{"query_echo":{"q":"","filters":{"analysis_type":["forecasting"]},"warnings":[]},"total":{"value":229,"relation":"eq"},"page":2,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=forecasting&page=2","next":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=forecasting&page=3","stability":"beta","ai_marking":{"digital_source_type":{"uri":"http://cv.iptc.org/newscodes/digitalsourcetype/trainedAlgorithmicMedia","name":"Created using Generative AI"},"notice":"Summary and key insights are generated using artificial intelligence."},"results":[{"id":"issafri-000009","url":"https://climateinsightsdirectory.org/document/issafri-000009","title":"Morocco Development Futures","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-05-31","source_url":"https://futures.issafrica.org/geographic/countries/morocco/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report projects Morocco's GDP to reach US$253.4 billion by 2043 on its current path, with potential to reach US$384 billion in a combined scenario. While the country benefits from a demographic window of opportunity and a shift toward high-value manufacturing, it faces significant challenges including severe water stress, heavy energy import dependence, and a large informal economy. Key growth drivers identified include the African Continental Free Trade Area (AfCFTA), governance reforms, and strategic investments in education and infrastructure.","ai_generated":true,"unit":"issafri-000009#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"On the 'Current Path' forecast, Morocco's GDP is projected to grow from US$133.4 billion in 2019 to US$253.4 billion by 2043, with GDP per capita increasing to US$10,718.","ai_generated":true,"unit":"issafri-000009#insight-1","date_modified":"2026-10-23"},{"text":"A 'Combined scenario' integrating eight sectoral interventions would make Morocco Africa's 6th largest economy by 2043 with a GDP of US$384 billion, a 51% increase over the Current Path.","ai_generated":true,"unit":"issafri-000009#insight-2","date_modified":"2026-10-23"},{"text":"The African Continental Free Trade Area (AfCFTA) scenario is identified as the single most impactful intervention for increasing GDP per capita, potentially raising it to US$11,859 by 2043 and increasing export values by 70%.","ai_generated":true,"unit":"issafri-000009#insight-3","date_modified":"2026-10-23"},{"text":"Morocco faces critical water scarcity that threatens economic and social stability, leading to proposals for a National Water Management Agency and cost-based pricing.","ai_generated":true,"unit":"issafri-000009#insight-4","date_modified":"2026-10-23"},{"text":"The country is heavily dependent on energy imports, projected to import 95% to 96% of its energy requirements by 2043 despite increasing renewable production.","ai_generated":true,"unit":"issafri-000009#insight-5","date_modified":"2026-10-23"},{"text":"Morocco is transitioning from low-cost manufacturing to high-value sectors like automotive, aerospace, and pharmaceuticals, with the automotive sector seeing rapid growth via the Tanger Med port.","ai_generated":true,"unit":"issafri-000009#insight-6","date_modified":"2026-10-23"},{"text":"The informal economy remains a significant burden; while it is projected to decline from 30% of GDP in 2019 to 18% by 2043 on the Current Path, it still limits tax revenue and productivity.","ai_generated":true,"unit":"issafri-000009#insight-7","date_modified":"2026-10-23"},{"text":"Morocco's carbon emissions from fossil fuels are projected to increase from 18 million tons in 2019 to 30 million tons by 2043 on the Current Path.","ai_generated":true,"unit":"issafri-000009#insight-8","date_modified":"2026-10-23"},{"text":"The report notes a democratic deficit in governance; while Morocco is more stable and has higher capacity than its African peers, it is significantly less inclusive.","ai_generated":true,"unit":"issafri-000009#insight-9","date_modified":"2026-10-23"},{"text":"To reduce energy dependence on Algeria, Morocco is exploring the Nigeria-Morocco Gas Pipeline, a US$25 billion project connecting several West African nations.","ai_generated":true,"unit":"issafri-000009#insight-10","date_modified":"2026-10-23"}],"climate_tags":["water scarcity","renewable energy","energy transition","carbon dioxide emissions","climate change","fossil fuel","food security"],"geography_discussed":["Western Sahara","Africa","European Union","Spain","Algeria","Nigeria"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis","economic modelling"]},{"id":"issafri-000023","url":"https://climateinsightsdirectory.org/document/issafri-000023","title":"Gambia Development Futures","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-05-31","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=GM&topic=current-path","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report projects that The Gambia's population will grow to 4.4 million by 2043, with urbanisation reaching 72.1%. While GDP per capita is expected to rise to US$4,950 on the Current Path, the report highlights significant vulnerabilities in food security and a high youth unemployment rate of approximately 35%. Sectoral scenarios suggest that trade liberalisation via AfCFTA and agricultural improvements offer the highest potential for economic growth, while the Combined Agenda 2063 scenario could nearly double the economy to US$18.5 billion, albeit at the cost of increased carbon emissions reaching 1.7 million tons.","ai_generated":true,"unit":"issafri-000023#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"On the Current Path, The Gambia's population is projected to grow from 2.4 million in 2019 to 4.4 million by 2043, with urbanisation increasing to 72.1% of the population.","ai_generated":true,"unit":"issafri-000023#insight-1","date_modified":"2026-10-23"},{"text":"The Gambian economy is characterised by a significant youth bulge, with 50.3% of the adult population aged 15-29 in 2019, contributing to a youth unemployment rate of around 35%.","ai_generated":true,"unit":"issafri-000023#insight-2","date_modified":"2026-10-23"},{"text":"The Current Path forecast predicts GDP will reach US$10 billion and GDP per capita will rise to US$4,950 by 2043, with the service sector contributing 66.4% of GDP.","ai_generated":true,"unit":"issafri-000023#insight-3","date_modified":"2026-10-23"},{"text":"The Gambia faces growing food security concerns; by 2043, agricultural demand is projected to outstrip domestic production by 1.8 million metric tons on the Current Path.","ai_generated":true,"unit":"issafri-000023#insight-4","date_modified":"2026-10-23"},{"text":"Energy production is currently dominated by gas (87.5% in 2019), but this is expected to decline to 52% by 2043, while other renewables (solar and wind) are projected to constitute 40% of total energy production.","ai_generated":true,"unit":"issafri-000023#insight-5","date_modified":"2026-10-23"},{"text":"Carbon emissions are projected to increase from 220,000 tons in 2019 to 1 million tons by 2043 on the Current Path, with the Free Trade scenario causing the highest increase at 1.38 million tons.","ai_generated":true,"unit":"issafri-000023#insight-6","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario, integrating 11 sectoral improvements, could increase GDP to US$18.5 billion and raise GDP per capita to US$7,823 by 2043.","ai_generated":true,"unit":"issafri-000023#insight-7","date_modified":"2026-10-23"},{"text":"Under the Combined Agenda 2063 scenario, extreme poverty (below US$1.90/day) would be significantly reduced to just 6,000 people, or 0.15% of the population, by 2043.","ai_generated":true,"unit":"issafri-000023#insight-8","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","renewable energy","solar energy","wind energy","agroforestry","food security","climate change"],"geography_discussed":["Senegal","Africa"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis","economic modelling"]},{"id":"issafri-000052","url":"https://climateinsightsdirectory.org/document/issafri-000052","title":"Equatorial Guinea Development Futures","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-05-31","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=GQ","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes