNDI 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=BI&topic=05-conclusion","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The report concludes that while Burundi has made progress in peace and macroeconomic stability since 2000, it remains hindered by political fragility, poor infrastructure, and low agricultural productivity. On its current path, the country is forecast to improve but will likely miss many 2030 Sustainable Development Goals. The analysis emphasizes that a coordinated policy push across development sectors, focusing on agricultural modernization, economic diversification into manufacturing, and climate-resilient infrastructure, is necessary to reduce aid dependency and improve citizen prosperity.","ai_generated":true,"unit":"issafri-000332#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Burundi's current development trajectory is insufficient to meet global targets, and the country is expected to continue lagging behind its peers and miss many of the Sustainable Development Goals (SDGs) by 2030.","ai_generated":true,"unit":"issafri-000332#insight-1","date_modified":"2026-10-23"},{"text":"Agriculture is central to the livelihoods of most of the population, but the sector is characterized by low productivity and vulnerability to climate change.","ai_generated":true,"unit":"issafri-000332#insight-2","date_modified":"2026-10-23"},{"text":"To increase economic resilience and decrease the current high level of reliance on aid for the national budget, Burundi must diversify its economy into manufacturing and improve its infrastructure.","ai_generated":true,"unit":"issafri-000332#insight-3","date_modified":"2026-10-23"},{"text":"The report recommends a comprehensive strategy including the modernization of agriculture (via irrigation and mechanisation), investment in vocational education and health, the expansion of climate-resilient transport and ICT networks, and the use of the AfCFTA to promote regional integration.","ai_generated":true,"unit":"issafri-000332#insight-4","date_modified":"2026-10-23"},{"text":"Future development progress must be balanced with environmental sustainability to address the risks associated with rising carbon emissions.","ai_generated":true,"unit":"issafri-000332#insight-5","date_modified":"2026-10-23"}],"climate_tags":["climate change","carbon dioxide emissions","agricultural productivity","economic diversity","industrial manufacturing","Sustainable Development Goals"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["scenario analysis","forecasting"]},{"id":"issafri-000026","url":"https://climateinsightsdirectory.org/document/issafri-000026","title":"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=08-large-infrastructure-leapfrogging-scenario","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Large Infrastructure and Leapfrogging scenario presents an optimistic pathway for Africa, benchmarking progress against historical trajectories in South Asia and South America. It focuses on accelerating the transition to modern energy systems and expanding digital connectivity to drive productivity and social benefits by 2050.","ai_generated":true,"unit":"issafri-000026#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The scenario models a faster transition to a modern energy system by increasing reliance on solar and wind power, improving energy storage, and deploying decentralised power systems such as micro-, mini-, and off-grid solutions, which results in reduced transmission losses.","ai_generated":true,"unit":"issafri-000026#insight-1","date_modified":"2026-10-23"},{"text":"By 2050, the scenario projects that 89.5% of Africans will have electricity access, reducing the number of people without electricity from 543 million to 273 million. This represents a significant improvement over the 'Current Path' projection of 79% access.","ai_generated":true,"unit":"issafri-000026#insight-2","date_modified":"2026-10-23"},{"text":"Renewable energy's share of total energy production is projected to reach 45% by 2050 under this scenario, compared to 34% under the Current Path.","ai_generated":true,"unit":"issafri-000026#insight-3","date_modified":"2026-10-23"},{"text":"The scenario predicts a significant increase in fixed broadband subscriptions to 47 per 100 people by 2050, compared to 29 per 100 in the Current Path, which is identified as a key factor for higher AI adoption.","ai_generated":true,"unit":"issafri-000026#insight-4","date_modified":"2026-10-23"},{"text":"Improvements in ICT infrastructure are expected to increase ICT value added by US$233 billion compared to the Current Path, adding approximately 1.75 percentage points to GDP, though the sector would still only account for roughly 8% of the continent's GDP.","ai_generated":true,"unit":"issafri-000026#insight-5","date_modified":"2026-10-23"}],"climate_tags":["solar energy","wind power","energy storage","Mini-grids","renewable energy"],"geography_discussed":["South Asia","South America"],"frame_perspective":[],"analysis_type":["scenario modelling","forecasting"]},{"id":"issafri-000097","url":"https://climateinsightsdirectory.org/document/issafri-000097","title":"Large Infrastructure","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/guide.pdf?thematic=11-large-infrastructure&topic=09-infrastructure-leapfrogging-scenario","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report outlines the 'Large Infrastructure and Leapfrogging' scenario, which models the effects of targeted infrastructure investment in Africa from 2027 to 2050. It emphasizes the synergy between large-scale renewable energy, off-grid solutions, and ICT to lower barriers for private capital and formalize the informal economy. The analysis uses the International Futures (IFs) platform to categorize spending across traditional, ICT, and other infrastructure, benchmarking progress against developing regions in South Asia and South America.","ai_generated":true,"unit":"issafri-000097#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The scenario posits that large-scale renewable energy, off-grid and micro-grid solutions, and ICT infrastructure work together to reduce barriers for private capital and accelerate the formalization of the informal economy.","ai_generated":true,"unit":"issafri-000097#insight-1","date_modified":"2026-10-23"},{"text":"The modeled policy interventions are scheduled to begin in 2027, with a ten-year implementation phase ending in 2036, and the resulting gains maintained until 2050.","ai_generated":true,"unit":"issafri-000097#insight-2","date_modified":"2026-10-23"},{"text":"The scenario's design is based on benchmarking African progress against similar development stages in South Asia and South America.","ai_generated":true,"unit":"issafri-000097#insight-3","date_modified":"2026-10-23"},{"text":"The International Futures (IFs) forecasting platform used in the study categorizes infrastructure into traditional (water, roads, electricity, sanitation, wastewater), ICT (mobile phones, fixed and mobile broadband), and 'other' (ports, airports, railways), while excluding infrastructure funded specifically through public-private partnerships.","ai_generated":true,"unit":"issafri-000097#insight-4","date_modified":"2026-10-23"}],"climate_tags":["renewable energy","distributed generation","infrastructure investment"],"geography_discussed":["South Asia","South America"],"frame_perspective":[],"analysis_type":["scenario analysis","forecasting"]},{"id":"issafri-000105","url":"https://climateinsightsdirectory.org/document/issafri-000105","title":"Leapfrogging in Africa’s Energy Sector: The Transformative Potential of Renewables","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=02-leapfrogging-africa-energy-sector","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"As of 2022, 41.5% of Africa's population lacked electricity, with sub-Saharan Africa lagging significantly at 51.5% access. The document argues that traditional grid expansion is too slow and expensive for rural areas, proposing a 'leapfrog' strategy centered on solar-based off-grid and mini-grid solutions. World Bank estimates suggest that providing electricity to 380 million people by 2030 would require over 160,000 mini-grids costing approximately US$ 91 billion. Despite possessing 60% of the world's best solar resources, Africa faces severe financing shortfalls, with clean energy finance growing by only 2.5% in sub-Saharan Africa between 2021 and 2022, compared to over 100% in Latin America. Barriers to deployment include high public debt, regulatory bottlenecks, and shifting geopolitical priorities, such as the end of the US Power Africa initiative.","ai_generated":true,"unit":"issafri-000105#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Electricity access in Africa remains a significant challenge, with 41.5% of the population (approximately 600 million people) lacking power in 2022. There is a stark divide between urban access (83%) and rural access (42%), and sub-Saharan Africa's access rate of 51.5% is far below the global average of 91.3%.","ai_generated":true,"unit":"issafri-000105#insight-1","date_modified":"2026-10-23"},{"text":"Africa's per capita electricity consumption has reached its lowest level in over two decades, falling from roughly 660 kWh in 2015 to 514.7 kWh in 2022, indicating that consumption is not keeping pace with expanded access due to high costs and unreliable infrastructure.","ai_generated":true,"unit":"issafri-000105#insight-2","date_modified":"2026-10-23"},{"text":"To achieve universal electrification in sub-Saharan Africa by 2030, a cost-effective mix of technologies is required. World Bank estimates indicate that supplying electricity to 380 million people will necessitate more than 160,000 mini-grids at an estimated cost of US$ 91 billion, with costs potentially as low as US$0.20 per kWh.","ai_generated":true,"unit":"issafri-000105#insight-3","date_modified":"2026-10-23"},{"text":"Africa possesses approximately 60% of the world's best solar resources, yet it suffers from a persistent clean energy financing gap. Between 2021 and 2022, clean energy finance in sub-Saharan Africa grew by only 2.5%, while Latin America saw growth of over 100%.","ai_generated":true,"unit":"issafri-000105#insight-4","date_modified":"2026-10-23"},{"text":"The transition to renewables is hindered by domestic structural issues, including high public debt and undercapitalised utilities, as well as external factors like the termination of the United States' Power Africa initiative and increased European military spending.","ai_generated":true,"unit":"issafri-000105#insight-5","date_modified":"2026-10-23"}],"climate_tags":["renewable energy","solar energy","Mini-grids","climate finance","green hydrogen","wind power","hydropower","geothermal energy","energy transition"],"geography_discussed":["Nigeria","Democratic Republic of the Congo","Ethiopia","South Sudan","Burundi","Chad","Latin America","United States","Europe"],"frame_perspective":[],"analysis_type":["assessment","forecasting"]},{"id":"issafri-000176","url":"https://climateinsightsdirectory.org/document/issafri-000176","title":"Mobile Phones and Broadband—a big Leap for Africa","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/guide.pdf?thematic=09-leapfrog&topic=03-mobile-phones-broadband","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"Africa has experienced significant technological leapfrogging by bypassing fixed-line telecommunications in favor of mobile networks. While mobile subscriptions surged from 1.9 to over 100 per 100 people between 2000 and 2023, fixed broadband remains limited. The report highlights the role of satellite internet, such as Starlink, in reaching remote areas and notes that mobile broadband coverage in Nigeria is linked to increased household consumption and poverty reduction. By 2050, mobile phone and mobile broadband subscriptions are projected to reach 150 and 149 per 100 people, respectively, though gaps in affordability and digital skills persist.","ai_generated":true,"unit":"issafri-000176#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Africa bypassed traditional fixed-line infrastructure to adopt mobile networks, leading to a dramatic increase in connectivity. Between 2000 and 2023, fixed-line access grew only from 2.4 to 2.9 lines per 100 people, whereas mobile subscriptions rose from 1.9 to over 100 per 100 people.","ai_generated":true,"unit":"issafri-000176#insight-1","date_modified":"2026-10-23"},{"text":"Mobile broadband has a measurable positive impact on economic welfare and poverty. In Nigeria, one year of mobile broadband coverage is associated with a 6% increase in total household consumption and a 4 percentage point drop in the share of households