Equatorial Guinea's development prospects to 2043, highlighting a stark divide between its upper middle-income status driven by oil and pervasive extreme poverty. It evaluates how targeted improvements in manufacturing, trade, and infrastructure could significantly boost GDP per capita and reduce poverty, while noting that the country will transition to being a net carbon contributor by 2027.","ai_generated":true,"unit":"issafri-000052#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Equatorial Guinea is classified as an upper middle-income country due to oil wealth, but this has not translated into broad development; extreme poverty remains widespread, with 97.8% of the population living below US$5.50 per person per day in 2019.","ai_generated":true,"unit":"issafri-000052#insight-1","date_modified":"2026-10-23"},{"text":"The country's economy is heavily dependent on oil and gas, making it vulnerable to commodity shocks. While oil production is forecast to decline from 66 million barrels in 2019 to 16 million barrels in 2043 as reserves deplete, gas production is expected to increase to 23 million barrels by 2043 and overtake oil production in 2042.","ai_generated":true,"unit":"issafri-000052#insight-2","date_modified":"2026-10-23"},{"text":"Equatorial Guinea is currently a net carbon absorber due to its large forest area, but it is projected to become a net carbon contributor starting in 2027.","ai_generated":true,"unit":"issafri-000052#insight-3","date_modified":"2026-10-23"},{"text":"The 'Combined Agenda 2063' scenario, which integrates 11 sectoral improvements, would result in a GDP per capita in 2043 that is nearly 64% higher than the Current Path forecast, reaching US$49,924.","ai_generated":true,"unit":"issafri-000052#insight-4","date_modified":"2026-10-23"},{"text":"Manufacturing, the implementation of the African Continental Free Trade Area (AfCFTA), and infrastructure development are identified as the most potent drivers for improving economic and human development in the country.","ai_generated":true,"unit":"issafri-000052#insight-5","date_modified":"2026-10-23"},{"text":"The country faces significant health challenges; life expectancy in 2019 was 63.8 years, which is the lowest globally among upper middle-income countries except for South Africa. Infant mortality was 51.8 deaths per 1,000 live births in 2019.","ai_generated":true,"unit":"issafri-000052#insight-6","date_modified":"2026-10-23"},{"text":"Equatorial Guinea is one of the most urbanized countries in Africa, with 75.5% of the population urban in 2019, and is forecast to reach 88.7% by 2043, becoming the second most urban country in Africa.","ai_generated":true,"unit":"issafri-000052#insight-7","date_modified":"2026-10-23"},{"text":"The country's governance is characterized by an autocratic system with poor effectiveness; in 2019, it ranked 49th out of 54 African countries on the World Bank Government Effectiveness index.","ai_generated":true,"unit":"issafri-000052#insight-8","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","agriculture","food security"],"geography_discussed":["Africa","South Africa","Gabon","Mauritius","Libya","Seychelles","Eritrea","Botswana","Mozambique","South Sudan"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis"]},{"id":"issafri-000053","url":"https://climateinsightsdirectory.org/document/issafri-000053","title":"Lesotho Development Futures","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-05-31","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=LS&topic=current-path","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes Lesotho's development prospects up to 2043. Under the Current Path, GDP is projected to grow to US$7.6 billion, but poverty and food insecurity remain endemic. The report evaluates 11 sectoral scenarios, finding that the 'Free Trade' scenario offers the highest per capita income boost, while the 'Combined Agenda 2063' scenario could raise GDP per capita to US$7,375 and significantly reduce poverty to 27.7%. Energy access is identified as a critical constraint, with the 'Leapfrogging' and 'Infrastructure' scenarios proposing significant increases in electricity access through renewables and grid investment.","ai_generated":true,"unit":"issafri-000053#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the Current Path forecast, Lesotho's GDP is projected to grow from US$3.5 billion in 2019 to US$7.6 billion by 2043, with growth rates exceeding 4% starting in 2035.","ai_generated":true,"unit":"issafri-000053#insight-1","date_modified":"2026-10-23"},{"text":"Poverty is a persistent issue in Lesotho, with the extreme poverty rate expected to peak at 70.8% in 2025 under the Current Path before declining to 45.2% by 2043.","ai_generated":true,"unit":"issafri-000053#insight-2","date_modified":"2026-10-23"},{"text":"Lesotho faces severe food insecurity due to stagnant domestic production; by 2043, agricultural demand is forecast to exceed production by 820,000 metric tons under the Current Path.","ai_generated":true,"unit":"issafri-000053#insight-3","date_modified":"2026-10-23"},{"text":"Electricity access is critically low, with only 38.2% of the population having access in 2019. The Current Path projects this will reach 66.7% by 2043, while a 'Leapfrogging' scenario could increase it to 79.8%.","ai_generated":true,"unit":"issafri-000053#insight-4","date_modified":"2026-10-23"},{"text":"Carbon emissions are projected to rise from 700,000 tons in 2019 to 1.2 million tons by 2043 under the Current Path, with the 'Free Trade' scenario causing the highest increase due to economic growth.","ai_generated":true,"unit":"issafri-000053#insight-5","date_modified":"2026-10-23"},{"text":"The 'Free Trade' scenario, based on the implementation of the AfCFTA, is the most effective single intervention for raising income, potentially increasing GDP per capita by US$413 over the Current Path by 2043.","ai_generated":true,"unit":"issafri-000053#insight-6","date_modified":"2026-10-23"},{"text":"The 'Combined Agenda 2063' scenario, integrating all 11 sectoral improvements, could raise GDP per capita to US$7,375 and reduce the poverty rate to 27.7% by 2043.","ai_generated":true,"unit":"issafri-000053#insight-7","date_modified":"2026-10-23"},{"text":"Lesotho is expected to benefit from a demographic dividend by 2030 under the Current Path, with the labour force increasing from 977,000 in 2019 to 1.3 million by 2043.","ai_generated":true,"unit":"issafri-000053#insight-8","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","hydropower","solar energy","wind power","renewable energy","food insecurity","energy access"],"geography_discussed":["Maseru","Mozambique","Gauteng"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis"]},{"id":"issafri-000064","url":"https://climateinsightsdirectory.org/document/issafri-000064","title":"Liberia Development Futures","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-05-31","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=LR&topic=current-path","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report projects that Liberia's population will grow to 8.2 million by 2043, with GDP more than tripling to US$10.8 billion under the Current Path. While extreme poverty is expected to decline from 62.9% in 2019 to 31.9% by 2043, the absolute number of poor people will increase due to population growth. The analysis highlights that agricultural improvements, financial flows, and free trade offer the highest potential for GDP per capita growth, while the Combined Agenda 2063 scenario could potentially lift an additional 2.2 million people out of poverty and double the economy's size to US$21.6 billion, albeit at the cost of higher carbon emissions.","ai_generated":true,"unit":"issafri-000064#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the Current Path forecast, Liberia's population is projected to increase from 4.9 million in 2019 to 8.2 million by 2043, an increase of approximately 67.3%.","ai_generated":true,"unit":"issafri-000064#insight-1","date_modified":"2026-10-23"},{"text":"Liberia's GDP is expected to more than triple from 2019, reaching US$10.8 billion by 2043 in the Current Path