living below the extreme poverty line; after two years, consumption increases by 8% and poverty falls by 7 percentage points, lifting approximately 2.5 million people out of extreme poverty.","ai_generated":true,"unit":"issafri-000176#insight-2","date_modified":"2026-10-23"},{"text":"Low Earth orbit satellite internet is expanding connectivity in remote African regions where terrestrial networks are lacking. SpaceX's Starlink launched in Senegal in early 2026 and has expanded into the Central African Republic, São Tomé and Príncipe, Chad, Somalia, Lesotho, Guinea-Bissau, DR Congo, Niger, and Liberia.","ai_generated":true,"unit":"issafri-000176#insight-3","date_modified":"2026-10-23"},{"text":"Projections for 2050 indicate a near-total alignment between mobile phone and mobile broadband subscriptions, though a significant gap remains for fixed broadband. Mobile phone subscriptions are expected to reach 150 per 100 people and mobile broadband 149 per 100, while fixed broadband is projected at 29 per 100.","ai_generated":true,"unit":"issafri-000176#insight-4","date_modified":"2026-10-23"},{"text":"There is a stark global disparity in the rollout of 5G technology. While 5G is dominant in high- and upper-middle-income countries, covering over two-thirds of their populations, it reaches only 4% of the population in low-income countries.","ai_generated":true,"unit":"issafri-000176#insight-5","date_modified":"2026-10-23"}],"climate_tags":["digital divide"],"geography_discussed":["Nigeria","Senegal","Central African Republic","São Tomé and Príncipe","Chad","Somalia","Lesotho","Guinea-Bissau","Democratic Republic of the Congo","Niger","Liberia"],"frame_perspective":[],"analysis_type":["trend analysis","economic impact assessment","forecasting"]},{"id":"issafri-000203","url":"https://climateinsightsdirectory.org/document/issafri-000203","title":"Infrastructure Spending in Africa","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/guide.pdf?thematic=11-large-infrastructure&topic=07-infrastructure-spending","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"Africa's infrastructure spending is robust relative to GDP but insufficient given population growth, with financing heavily reliant on governments and development partners. Public investment is severely constrained by high sovereign debt, with debt servicing costs often exceeding infrastructure spending. Private investment remains low due to high capital costs and risk perceptions, though specific countries like South Africa and Egypt have seen success through targeted policy frameworks. Development finance is also facing a decline due to geopolitical and macroeconomic pressures.","ai_generated":true,"unit":"issafri-000203#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Africa's infrastructure spending as a percentage of GDP is higher than South America's but lower than South Asia's. In 2024, Africa's total expenditure on all infrastructure aspects was approximately 5.7% of GDP, compared to 5.2% in South Asia and 2.3% in South America.","ai_generated":true,"unit":"issafri-000203#insight-1","date_modified":"2026-10-23"},{"text":"Infrastructure financing in Africa is dominated by governments and development funders, who together accounted for 89% of average annual commitments between 2016 and 2020, totaling an average of US$83 billion per year. While the private sector is more active in digital infrastructure (55% of investment), its overall contribution is lower than in other developing countries.","ai_generated":true,"unit":"issafri-000203#insight-2","date_modified":"2026-10-23"},{"text":"Public investment is limited by severe debt distress; in 2024, public debt reached 67% of Africa's GDP. Between 2019 and 2023, African governments spent an average of seven times more on debt servicing than on infrastructure, and interest payments exceed infrastructure spending in 15 African countries.","ai_generated":true,"unit":"issafri-000203#insight-3","date_modified":"2026-10-23"},{"text":"China is the largest individual funder of African infrastructure, but its contributions dropped from US$25.7 billion in 2018 to US$6.5 billion in 2020 due to concerns over African sovereign debt burdens.","ai_generated":true,"unit":"issafri-000203#insight-4","date_modified":"2026-10-23"},{"text":"Private investment is hindered by a high weighted average cost of capital (13% in Africa vs 8% in OECD countries) and high project costs. However, South Africa and Egypt captured 21% and 15% of private infrastructure investment respectively between 2013-2023, aided by initiatives like South Africa's Renewable Energy Independent Power Producer Procurement Programme and Egypt's first sovereign green bond.","ai_generated":true,"unit":"issafri-000203#insight-5","date_modified":"2026-10-23"},{"text":"Development finance is declining; disbursements fell from US$16.6 billion in 2022 to US$14.8 billion in 2023. Net aid from OECD Development Assistance Committee (DAC) members is projected to see a cumulative reduction of 16–28% between 2023 and 2025.","ai_generated":true,"unit":"issafri-000203#insight-6","date_modified":"2026-10-23"}],"climate_tags":["climate finance","public–private partnership","renewable energy","climate bond","energy infrastructure","water distribution system"],"geography_discussed":["South Asia","South America","People's Republic of China","Vietnam","South Africa","Egypt"],"frame_perspective":[],"analysis_type":["comparative analysis","financial assessment","forecasting"]},{"id":"issafri-000324","url":"https://climateinsightsdirectory.org/document/issafri-000324","title":"Large Infrastructure Scenario Impact on Financing for Infrastructure","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=11-large-infrastructure&topic=10-scenario-impact","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","analysis_type"],"summary":{"text":"The analysis compares two scenarios for African infrastructure financing up to 2050. Under the 'Large Infrastructure and Leapfrogging' scenario, government spending is projected to reach US$267 billion by 2050, exceeding the 'Current Path' forecast by US$44 billion. Average annual public spending from 2027 to 2050 is expected to be US$171 billion in this scenario, compared to US$150 billion under the Current Path.","ai_generated":true,"unit":"issafri-000324#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"National