scenario.","ai_generated":true,"unit":"issafri-000064#insight-2","date_modified":"2026-10-23"},{"text":"Extreme poverty (living on less than US$1.90 per day) is projected to fall from 62.9% of the population in 2019 to 31.9% by 2043, though the absolute number of poor people will rise from 3.1 million to 2.6 million (note: the document states 2.6 million is 700,000 more than 2019 levels, implying a peak of 4.8 million in 2029).","ai_generated":true,"unit":"issafri-000064#insight-3","date_modified":"2026-10-23"},{"text":"Carbon emissions are forecast to rise from 330,000 tons in 2019 to 1.5 million tons by 2043 under the Current Path, with the Agriculture scenario causing the highest increase to 1.62 million tons.","ai_generated":true,"unit":"issafri-000064#insight-4","date_modified":"2026-10-23"},{"text":"The Agriculture scenario provides the most significant potential for economic gain, contributing an additional US$346.60 to GDP per capita by 2043 and potentially lifting 900,000 additional people out of extreme poverty.","ai_generated":true,"unit":"issafri-000064#insight-5","date_modified":"2026-10-23"},{"text":"Electricity access is projected to improve from 20.9% in 2019 to 63.6% by 2043 in the Infrastructure scenario, significantly reducing the rural-urban gap by increasing rural access to 49.5% compared to 25.7% in the Current Path.","ai_generated":true,"unit":"issafri-000064#insight-6","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario, integrating 11 sectoral interventions, could increase GDP per capita to US$4,358 by 2043 and reduce the number of people in extreme poverty to 368,000 (4.9% of the population).","ai_generated":true,"unit":"issafri-000064#insight-7","date_modified":"2026-10-23"},{"text":"In the Combined Agenda 2063 scenario, the total GDP is projected to reach US$21.6 billion by 2043, more than doubling the Current Path estimate of US$10.8 billion.","ai_generated":true,"unit":"issafri-000064#insight-8","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","renewable energy","hydroelectricity","agriculture","food security","climate change","energy transition"],"geography_discussed":["Africa","Monrovia","Sierra Leone","Guinea","Ivory Coast"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis","economic modeling"]},{"id":"issafri-000080","url":"https://climateinsightsdirectory.org/document/issafri-000080","title":"Eritrea Development Futures","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-05-31","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=ER&topic=sectoral-scenarios","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report projects that Eritrea's economy will grow from US$2.4 billion in 2019 to US$10.1 billion by 2043 under a Current Path scenario, with extreme poverty falling to 13%. It evaluates 11 sectoral interventions—including stability, agriculture, and leapfrogging—finding that trade liberalization and digital/energy infrastructure have the highest potential to increase GDP per capita. A combined Agenda 2063 scenario suggests GDP could reach US$20.4 billion by 2043, though this would increase carbon emissions to 1.5 million tons.","ai_generated":true,"unit":"issafri-000080#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the Current Path forecast, Eritrea's economy is projected to grow from US$2.4 billion in 2019 to US$10.1 billion by 2043, with GDP per capita reaching US$3,728.","ai_generated":true,"unit":"issafri-000080#insight-1","date_modified":"2026-10-23"},{"text":"Extreme poverty (at the US$1.90 threshold) is forecast to decline from 38.9% (1.36 million people) in 2019 to 13% (680,000 people) by 2043 on the Current Path.","ai_generated":true,"unit":"issafri-000080#insight-2","date_modified":"2026-10-23"},{"text":"Carbon emissions are expected to rise from 200,000 tons in 2019 to 1 million tons by 2043 on the Current Path, though the report notes this is from a very low base.","ai_generated":true,"unit":"issafri-000080#insight-3","date_modified":"2026-10-23"},{"text":"The 'Leapfrogging' scenario, focusing on renewable energy and ICT, would increase electricity access to 92.1% of the population by 2043, compared to the Current Path's 77.1%.","ai_generated":true,"unit":"issafri-000080#insight-4","date_modified":"2026-10-23"},{"text":"The 'Free Trade' scenario, based on the full implementation of the AfCFTA, is identified as having the most significant positive impact on GDP per capita by 2043, reaching US$4,175.","ai_generated":true,"unit":"issafri-000080#insight-5","date_modified":"2026-10-23"},{"text":"Agricultural productivity is a critical vulnerability; on the Current Path, agricultural demand is forecast to exceed production by 1.4 million metric tons by 2043.","ai_generated":true,"unit":"issafri-000080#insight-6","date_modified":"2026-10-23"},{"text":"The 'Combined Agenda 2063' scenario, integrating all 11 sectoral improvements, could increase GDP to US$20.4 billion and reduce extreme poverty to 2.8% by 2043.","ai_generated":true,"unit":"issafri-000080#insight-7","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario would lead to higher environmental degradation, with carbon emissions reaching 1.5 million tons by 2043.","ai_generated":true,"unit":"issafri-000080#insight-8","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","renewable energy","climate change","energy transition","agriculture"],"geography_discussed":["Africa","Ethiopia","Djibouti","Sudan","Saudi Arabia","Yemen"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis"]},{"id":"issafri-000086","url":"https://climateinsightsdirectory.org/document/issafri-000086","title":"Equatorial Guinea Development Futures: Current Path","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-05-31","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=GQ&topic=current-path","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report forecasts Equatorial Guinea's development through 2043, highlighting a stark contrast between high GDP per capita driven by oil and extreme poverty. It predicts rapid urbanization, a shift from oil to gas production, and a widening gap in agricultural self-sufficiency.","ai_generated":true,"unit":"issafri-000086#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Equatorial Guinea is experiencing rapid urbanization; its urban population was 75.5% in 2019 and is forecast to reach 88.7% (2.183 million people) by 2043, making it the second most urban country in Africa.","ai_generated":true,"unit":"issafri-000086#insight-1","date_modified":"2026-10-23"},{"text":"Despite being classified as an upper middle-income country with a GDP per capita that is forecast to increase from US$20,942 in 2019 to US$30,522 in 2043, wealth is distributed extremely unevenly. In 2019, 83.2% of the population lived below US$1.90 per day and 97.8% lived below US$5.50 per day.","ai_generated":true,"unit":"issafri-000086#insight-2","date_modified":"2026-10-23"},{"text":"The economy is heavily dependent on oil, making it vulnerable to commodity shocks. While oil production is forecast to drop from 66 million barrels in 2019 to 16 million barrels in 2043 as reserves deplete, gas production is expected to increase from 4 million barrels (oil equivalent) in 2019 to 23 million barrels in 2043, overtaking oil production in 2042.","ai_generated":true,"unit":"issafri-000086#insight-3","date_modified":"2026-10-23"},{"text":"Agricultural production is failing to meet domestic demand. In 2019, crop production was 0.82 million metric tons against a demand of 0.94 million metric tons; by 2043, this gap is forecast to widen to a deficit of 1.1 million metric tons (1.23 million produced vs 12.32 million demanded).","ai_generated":true,"unit":"issafri-000086#insight-4","date_modified":"2026-10-23"},{"text":"Equatorial Guinea currently absorbs more carbon than it releases due to its large forest areas, but it is forecast to become a small net contributor of carbon to the atmosphere starting in 2027.","ai_generated":true,"unit":"issafri-000086#insight-5","date_modified":"2026-10-23"}],"climate_tags":["natural gas","carbon dioxide emissions","carbon sequestration","agriculture","economic diversity","urbanization"],"geography_discussed":["Africa","Gabon","Mauritius","Libya","Algeria","Seychelles","Botswana","Mozambique","South Africa","Madagascar"],"frame_perspective":[],"analysis_type":["forecasting","economic analysis","demographic analysis"]},{"id":"issafri-000087","url":"https://climateinsightsdirectory.org/document/issafri-000087","title":"Madagascar: Conclusion and Recommendations","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-05-31","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=MG&topic=05-conclusion","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report argues that Madagascar's current economic growth prospects are insufficient for inclusive development due to structural constraints. It recommends strengthening democratic institutions, improving macroeconomic governance through reduced tax exemptions, and investing in agriculture and human capital. To ensure long-term sustainability, the document suggests diversifying into eco-tourism, leveraging the African Continental Free Trade Agreement (AfCFTA), and scaling up renewable energy investments, specifically solar and hydro, to reduce fossil fuel dependence.","ai_generated":true,"unit":"issafri-000087#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Madagascar's current economic growth prospects are sound but insufficient to achieve inclusive growth and sustainable development or significant poverty reduction due to structural constraints and vulnerabilities.","ai_generated":true,"unit":"issafri-000087#insight-1","date_modified":"2026-10-23"},{"text":"Improving governance and political stability requires strengthening democratic institutions via independent electoral bodies, implementing anti-corruption measures, and rebuilding investor confidence to attract foreign direct investment.","ai_generated":true,"unit":"issafri-000087#insight-2","date_modified":"2026-10-23"},{"text":"Macroeconomic governance should be improved by reducing tax exemptions, strengthening customs and tax administration, and managing inflation, particularly regarding food prices.","ai_generated":true,"unit":"issafri-000087#insight-3","date_modified":"2026-10-23"},{"text":"Long-term transformation depends on investing in human capital, including increasing health and education expenditure, expanding rural infrastructure, and promoting a demographic dividend through family planning to meet 2030 Sustainable Development Goal targets for infant and under-five mortality.","ai_generated":true,"unit":"issafri-000087#insight-4","date_modified":"2026-10-23"},{"text":"Economic growth and resilience can be driven by diversifying into sustainable sectors like eco-tourism, utilizing the African Continental Free Trade Agreement (AfCFTA), and scaling up renewable energy projects, specifically solar and hydro, to lower fossil fuel dependence.","ai_generated":true,"unit":"issafri-000087#insight-5","date_modified":"2026-10-23"}],"climate_tags":["governance","poverty reduction","agriculture","extractive industry","food security","ecotourism","low-carbon economy","renewable energy","solar energy","hydroelectricity","energy independence"],"geography_discussed":["Africa"],"frame_perspective":[],"analysis_type":["policy recommendations","forecasting"]},{"id":"issafri-000099","url":"https://climateinsightsdirectory.org/document/issafri-000099","title":"EGYPT DEVELOPMENT FUTURES: GEOGRAPHIC FUTURES","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-05-31","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=EG&topic=05-conclusion","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report concludes that Egypt is unlikely to meet its Vision 2030 growth targets on its current path, with projected average growth of 4.7% by 2043 compared to a 12% target. It identifies structural challenges including fiscal instability, high inflation, and a lack of job creation. To address these, the author recommends targeted interventions in health, education, agriculture, manufacturing, and infrastructure, specifically highlighting the completion of the El Dabaa Nuclear Power Plant to add 4.8GW of capacity and the use of diaspora bonds to attract capital.","ai_generated":true,"unit":"issafri-000099#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Egypt is projected to fall short of its Vision 2030 growth targets; on the current path, it will not reach the 12% growth target by 2030, and the average growth rate by 2043 is expected to be approximately 4.7%.","ai_generated":true,"unit":"issafri-000099#insight-1","date_modified":"2026-10-23"},{"text":"The Egyptian economy faces significant structural hurdles, including public debt, capital flight, high inflation, and a weakening domestic currency, while high growth rates have failed to generate sufficient employment to lower unemployment.","ai_generated":true,"unit":"issafri-000099#insight-2","date_modified":"2026-10-23"},{"text":"To resolve electricity shortages and enable the goal of exporting electricity by 2035, the government must rapidly complete the El Dabaa Nuclear Power Plant, which is expected to contribute 4.8GW to generation capacity.","ai_generated":true,"unit":"issafri-000099#insight-3","date_modified":"2026-10-23"},{"text":"The report suggests that Egypt should attract investment from its expatriate community through the establishment of diaspora bonds, citing similar models used by India, Nigeria, Ethiopia, and Israel.","ai_generated":true,"unit":"issafri-000099#insight-4","date_modified":"2026-10-23"},{"text":"Sector-specific recommendations include increasing funding for public schools to address overcrowding in Giza, Alexandria, and Cairo; promoting green farming and land reclamation in agriculture; and implementing the African Continental Free Trade Area (AfCFTA) to increase trade with other African nations.","ai_generated":true,"unit":"issafri-000099#insight-5","date_modified":"2026-10-23"}],"climate_tags":["sustainable development","nuclear power","water management","economic growth"],"geography_discussed":["Cairo","Alexandria","Giza","Israel","India","Nigeria","Ethiopia"],"frame_perspective":[],"analysis_type":["policy recommendation","forecasting"]},{"id":"issafri-000112","url":"https://climateinsightsdirectory.org/document/issafri-000112","title":"Mauritius Development Futures","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-05-31","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=MU","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report projects that Mauritius will see steady GDP per capita growth and eliminate extreme poverty at the US$5.50 line by 2036 under its current path. While the country is a low emitter, carbon emissions are expected to rise from 1.3 million tons in 2019 to 1.8 million tons by 2043. The 'Combined scenario'—integrating improvements in trade, manufacturing, and finance—could increase GDP per capita by 18.5% by 2043, though it would also result in an additional 0.3 million tons of carbon emissions compared to the baseline.","ai_generated":true,"unit":"issafri-000112#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the Current Path forecast, Mauritius is expected to eliminate extreme poverty, measured at the US$5.50 poverty line, by 2036.","ai_generated":true,"unit":"issafri-000112#insight-1","date_modified":"2026-10-23"},{"text":"Carbon emissions in Mauritius are projected to increase from 1.3 million tons in 2019 to 1.8 million tons by 2043 under the Current Path forecast.","ai_generated":true,"unit":"issafri-000112#insight-2","date_modified":"2026-10-23"},{"text":"The Free Trade scenario, based on the full implementation of the African Continental Free Trade Area (AfCFTA) by 2034, is the sectoral scenario with the highest potential to increase GDP per capita, adding US$1,010 by 2043 compared to the Current Path.","ai_generated":true,"unit":"issafri-000112#insight-3","date_modified":"2026-10-23"},{"text":"The Combined scenario, which integrates 11 different sectoral improvements, is projected to increase GDP per capita by 18.5% (US$5,380) by 2043 relative to the Current Path.","ai_generated":true,"unit":"issafri-000112#insight-4","date_modified":"2026-10-23"},{"text":"The Combined scenario would lead to an increase in carbon emissions of 0.3 million tons by 2043 compared to the Current Path forecast.","ai_generated":true,"unit":"issafri-000112#insight-5","date_modified":"2026-10-23"},{"text":"Mauritius