governments are the lead funders of infrastructure in Africa, providing 41% of total commitments between 2016 and 2020.","ai_generated":true,"unit":"issafri-000324#insight-1","date_modified":"2026-10-23"},{"text":"By 2050, government spending on infrastructure under the Large Infrastructure and Leapfrogging scenario is projected to be US$267 billion (in 2017 constant dollars), which is US$44 billion more than the US$223 billion forecast for the Current Path.","ai_generated":true,"unit":"issafri-000324#insight-2","date_modified":"2026-10-23"},{"text":"Between 2027 and 2050, the average annual public infrastructure spending under the Large Infrastructure and Leapfrogging scenario is projected at US$171 billion (2017 constant dollars), whereas the Current Path projects US$150 billion.","ai_generated":true,"unit":"issafri-000324#insight-3","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":[],"frame_perspective":[],"analysis_type":["scenario analysis","forecasting"]},{"id":"issafri-000029","url":"https://climateinsightsdirectory.org/document/issafri-000029","title":"AFRICA EMPLOYMENT FORECAST: THEMATIC FUTURES","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-05-04","source_url":"https://futures.issafrica.org/thematic/guide.pdf?thematic=13-work-jobs&topic=01-introduction","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"Africa faces a critical gap between rapid labour force growth and the creation of formal jobs. By 2043, the labour force is expected to almost double from its 2023 level of 576 million. While the services sector continues to dominate GDP, a 'Combined' scenario involving pro-growth policies could increase Africa's GDP to US$8.9 trillion by 2043, compared to US$6.4 trillion on the 'Current Path'.","ai_generated":true,"unit":"issafri-000029#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Africa's labour force is growing significantly faster than the demand for formal employment, with only 2.6 to 3 million formal jobs created annually, leading to a concentration of growth in the informal sector.","ai_generated":true,"unit":"issafri-000029#insight-1","date_modified":"2026-10-23"},{"text":"The African labour force is projected to almost double by 2043 from its 2023 size of 576 million, with nearly 25% of all global labour force entrants coming from Africa by that date.","ai_generated":true,"unit":"issafri-000029#insight-2","date_modified":"2026-10-23"},{"text":"Africa's labour force participation rate is higher than the global average, reaching 64.5% for the continent and 67.7% for sub-Saharan Africa in 2023, compared to a global average of 60.5%.","ai_generated":true,"unit":"issafri-000029#insight-3","date_modified":"2026-10-23"},{"text":"Economic forecasts for 2043 show that a 'Combined' scenario with pro-growth policies would result in a GDP of US$8.9 trillion, a 39.5% increase over the 'Current Path' forecast of US$6.4 trillion.","ai_generated":true,"unit":"issafri-000029#insight-4","date_modified":"2026-10-23"},{"text":"The African economy is shifting toward services; on the 'Current Path', the services sector's contribution to GDP is expected to rise from 53% in 2023 to 56.5% by 2043, while agriculture's share is forecast to drop from 14% to 7.6%.","ai_generated":true,"unit":"issafri-000029#insight-5","date_modified":"2026-10-23"}],"climate_tags":["economic growth","gross domestic product","industrial manufacturing"],"geography_discussed":["sub-Saharan Africa","People's Republic of China","World"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis"]},{"id":"issafri-000169","url":"https://climateinsightsdirectory.org/document/issafri-000169","title":"Size and Quality of Labour in Africa compared with China and India","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-05-04","source_url":"https://futures.issafrica.org/thematic/guide.pdf?thematic=13-work-jobs&topic=04-size-and-quality-of-labour","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document analyzes Africa's labour force relative to China and India, noting that while Africa has a rapidly growing and youthful workforce that could attract labour-intensive industries, it lags significantly in education, health, and overall labour productivity. Forecasts suggest that without substantial improvements in human capital, the productivity gap between Africa and its Asian counterparts will widen by 2043.","ai_generated":true,"unit":"issafri-000169#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Africa's labour force is growing rapidly and is expected to surpass China's by 2034 and exceed 1 billion people by 2043.","ai_generated":true,"unit":"issafri-000169#insight-1","date_modified":"2026-10-23"},{"text":"Africa significantly trails China and India in adult education levels. In 2023, the mean years of education for African adults was 6.8 years, compared to 7.6 in India and 8.9 in China. This gap is forecast to widen by 2043 on the 'Current Path' scenario.","ai_generated":true,"unit":"issafri-000169#insight-2","date_modified":"2026-10-23"},{"text":"Health outcomes in Africa are poorer than in China and India, as measured by disability-adjusted life years (DALYs). In 2023, Africa's burden of ill health was nearly double that of China, with 392,000 DALYs per million people compared to China's 209,000.","ai_generated":true,"unit":"issafri-000169#insight-3","date_modified":"2026-10-23"},{"text":"African labour productivity is substantially lower than that of China and India and is forecast to decline further in relative terms. By 2043, African labour productivity is projected to be less than half of India's and only about 13% of China's.","ai_generated":true,"unit":"issafri-000169#insight-4","date_modified":"2026-10-23"}],"climate_tags":["public health","economic development"],"geography_discussed":["People's Republic of China","India"],"frame_perspective":[],"analysis_type":["comparative analysis","forecasting"]},{"id":"issafri-000187","url":"https://climateinsightsdirectory.org/document/issafri-000187","title":"AFRICA EMPLOYMENT FORECAST: THEMATIC FUTURES","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-05-04","source_url":"https://futures.issafrica.org/thematic/guide.pdf?thematic=13-work-jobs&topic=09-conclusion","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report warns that Africa's labour force growth is outstripping job supply, leaving many dependent on a low-productivity informal sector. It argues that while agriculture and services will provide most jobs, manufacturing offers the highest long-term impact. To avoid social instability and the risk of a missed demographic dividend, the authors advocate for digitisation to formalise the informal economy, massive upskilling in AI and STEM, and a shift in mindset from seeking jobs to creating them through entrepreneurship.","ai_generated":true,"unit":"issafri-000187#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Current trends indicate that the growth of the African labour force will exceed the number of available jobs, forcing many citizens into an informal sector marked by income insecurity, low productivity, and a lack of social protection.","ai_generated":true,"unit":"issafri-000187#insight-1","date_modified":"2026-10-23"},{"text":"While agriculture and services are expected to provide the most additional employment due to their current economic dominance, the manufacturing sector is identified as having the largest positive impact on job creation in the medium and long term because of its capacity for technological integration and value addition.","ai_generated":true,"unit":"issafri-000187#insight-2","date_modified":"2026-10-23"},{"text":"The gap between the expectations of connected youth and their actual opportunities could lead to increased civil unrest, social discontent, and higher rates of legal or irregular migration.","ai_generated":true,"unit":"issafri-000187#insight-3","date_modified":"2026-10-23"},{"text":"Digitisation is presented as a critical tool to empower the informal sector by providing access to finance and creating productive linkages, as well as modernising agriculture for smallholder farmers.","ai_generated":true,"unit":"issafri-000187#insight-4","date_modified":"2026-10-23"},{"text":"African governments and agencies are implementing AI strategies focused on upskilling, entrepreneurship, and infrastructure. Specific examples include Nigeria's National AI Strategy (NAIS), which aims to provide AI skills to 70% of youth aged 16-35 by 2027, and Rwanda's initiative for 100% internet coverage.","ai_generated":true,"unit":"issafri-000187#insight-5","date_modified":"2026-10-23"},{"text":"To effectively reduce unemployment and poverty, the report argues for a cultural shift toward entrepreneurship—moving from 'getting an education to get a job' to 'getting an education to create jobs'—and suggests that massive scale social grants and public work programs will be necessary for survival for many.","ai_generated":true,"unit":"issafri-000187#insight-6","date_modified":"2026-10-23"}],"climate_tags":["agriculture","industrial manufacturing"],"geography_discussed":["Nigeria","Kenya","Ghana","Rwanda"],"frame_perspective":[],"analysis_type":["forecasting","policy analysis"]},{"id":"issafri-000326","url":"https://climateinsightsdirectory.org/document/issafri-000326","title":"AFRICA EMPLOYMENT FORECAST: THEMATIC FUTURES","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-05-04","source_url":"https://futures.issafrica.org/thematic/guide.pdf?thematic=13-work-jobs&topic=08-social-grants","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report argues that African governments must rely on social grants and employment schemes to support populations not absorbed by the economy. It highlights South Africa's expansive but potentially unsustainable grant system and the Expanded Public Works Programme. The text discusses the transition from conditional to universal grants and the use of biometric identification systems, like India's Aadhaar, to reduce corruption. A critical barrier identified is Africa's low tax-to-GDP ratio (16.5%), exacerbated by tax breaks for investors, which limits the funding available for these social protections.","ai_generated":true,"unit":"issafri-000326#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"South Africa has significantly expanded its social grant system, with beneficiaries increasing from four million in 1994 to over 28 million today, though 40% of the population still lives in poverty based on a US$6.85 extreme poverty benchmark.","ai_generated":true,"unit":"issafri-000326#insight-1","date_modified":"2026-10-23"},{"text":"The Expanded Public Works Programme (EPWP) in South Africa has provided over eight million work opportunities since 2004, serving as a short-term bridge to improve employability through skills and experience.","ai_generated":true,"unit":"issafri-000326#insight-2","date_modified":"2026-10-23"},{"text":"Digital biometric identification systems, such as India's Aadhaar project which enrolled over 1.4 billion adults, can mitigate corruption in grant distribution by enabling direct transfers to bank accounts.","ai_generated":true,"unit":"issafri-000326#insight-3","date_modified":"2026-10-23"},{"text":"African governments face severe funding constraints for social programs due to a low average tax-to-GDP ratio of 16.5%, which is lower than that of Asia and the Pacific (19.1%), Latin America and the Caribbean (21.9%), and OECD countries (33.5%).","ai_generated":true,"unit":"issafri-000326#insight-4","date_modified":"2026-10-23"},{"text":"Ethiopia successfully expanded its tax base between 2007 and 2013, with total taxes collected increasing from US$1.3 billion to US$3.8 billion, and the tax contribution to government revenue rising from 48% in 2007 to 82% in 2016.","ai_generated":true,"unit":"issafri-000326#insight-5","date_modified":"2026-10-23"}],"climate_tags":["poverty reduction","fiscal policy"],"geography_discussed":["South Africa","India","Ethiopia","Kenya","Brazil","People's Republic of China"],"frame_perspective":[],"analysis_type":["forecasting","policy analysis"]},{"id":"issafri-000010","url":"https://climateinsightsdirectory.org/document/issafri-000010","title":"Agriculture","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/04-agriculture/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document analyzes the stagnation of African agricultural productivity, attributing it to historical factors like slavery, colonialism, and a lack of tenure reform. It contrasts a 'Current Path' forecast—characterized by increasing food import dependence and low yields—with an 'Agriculture scenario' where targeted interventions in AgTech, irrigation, and soil health lead to significant poverty reduction and GDP