faces a demographic shift where the proportion of the population aged 65 and above is expected to increase by 10 percentage points by 2043 due to a low total fertility rate of 1.4 births per woman in 2019.","ai_generated":true,"unit":"issafri-000112#insight-6","date_modified":"2026-10-23"},{"text":"The energy sector is characterized by a near total dependence on imports, which accounted for 97% of demand in 2019, with local production relying on hydro and other renewables, primarily bagasse.","ai_generated":true,"unit":"issafri-000112#insight-7","date_modified":"2026-10-23"},{"text":"The Leapfrogging scenario projects that fixed broadband subscriptions will reach the saturation point of 50 per 100 people by 2027, which is eight years earlier than the Current Path forecast.","ai_generated":true,"unit":"issafri-000112#insight-8","date_modified":"2026-10-23"},{"text":"The Manufacturing/Transfers scenario is projected to add US$270 million more to the economy by 2043 compared to the Current Path, while also increasing welfare transfers to unskilled workers to US$0.35 billion by 2043.","ai_generated":true,"unit":"issafri-000112#insight-9","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","renewable energy","hydropower","bioenergy","climate change vulnerability","Sustainable Development Goals"],"geography_discussed":["Africa","Madagascar","Port Louis"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis","economic modeling"]},{"id":"issafri-000130","url":"https://climateinsightsdirectory.org/document/issafri-000130","title":"Guinea-Bissau Development Futures","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-05-31","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=GW&topic=current-path","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report projects that Guinea-Bissau's population will grow to 3.2 million by 2043, with a shift toward an urban-majority population. While GDP is expected to quadruple on the Current Path, extreme poverty will remain high. The report evaluates 11 sectoral scenarios, identifying agriculture and free trade as the most potent drivers for increasing GDP per capita and reducing poverty. A combined Agenda 2063 scenario suggests a potential GDP of US$16.4 billion and a significant reduction in poverty to 14.9% of the population, though this would be accompanied by an increase in carbon emissions to 1.2 million tons.","ai_generated":true,"unit":"issafri-000130#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"On the Current Path forecast, Guinea-Bissau's population is projected to grow from 1.9 million in 2019 to 3.2 million by 2043, with urban residents making up 53% of the population by that date.","ai_generated":true,"unit":"issafri-000130#insight-1","date_modified":"2026-10-23"},{"text":"The Current Path forecast predicts GDP will quadruple to US$7.3 billion by 2043, with GDP per capita rising to US$3,967. The economy is expected to transition from agriculture-dominant to service-led, with services contributing 49.5% of GDP by 2043.","ai_generated":true,"unit":"issafri-000130#insight-2","date_modified":"2026-10-23"},{"text":"Extreme poverty (below US$1.90 per day) is projected to persist on the Current Path, with 1.4 million people (43.5% of the population) remaining below the poverty line in 2043.","ai_generated":true,"unit":"issafri-000130#insight-3","date_modified":"2026-10-23"},{"text":"Energy production on the Current Path will remain dominated by gas (76.9% by 2043), while solar and wind energy production will increase. Carbon emissions are forecast to rise to 0.8 million tons by 2043.","ai_generated":true,"unit":"issafri-000130#insight-4","date_modified":"2026-10-23"},{"text":"The Agriculture scenario is identified as having the highest potential for poverty reduction and GDP growth, potentially increasing GDP per capita by US$889 over the Current Path and reducing the poverty rate to 28.7% by 2043.","ai_generated":true,"unit":"issafri-000130#insight-5","date_modified":"2026-10-23"},{"text":"The Leapfrogging scenario projects that electricity access will increase to 70.3% of the population by 2043, though a significant rural-urban gap will persist, with 55.8% of rural dwellers having access compared to 83.5% of urban dwellers.","ai_generated":true,"unit":"issafri-000130#insight-6","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario, integrating all 11 sectoral improvements, projects a total GDP of US$16.4 billion and a reduction in extreme poverty to 450,000 people (14.9% of the population) by 2043.","ai_generated":true,"unit":"issafri-000130#insight-7","date_modified":"2026-10-23"},{"text":"Under the Combined Agenda 2063 scenario, carbon emissions are projected to reach 1.2 million tons by 2043, which is significantly higher than the Current Path estimate of 0.78 million tons.","ai_generated":true,"unit":"issafri-000130#insight-8","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","solar energy","wind energy","hydropower","nuclear power","agriculture","food security","climate change","urbanization","poverty reduction"],"geography_discussed":["West Africa","Senegal","Guinea","Bissau","Bafatá","Gabú","Bijagós Archipelago"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis"]},{"id":"issafri-000166","url":"https://climateinsightsdirectory.org/document/issafri-000166","title":"Eswatini Development Futures","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-05-31","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=SZ&topic=sectoral-scenarios","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report forecasts Eswatini's development to 2043, noting that while GDP per capita is expected to rise to US$15,162 under the Current Path, poverty will remain high at 47.1%. It evaluates 11 sectoral scenarios, finding that the Free Trade scenario (AfCFTA implementation) offers the most significant potential for poverty reduction and income growth. The Combined Agenda 2063 scenario suggests GDP per capita could reach US$22,901 and poverty could drop to 24.5% if all interventions are implemented.","ai_generated":true,"unit":"issafri-000166#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the Current Path forecast, Eswatini's population is projected to reach 1.6 million by 2043, with the country potentially entering its first demographic dividend as early as 2027 due to shrinking youth dependency.","ai_generated":true,"unit":"issafri-000166#insight-1","date_modified":"2026-10-23"},{"text":"Eswatini's GDP per capita is forecast to reach US$15,162 by 2043 in the Current Path, which is US$6,020 and US$8,005 above the projected averages for lower middle-income Africa and Africa, respectively.","ai_generated":true,"unit":"issafri-000166#insight-2","date_modified":"2026-10-23"},{"text":"The poverty rate is projected to decline to 47.1% by 2043 in the Current Path forecast, which remains 8.8 percentage points above the average for lower middle-income Africa.","ai_generated":true,"unit":"issafri-000166#insight-3","date_modified":"2026-10-23"},{"text":"The Free Trade scenario, based on the full implementation of the African Continental Free Trade Area (AfCFTA) by 2034, is identified as having the largest impact on poverty reduction, potentially lowering the rate to 38.5% by 2043.","ai_generated":true,"unit":"issafri-000166#insight-4","date_modified":"2026-10-23"},{"text":"In the Leapfrogging scenario, electricity access is projected to reach 99.3% by 2043, with rural access specifically increasing from 62.5% in 2019 to 100% by 2040.","ai_generated":true,"unit":"issafri-000166#insight-5","date_modified":"2026-10-23"},{"text":"The Agriculture scenario could reduce the poverty rate by 4.2 percentage points compared to the Current Path by 2043, lifting an additional 70,000 people out of poverty through improved yields and irrigation.","ai_generated":true,"unit":"issafri-000166#insight-6","date_modified":"2026-10-23"},{"text":"The Education scenario is projected to increase literacy rates to 100% by 2031 and raise mean years of education to 8.2 years by 2043, compared to 7.9 years in the Current Path.","ai_generated":true,"unit":"issafri-000166#insight-7","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario, integrating all 11 sectoral