growth. The report emphasizes the need for food self-sufficiency and value addition within Africa over a reliance on raw commodity exports.","ai_generated":true,"unit":"issafri-000010#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Africa's agricultural yields have historically lagged behind the rest of the world; by 2020, they were approximately 3.7 tons per hectare below the global average.","ai_generated":true,"unit":"issafri-000010#insight-1","date_modified":"2026-10-23"},{"text":"Under the 'Current Path' forecast, Africa's agricultural import bill is projected to rise from US$114 billion in 2019 to US$510 billion by 2043, increasing vulnerability to international price fluctuations.","ai_generated":true,"unit":"issafri-000010#insight-2","date_modified":"2026-10-23"},{"text":"The 'Agriculture scenario' predicts that by 2043, Africa could produce 486 million metric tons of additional food compared to the Current Path, reducing the import bill by US$212 billion and increasing export earnings by US$227.6 billion.","ai_generated":true,"unit":"issafri-000010#insight-3","date_modified":"2026-10-23"},{"text":"Insecure land tenure is a primary barrier to productivity; an estimated 90% of rural land in Africa is not formally documented, and up to 60% of land in sub-Saharan Africa is held under customary ownership.","ai_generated":true,"unit":"issafri-000010#insight-4","date_modified":"2026-10-23"},{"text":"Climate change and environmental degradation severely impact yields, with 95% of the continent's cultivation relying on rain rather than irrigation, and an estimated 4 million hectares of forest cut down annually.","ai_generated":true,"unit":"issafri-000010#insight-5","date_modified":"2026-10-23"},{"text":"Africa exports high volumes of raw commodities with minimal value addition; for example, 90% of the continent's cashew nuts are exported for processing overseas, and Ghana and Côte d’Ivoire receive only 5% to 6% of the US$130bn annual cocoa market revenue.","ai_generated":true,"unit":"issafri-000010#insight-6","date_modified":"2026-10-23"},{"text":"Agricultural technologies (AgTech), including AI-driven soil mapping and mobile-based credit and insurance, can significantly increase farm-level incomes and yields.","ai_generated":true,"unit":"issafri-000010#insight-7","date_modified":"2026-10-23"},{"text":"The 'Agriculture scenario' is expected to reduce the number of extremely poor Africans (living on less than US$1.90 daily) to 339 million (15%) by 2043, compared to 398 million (18%) in the Current Path.","ai_generated":true,"unit":"issafri-000010#insight-8","date_modified":"2026-10-23"},{"text":"The 10-year Fertilizer and Soil Health Action Plan 2023-2033 aims to triple fertiliser use from 18 kg/ha in 2020 to 54 kg/ha by 2033.","ai_generated":true,"unit":"issafri-000010#insight-9","date_modified":"2026-10-23"},{"text":"Poor infrastructure and high post-harvest losses hinder food security; agricultural loss and waste in Africa is 24%, reaching up to 30% in West Africa.","ai_generated":true,"unit":"issafri-000010#insight-10","date_modified":"2026-10-23"}],"climate_tags":["agricultural productivity","food security","climate change adaptation","agricultural irrigation","deforestation","land tenure","smallholder","carbon dioxide emissions","ecological restoration"],"geography_discussed":["Zimbabwe","People's Republic of China","Brazil","Democratic Republic of the Congo","Angola","Egypt","South Africa","Ethiopia","Ghana","Ivory Coast","Nigeria","Morocco","Kenya","Uganda"],"frame_perspective":[],"analysis_type":["forecasting","historical analysis","scenario modeling","policy assessment"]},{"id":"issafri-000059","url":"https://climateinsightsdirectory.org/document/issafri-000059","title":"AFRICA GENDER FUTURES: THEMATIC FUTURES","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-04-21","source_url":"https://futures.issafrica.org/thematic/guide.pdf?thematic=16-gender&topic=01-introduction","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document outlines the persistent gender gap in Africa despite a comprehensive framework of international and regional policies. It highlights the economic costs of gender inequality and establishes the basis for forecasting the impact of reducing these gaps on the continent's development by 2043.","ai_generated":true,"unit":"issafri-000059#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Despite the adoption of numerous international and regional protocols—including the Maputo Protocol and the African Union's Agenda 2063—gender equality remains a distant prospect in Africa. Sub-Saharan Africa is identified as the worst-performing region in the UNDP’s Gender Inequality Index.","ai_generated":true,"unit":"issafri-000059#insight-1","date_modified":"2026-10-23"},{"text":"Current progress toward gender parity is slow and has been hindered by recent shocks like the COVID-19 pandemic. A McKinsey report indicates Africa's overall gender parity is 0.58, suggesting it could take 140 years to achieve full equality at the current rate.","ai_generated":true,"unit":"issafri-000059#insight-2","date_modified":"2026-10-23"},{"text":"Gender inequality imposes significant economic costs on the continent. Between 2010 and 2014, annual economic losses due to gender gaps in sub-Saharan Africa reached US$95 billion, and discriminatory social institutions cost Africa approximately 7.5% of its GDP in 2019.","ai_generated":true,"unit":"issafri-000059#insight-3","date_modified":"2026-10-23"},{"text":"Global social norms regarding gender roles remain stagnant. The UNDP 2023 Gender Social Norms Index report indicates that about 50% of the global population believes men make better political leaders and over 40% believe men make better business leaders.","ai_generated":true,"unit":"issafri-000059#insight-4","date_modified":"2026-10-23"}],"climate_tags":["gender equality","economic growth","human rights"],"geography_discussed":["sub-Saharan Africa","World"],"frame_perspective":[],"analysis_type":["forecasting","economic modeling","policy review"]},{"id":"issafri-000072","url":"https://climateinsightsdirectory.org/document/issafri-000072","title":"The Impact of the Education Scenario","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-04-21","source_url":"https://futures.issafrica.org/thematic/guide.pdf?thematic=06-education&topic=10-impact-of-the-education-scenario","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document analyzes the potential benefits of increased education spending in Africa by 2043. It finds that an 'Education scenario' would significantly boost GDP, reduce extreme poverty, and improve health outcomes, particularly in lower-income regions, while creating a 'human capital dividend' that accelerates economic growth.","ai_generated":true,"unit":"issafri-000072#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Education scenario projects a significant increase in education spending in Africa, rising from US$143.7 billion (4.5% of GDP) in 2019 to US$490.5 billion (5.6% of GDP) by 2043. This investment is expected to yield a high return, making the African economy US$368.4 billion (or 4.3%) larger in 2043 than the Current Path forecast.","ai_generated":true,"unit":"issafri-000072#insight-1","date_modified":"2026-10-23"},{"text":"Mean years of education for adults aged 20–29 are projected to improve across five regions by 2043. Central Africa is expected to see the highest percentage increase at 56.4% (rising from 5.9 to 9.2 years), while North Africa remains the best-performing region despite the lowest improvement rate of approximately 20%.","ai_generated":true,"unit":"issafri-000072#insight-2","date_modified":"2026-10-23"},{"text":"The Education scenario is projected to reduce extreme poverty (defined as US$1.90 per person per day) by over two percentage points across Africa, representing 47 million fewer extremely poor people by 2043 compared to the Current Path. Low- and lower-middle-income countries are expected to benefit most, with reductions of 24.4 million and 22 million people, respectively.","ai_generated":true,"unit":"issafri-000072#insight-3","date_modified":"2026-10-23"},{"text":"Improved education is linked to positive health and demographic outcomes by 2043, including a reduction in infant mortality by an average of 1.8 deaths per 1,000 live births, a decrease in total fertility by 0.121 births per woman, and an increase in life expectancy by approximately five months. These factors would result in a population 12 million people smaller than the Current Path forecast.","ai_generated":true,"unit":"issafri-000072#insight-4","date_modified":"2026-10-23"},{"text":"The economic gains from the Education scenario vary by country income level and specific nation. By 2043, average GDP per capita (PPP) increases are projected at US$149 for low-income Africa, US$283 for lower-middle-income Africa, US$458 for upper-middle-income countries, and US$600 for the Seychelles. Libya and Equatorial Guinea are projected to gain the most (US$1,632 and US$1,190 respectively), while Burundi, Central African Republic, and Sierra Leone gain the least.","ai_generated":true,"unit":"issafri-000072#insight-5","date_modified":"2026-10-23"}],"climate_tags":["economic growth","poverty reduction"],"geography_discussed":["North Africa","Central Africa","East Africa","South America","South Asia","Seychelles","Libya","Equatorial Guinea","Burundi","Central African Republic","Sierra Leone","World"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis","economic modeling"]},{"id":"issafri-000103","url":"https://climateinsightsdirectory.org/document/issafri-000103","title":"Agriculture The challenge faced by raw commodity producers","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=04-agriculture&topic=04-challenge-faced-by-raw-commodity-producers","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report highlights the economic disparity for African producers of raw commodities like cocoa and cashew nuts, who export most products without value addition. It details regional agricultural growth forecasts and warns of a widening gap between crop production and demand, which is expected to increase food imports and vulnerability to international price fluctuations by 2043.","ai_generated":true,"unit":"issafri-000103#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"African agricultural producers of raw commodities suffer from a lack of value addition, leading to low returns. For example, Africa produces 45% of global cashew nuts, but 90% are exported for processing overseas, providing little benefit to 2.5 million farmers. Similarly, Ghana and Côte d’Ivoire produce 70% of global cocoa but capture only 5% to 6% of a market valued at US$130bn annually.","ai_generated":true,"unit":"issafri-000103#insight-1","date_modified":"2026-10-23"},{"text":"Efforts to improve pricing for cocoa farmers, such as the Living Income Differential (LID) and the Côte d’Ivoire-Ghana Cocoa Initiative (CIGCI), have faced implementation challenges. The CIGCI introduced a fixed premium of US$400 a ton over benchmark futures prices in October 2020, but the LID has struggled due to corruption, the COVID-19 pandemic, opposition from purchasing companies, environmental lobbyists, and lack of production regulation.","ai_generated":true,"unit":"issafri-000103#insight-2","date_modified":"2026-10-23"},{"text":"Agricultural sector values vary by region, with West Africa being the largest at US$168 billion in 2019 and projected to reach US$207 billion by 2043. North Africa followed with US$110 billion in 2019, projected to reach US$127 billion by 2043. Other regions include East Africa (forecasted US$96 billion by 2043), Southern Africa (forecasted US$50 billion by 2043), and Central Africa (forecasted US$41 billion by 2043).","ai_generated":true,"unit":"issafri-000103#insight-3","date_modified":"2026-10-23"},{"text":"There is a projected gap between agricultural production and demand in Africa. While crop production is forecast to increase from 1,007 million metric tons in 2019 to 1,473 million metric tons by 2043, demand is expected to rise more sharply to 2,126 million metric tons by 2043. This is expected to drive the agricultural import bill from US$114 billion in 2019 to US$510 billion by 2043.","ai_generated":true,"unit":"issafri-000103#insight-4","date_modified":"2026-10-23"}],"climate_tags":["agricultural production","food security"],"geography_discussed":["Ghana","Ivory Coast","Tanzania","Ecuador","Brazil","West Africa","North Africa","East Africa","Southern Africa","Central Africa"],"frame_perspective":[],"analysis_type":["forecasting","economic analysis"]},{"id":"issafri-000120","url":"https://climateinsightsdirectory.org/document/issafri-000120","title":"The