interventions, could raise GDP per capita to US$22,901 and reduce the poverty rate to 24.5% by 2043.","ai_generated":true,"unit":"issafri-000166#insight-8","date_modified":"2026-10-23"},{"text":"Eswatini's energy production is currently heavily dependent on fossil fuel imports from South Africa's Eskom, but renewable energy is forecast to make up the largest share of production by 2043.","ai_generated":true,"unit":"issafri-000166#insight-9","date_modified":"2026-10-23"},{"text":"Carbon emissions are projected to increase most in the Free Trade scenario, with an additional 700,000 tons by 2043 compared to 2019, reflecting the associated economic growth.","ai_generated":true,"unit":"issafri-000166#insight-10","date_modified":"2026-10-23"}],"climate_tags":["renewable energy","carbon dioxide emissions","fossil fuel","climate change","agriculture","food security","poverty reduction","infrastructure"],"geography_discussed":["South Africa","Mozambique","Africa"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis","economic assessment"]},{"id":"issafri-000183","url":"https://climateinsightsdirectory.org/document/issafri-000183","title":"EQUATORIAL GUINEA DEVELOPMENT FUTURES: GEOGRAPHIC FUTURES","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-05-31","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=GQ&topic=combined-agenda-2063","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The report forecasts that the Combined Agenda 2063 scenario—integrating 11 sectoral improvements—would significantly increase Equatorial Guinea's GDP per capita to US$49,924 by 2043, compared to US$30,522 under the Current Path. Manufacturing, infrastructure, and the AfCFTA are identified as the strongest drivers of economic growth, while the Free Trade scenario is most effective at reducing extreme poverty. However, this accelerated growth is projected to increase carbon emissions to 5.3 million tons by 2043, a 150% increase over the Current Path forecast.","ai_generated":true,"unit":"issafri-000183#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Combined Agenda 2063 scenario, which integrates 11 sectoral scenarios and a 'synergistic effect', is projected to increase Equatorial Guinea's GDP per capita to US$49,924 by 2043, which is nearly 64% higher than the Current Path forecast of US$30,522.","ai_generated":true,"unit":"issafri-000183#insight-1","date_modified":"2026-10-23"},{"text":"Among the individual sectoral scenarios, manufacturing, infrastructure, and the implementation of the African Continental Free Trade Area (AfCFTA) are the most significant drivers of GDP per capita growth. The Manufacturing/Transfers scenario has the highest impact, raising GDP per capita to US$32,835 by 2043.","ai_generated":true,"unit":"issafri-000183#insight-2","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario is expected to reduce the extreme poverty rate (using the US$1.90 threshold) to 60% by 2043, compared to 73.3% in the Current Path forecast. The Free Trade scenario is the most effective single intervention for poverty reduction, potentially lowering the extreme poverty rate to 70.9%.","ai_generated":true,"unit":"issafri-000183#insight-3","date_modified":"2026-10-23"},{"text":"The service sector is projected to be the dominant part of the economy, with its contribution to GDP increasing by US$26.4 billion by 2043 under the Combined Agenda 2063 scenario compared to the Current Path.","ai_generated":true,"unit":"issafri-000183#insight-4","date_modified":"2026-10-23"},{"text":"While Equatorial Guinea currently has low net carbon emissions due to its forest area, the Combined Agenda 2063 scenario would lead to a significant increase in emissions, reaching 5.3 million tons by 2043, which is nearly 150% higher than the Current Path forecast.","ai_generated":true,"unit":"issafri-000183#insight-5","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","industrial manufacturing","infrastructure","economic growth"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis"]},{"id":"issafri-000196","url":"https://climateinsightsdirectory.org/document/issafri-000196","title":"LESOTHO DEVELOPMENT FUTURES: GEOGRAPHIC FUTURES","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-05-31","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=LS&topic=combined-agenda-2063","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document evaluates the 'Combined Agenda 2063' scenario for Lesotho, which integrates 11 sectoral interventions to drive economic growth. By 2043, this scenario is projected to increase GDP per capita to US$7,375 and reduce poverty from 59.5% (2019) to 27.7%, though it is expected to increase carbon emissions to 1.4 million tons due to ambitious growth.","ai_generated":true,"unit":"issafri-000196#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Combined Agenda 2063 scenario, which integrates 11 sectoral interventions, could increase Lesotho's GDP per capita to US$7,375 by 2043, which is US$2,135 higher than the Current Path forecast.","ai_generated":true,"unit":"issafri-000196#insight-1","date_modified":"2026-10-23"},{"text":"Among the sectoral interventions, improving intra-Africa trade is projected to have the largest positive impact on GDP per capita by 2043, adding US$413 over the Current Path, followed by infrastructure (US$253) and stability (US$154). The least impact is expected from Financial Flows (US$58.9) and Health/WaSH (US$53.4).","ai_generated":true,"unit":"issafri-000196#insight-2","date_modified":"2026-10-23"},{"text":"Implementation of the Combined Agenda 2063 measures could reduce Lesotho's poverty rate from 59.5% in 2019 to 27.7% by 2043, representing a 17.5 percentage point decrease compared to the Current Path and lifting an additional 360,000 people out of extreme poverty.","ai_generated":true,"unit":"issafri-000196#insight-3","date_modified":"2026-10-23"},{"text":"The total GDP of Lesotho is forecast to reach US$12.3 billion by 2043 under the Combined Agenda 2063 scenario, a 62% increase over the Current Path forecast of US$7.6 billion.","ai_generated":true,"unit":"issafri-000196#insight-4","date_modified":"2026-10-23"},{"text":"Economic growth under the Combined Agenda 2063 scenario is expected to increase carbon emissions from 0.7 million tons in 2019 to 1.4 million tons by 2043, which is 0.2 million tons higher than the Current Path forecast.","ai_generated":true,"unit":"issafri-000196#insight-5","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","infrastructure","agriculture","economic growth","poverty reduction","energy transition"],"geography_discussed":["Africa"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis"]},{"id":"issafri-000221","url":"https://climateinsightsdirectory.org/document/issafri-000221","title":"GUINEA-BISSAU DEVELOPMENT FUTURES: GEOGRAPHIC FUTURES","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-05-31","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=GW&topic=combined-agenda-2063","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document projects that the Combined Agenda 2063 scenario would significantly increase Guinea-Bissau's GDP per capita to US$7,867 by 2043, lift 900,000 additional people out of extreme poverty, and grow the economy to US$16.4 billion. However, this growth is associated with an increase in carbon emissions to 1.2 million tons by 2043. The Agriculture and Free Trade scenarios are identified as having the greatest potential for improving development.","ai_generated":true,"unit":"issafri-000221#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Combined Agenda 2063 scenario is projected to increase Guinea-Bissau's GDP per capita to US$7,867 by 2043, which is US$3,900 higher than the Current Path forecast and US$1,365 higher than the average for low-income countries in Africa.","ai_generated":true,"unit":"issafri-000221#insight-1","date_modified":"2026-10-23"},{"text":"The Agriculture and Free Trade scenarios are expected to have the most significant positive impact on GDP per capita by 2043, while Health/WaSH and Governance scenarios are projected to have the least impact.","ai_generated":true,"unit":"issafri-000221#insight-2","date_modified":"2026-10-23"},{"text":"Under the Combined Agenda 2063 scenario, an additional 900,000 people would be lifted out of extreme poverty compared to the Current Path, leaving 450,000 people (14.9% of the population) below the poverty line by 2043.","ai_generated":true,"unit":"issafri-000221#insight-3","date_modified":"2026-10-23"},{"text":"The total GDP (MER) for Guinea-Bissau is estimated to reach US$16.4 billion by 2043 in the Combined Agenda 2063 scenario, representing a 123% increase over the Current Path estimate of US$7.3 billion.","ai_generated":true,"unit":"issafri-000221#insight-4","date_modified":"2026-10-23"},{"text":"Economic growth under the Combined Agenda 2063 scenario is linked to higher environmental impact, with carbon emissions projected to rise from 0.12 million tons in 2019 to 1.2 million tons by 2043, exceeding the Current Path estimate of 0.78 million tons.","ai_generated":true,"unit":"issafri-000221#insight-5","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","agriculture","industrial manufacturing","economic development","poverty reduction","infrastructure","governance"],"geography_discussed":["Africa"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis"]},{"id":"issafri-000283","url":"https://climateinsightsdirectory.org/document/issafri-000283","title":"Mauritius Development Futures: Current Path","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-05-31","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=MU&topic=current-path","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report forecasts that Mauritius will maintain steady economic growth and a high income per capita relative to its African peers, while facing challenges from an ageing population and a high dependence on energy imports. It projects a decline in extreme poverty and a gradual increase in carbon emissions as the economy expands, despite the country's high readiness to respond to climate change.","ai_generated":true,"unit":"issafri-000283#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Mauritius is experiencing a demographic shift toward an older population, with those aged over 65 expected to make up an additional 10 percentage points of the total population by 2043. This trend, combined with a low total fertility rate of 1.4 births per woman in 2019, is projected to result in a population decrease of 22,000 people by 2043 compared to 2019 levels.","ai_generated":true,"unit":"issafri-000283#insight-1","date_modified":"2026-10-23"},{"text":"The economy is projected to grow steadily, with GDP increasing from US$16.7 billion in 2019 to US$27.3 billion by 2043. GDP per capita is forecast to reach US$29,114 by 2043, maintaining Mauritius' position as one of the highest income per capita countries in Africa.","ai_generated":true,"unit":"issafri-000283#insight-2","date_modified":"2026-10-23"},{"text":"The Mauritian economy is dominated by the services sector, which accounted for 69.7% of GDP in 2019. This shift toward services has led to a skilled labour shortage and increased wage income inequality, particularly affecting women due to low labour force participation.","ai_generated":true,"unit":"issafri-000283#insight-3","date_modified":"2026-10-23"},{"text":"Extreme poverty, measured at the US$5.50 per person per day line for upper middle-income countries, was 7.7% in 2019 and is projected to be eliminated by 2036, eventually falling to 1.2% by 2043.","ai_generated":true,"unit":"issafri-000283#insight-4","date_modified":"2026-10-23"},{"text":"Mauritius is almost entirely dependent on energy imports, which met 97% of demand in 2019. Local production is minimal and consists of hydro and other renewables, with the latter primarily derived from sugar cane bagasse.","ai_generated":true,"unit":"issafri-000283#insight-5","date_modified":"2026-10-23"},{"text":"Carbon emissions are projected to rise from 1.3 million tons in 2019 to 1.8 million tons by 2043, driven by economic and manufacturing growth. Despite this, the country is ranked high for readiness and low for vulnerability in the ND-GAIN Country Index regarding climate change resilience.","ai_generated":true,"unit":"issafri-000283#insight-6","date_modified":"2026-10-23"},{"text":"The country faces significant climate risks from cyclones; over the last 40 years, 13 cyclones caused damages exceeding US$400 million. Forecasts indicate that while rainy days are decreasing, storms are more frequently reaching cyclone strength.","ai_generated":true,"unit":"issafri-000283#insight-7","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","renewable energy","hydropower","climate resilience","tropical cyclone","water-supply management","agriculture"],"geography_discussed":["Africa","Madagascar","Port Louis"],"frame_perspective":[],"analysis_type":["forecasting","economic analysis","demographic analysis"]},{"id":"issafri-000292","url":"https://climateinsightsdirectory.org/document/issafri-000292","title":"MAURITIUS DEVELOPMENT FUTURES: GEOGRAPHIC FUTURES","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-05-31","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=MU&topic=combined-agenda-2063","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report projects that a Combined scenario of 11 sectoral interventions would increase Mauritius's GDP per capita by US$5,380 and its overall economy by US$7.1 billion by 2043. While the scenario accelerates the elimination of extreme poverty and reduces domestic inequality, it is also projected to result in a slight increase in carbon emissions of 0.3 million tons. The economic growth is driven primarily by the services sector, though the country faces challenges including a skilled labour shortage, corruption in offshore financial services, and low female labour force participation.","ai_generated":true,"unit":"issafri-000292#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Combined scenario, which integrates 11 sectoral scenarios and a 'synergistic effect', is projected to increase Mauritius's GDP per capita by US$5,380 by 2043 compared to the Current Path forecast, representing an 18.5% increase. The 'Free Trade scenario' is identified as having the largest individual impact on GDP per capita, increasing average incomes by US$1,003 by 2043.","ai_generated":true,"unit":"issafri-000292#insight-1","date_modified":"2026-10-23"},{"text":"Under the Combined scenario, the Mauritian economy is projected to be 26% larger by 2043, an increase of US$7.1 billion. This growth is heavily concentrated in the services sector, which is projected to be US$6.7 billion larger than in the Current Path forecast, while the manufacturing and ICT sectors are expected to see more muted growth.","ai_generated":true,"unit":"issafri-000292#insight-2","date_modified":"2026-10-23"},{"text":"The Combined scenario is projected to accelerate the elimination of extreme poverty (defined as US$5.50 per day) by one year and reduce the poverty rate by 0.5 percentage points by 2043. Additionally, domestic inequality is projected to decline, with the Gini index score decreasing from 0.36 in 2019 to 0.31 by 2043.","ai_generated":true,"unit":"issafri-000292#insight-3","date_modified":"2026-10-23"},{"text":"Economic growth under the Combined scenario is expected to lead to a slight increase in carbon emissions, with Mauritius projected to emit 0.3 million tons more carbon by 2043 than under the Current Path forecast. However, the country's emissions growth is slower than the rest of Africa, placing it 42nd on the continent by 2043.","ai_generated":true,"unit":"issafri-000292#insight-4","date_modified":"2026-10-23"},{"text":"Despite its status as a highly developed country with a diversified economy and positive health and education outcomes, Mauritius faces several systemic challenges: a shortage of skilled labour, allegations of corruption in the offshore financial services sector, low levels of FDI inflows, and low female labour force participation.","ai_generated":true,"unit":"issafri-000292#insight-5","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","economic diversity","poverty reduction","industrial manufacturing"],"geography_discussed":["Africa"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis"]},{"id":"issafri-000299","url":"https://climateinsightsdirectory.org/document/issafri-000299","title":"LIBERIA