Poor Quality of Education in Africa","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-04-21","source_url":"https://futures.issafrica.org/thematic/guide.pdf?thematic=06-education&topic=04-poor-quality-education","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document highlights a significant gap in educational quality in Africa, noting that sub-Saharan Africa consistently underperforms globally in primary and secondary standardized tests. It emphasizes that educational quality has a stronger correlation with economic growth than quantity. The text identifies a 'learning crisis' driven by student unpreparedness due to malnutrition and poverty, ineffective or absent teachers, lack of materials, and poor governance. It also stresses the critical role of early childhood development (ECD) and nutrition in establishing the cognitive foundations necessary for quality learning outcomes.","ai_generated":true,"unit":"issafri-000120#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Sub-Saharan Africa consistently performs worse than the rest of the world in primary and secondary education standardized tests, with 2019 average scores of 30.4 and 38.4 out of 100, respectively. In this region, primary scores ranged from 22.6% in Burkina Faso to 39.1% in Madagascar, while secondary scores ranged from 31.9% in Niger to 47.8% in Seychelles.","ai_generated":true,"unit":"issafri-000120#insight-1","date_modified":"2026-10-23"},{"text":"There is a stark disparity in learning outcomes between Africa and developed regions; the highest-performing country in sub-Saharan Africa still scores lower than the lowest-performing country in Western Europe. Additionally, approximately 90% of people in Africa cannot read or write simple text by age 10, compared to 70% globally.","ai_generated":true,"unit":"issafri-000120#insight-2","date_modified":"2026-10-23"},{"text":"The World Bank identifies four immediate causes for the 'learning crisis' in global education affecting sub-Saharan Africa: children arriving unprepared due to illness, malnutrition, or poverty; teachers lacking skills, motivation, or being absent; a lack of timely teaching and learning materials; and poor management and governance.","ai_generated":true,"unit":"issafri-000120#insight-3","date_modified":"2026-10-23"},{"text":"Early childhood development (ECD), including proper nutrition and appropriate curricula, is essential for cognitive functioning and social skills, yet many African students enter public schools characterized by overcrowding and low teacher-to-student ratios that hinder their ability to excel.","ai_generated":true,"unit":"issafri-000120#insight-4","date_modified":"2026-10-23"}],"climate_tags":["economic growth"],"geography_discussed":["Madagascar","Burkina Faso","Seychelles","Niger","South Asia","South America","Western Europe","World"],"frame_perspective":[],"analysis_type":["comparative analysis","forecasting"]},{"id":"issafri-000144","url":"https://climateinsightsdirectory.org/document/issafri-000144","title":"Africa’s educational funnel in context","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-04-21","source_url":"https://futures.issafrica.org/thematic/guide.pdf?thematic=06-education&topic=02-funnel","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report describes a 'narrowing funnel' in sub-Saharan African education, where high initial primary enrolment is offset by significant 'leaks' at each subsequent level, leading to very low tertiary graduation rates. It contrasts these outcomes with North Africa and global benchmarks, noting that sub-Saharan Africa is forecast to miss several 2030 Sustainable Development Goal (SDG) targets. The analysis highlights a growing intergenerational education gap and predicts that the attainment gap between sub-Saharan Africa and other developing regions will widen by 2030.","ai_generated":true,"unit":"issafri-000144#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Sub-Saharan Africa experiences a rapid contraction in its educational funnel, with completion rates dropping from 44% in lower secondary to 27% in upper secondary education as of 2019.","ai_generated":true,"unit":"issafri-000144#insight-1","date_modified":"2026-10-23"},{"text":"Tertiary education access in sub-Saharan Africa is critically low; in 2019, gross tertiary enrolment was below 10%, and only about 6% of the relevant age group graduated with at least a first degree.","ai_generated":true,"unit":"issafri-000144#insight-2","date_modified":"2026-10-23"},{"text":"There is a significant discrepancy between gross and net primary enrolment in sub-Saharan Africa (101.7% vs 78.9% in 2019), suggesting that many age-appropriate children are out of school while older children crowd classrooms.","ai_generated":true,"unit":"issafri-000144#insight-3","date_modified":"2026-10-23"},{"text":"Africa is projected to miss its 2030 Sustainable Development Goal (SDG) 4 targets, particularly in upper secondary graduation rates, which are forecast to be 38% against a target of 97%.","ai_generated":true,"unit":"issafri-000144#insight-4","date_modified":"2026-10-23"},{"text":"A substantial intergenerational education gap exists in poor countries, where literacy and education rates for the youngest population can be up to three times higher than for the oldest group, potentially leading to frustration and violence.","ai_generated":true,"unit":"issafri-000144#insight-5","date_modified":"2026-10-23"},{"text":"By 2043, Botswana is forecast to have the highest mean years of education on the continent at 11.3 years, while Mozambique is projected to improve from 2.8 years in 2019 to 5.2 years.","ai_generated":true,"unit":"issafri-000144#insight-6","date_modified":"2026-10-23"},{"text":"The gap in adult educational attainment between sub-Saharan Africa and other developing regions is expected to widen by 2030; citizens in sub-Saharan Africa will obtain about six years of education compared to seven to eight years in South Asia and South America.","ai_generated":true,"unit":"issafri-000144#insight-7","date_modified":"2026-10-23"}],"climate_tags":["higher education","gender equality"],"geography_discussed":["North Africa","South Asia","South America","Finland","Kenya","South Africa","Zimbabwe","Zambia","Madagascar","Botswana","Mozambique","World"],"frame_perspective":[],"analysis_type":["comparative analysis","forecasting"]}]}