DEVELOPMENT FUTURES: GEOGRAPHIC FUTURES","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-05-31","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=LR&topic=combined-agenda-2063","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document forecasts that Liberia's GDP per capita will reach US$4,358 by 2043 under the Combined Agenda 2063 scenario, driven primarily by agriculture, financial flows, and free trade. This scenario is projected to lift 2.2 million additional people out of extreme poverty and double the size of the economy to US$21.6 billion, though it will also increase carbon emissions to 2.1 million tons due to heightened economic activity.","ai_generated":true,"unit":"issafri-000299#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Combined Agenda 2063 scenario, which integrates 11 sectoral scenarios and a synergistic effect, is projected to increase Liberia's GDP per capita to US$4,358 by 2043. This represents an increase of US$1,792 over the Current Path forecast and is US$568 higher than the projected average for low-income African countries in 2043.","ai_generated":true,"unit":"issafri-000299#insight-1","date_modified":"2026-10-23"},{"text":"Agriculture, Financial Flows, and Free Trade are identified as the sectors with the highest potential to improve economic development in Liberia. By 2043, the Agriculture scenario is expected to contribute US$346.6 to GDP per capita, followed by Financial Flow (US$233.3) and Free Trade (US$207). Conversely, Health/WaSH, Governance, and Education are expected to have the least impact.","ai_generated":true,"unit":"issafri-000299#insight-2","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario is projected to significantly reduce poverty in Liberia. By 2043, only 4.9% of the population (368,000 people) would live below the poverty line, meaning 2.2 million more Liberians would be lifted out of extreme poverty compared to the Current Path.","ai_generated":true,"unit":"issafri-000299#insight-3","date_modified":"2026-10-23"},{"text":"The overall size of the Liberian economy is projected to more than double by 2043 under the Combined Agenda 2063 scenario, reaching an estimated GDP (MER) of US$21.6 billion, compared to US$10.8 billion in the Current Path forecast.","ai_generated":true,"unit":"issafri-000299#insight-4","date_modified":"2026-10-23"},{"text":"Increased economic activity under the Combined Agenda 2063 scenario is projected to lead to higher carbon emissions. Total emissions are expected to rise to 2.1 million tons by 2043, compared to 1.5 million tons in the Current Path forecast and 330,000 tons in 2019.","ai_generated":true,"unit":"issafri-000299#insight-5","date_modified":"2026-10-23"}],"climate_tags":["agriculture","carbon dioxide emissions","economic development","poverty reduction","industrial manufacturing","infrastructure","governance"],"geography_discussed":["Africa"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis"]},{"id":"issafri-000300","url":"https://climateinsightsdirectory.org/document/issafri-000300","title":"Guinea: Conclusion","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-05-31","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=GN&topic=05-conclusion","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The report analyzes Guinea's 'Current Path' development trajectory to 2043, concluding that the country is not on track to meet the 2030 Sustainable Development Goals. It highlights the severe impact of foreign aid withdrawal due to political instability and recommends strategic interventions in governance, economic diversification, agriculture, human capital, and infrastructure to foster inclusive growth.","ai_generated":true,"unit":"issafri-000300#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Guinea is not currently on track to achieve the Sustainable Development Goals by 2030, and while some progress in economic and human development is forecast, the pace of improvement needs to be accelerated.","ai_generated":true,"unit":"issafri-000300#insight-1","date_modified":"2026-10-23"},{"text":"The withdrawal of foreign aid resulting from political instability is projected to significantly harm poverty levels and GDP per capita. By 2030, the absence of aid could push an additional 53,100 people into extreme poverty and reduce GDP per capita by US$11.25; by 2043, an additional 20,000 people could fall into extreme poverty and GDP per capita could decrease by US$14.81.","ai_generated":true,"unit":"issafri-000300#insight-2","date_modified":"2026-10-23"},{"text":"Guinea's economy suffers from an over-reliance on the mining sector, where gold and aluminium ore alone account for more than 90% of the top five export products. This sector lacks strong connections to the broader economy and job creation, necessitating an industrial strategy to diversify away from commodities.","ai_generated":true,"unit":"issafri-000300#insight-3","date_modified":"2026-10-23"},{"text":"To improve agricultural productivity and resilience to climate change, Guinea needs investment in high-yield, drought-resistant seeds, fertilisers, and R&D, alongside the development of all-weather rural roads to facilitate commercialisation.","ai_generated":true,"unit":"issafri-000300#insight-4","date_modified":"2026-10-23"},{"text":"Infrastructure deficits hinder private sector development. Priority should be given to expanding rural energy access through renewable sources like solar, upgrading transport networks (roads and railways), and extending ICT and digital services.","ai_generated":true,"unit":"issafri-000300#insight-5","date_modified":"2026-10-23"}],"climate_tags":["climate change","renewable energy","solar energy","agricultural productivity","economic diversity","mining industry","Sustainable Development Goals"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["forecasting","policy recommendation","scenario modelling"]},{"id":"issafri-000040","url":"https://climateinsightsdirectory.org/document/issafri-000040","title":"Benin 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=BJ&topic=current-path","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report forecasts Benin's development to 2043, predicting a population increase to 21.2 million and GDP growth to US$66.3 billion under the Current Path. While GDP per capita is expected to rise to US$4,685, absolute poverty is projected to increase to 11 million people. Sectoral scenarios suggest that Free Trade and Leapfrogging have the highest potential for economic growth, while the Combined Agenda 2063 scenario could double the economy to US$117.2 billion but would increase carbon emissions to 10.1 million tons.","ai_generated":true,"unit":"issafri-000040#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the Current Path forecast, Benin's population is projected to grow from 11.9 million in 2019 to 21.2 million by 2043, with urban residents making up 58% of the population by that date.","ai_generated":true,"unit":"issafri-000040#insight-1","date_modified":"2026-10-23"},{"text":"The Current Path forecast predicts GDP will reach US$66.3 billion and GDP per capita will rise to US$4,685 by 2043, though this remains significantly below the projected average for lower middle-income countries in Africa (US$9,142).","ai_generated":true,"unit":"issafri-000040#insight-2","date_modified":"2026-10-23"},{"text":"Despite economic growth, the absolute number of people living below the US$3.20 poverty line is expected to increase from 7.9 million in 2019 to 11 million by 2043 under the Current Path, as population growth outpaces development.","ai_generated":true,"unit":"issafri-000040#insight-3","date_modified":"2026-10-23"},{"text":"Benin's energy sector is heavily dependent on imports, with approximately 85% of electricity sourced from Ghana, Côte d’Ivoire, and Nigeria; domestic production is now exclusively renewable energy, projected to reach 0.5 million BOE by 2043.","ai_generated":true,"unit":"issafri-000040#insight-4","date_modified":"2026-10-23"},{"text":"Carbon emissions are forecast to rise from 2.2 million tons in 2019 to 7 million tons by 2043 on the Current Path, likely driven by population-led biomass use and increased industrial activity.","ai_generated":true,"unit":"issafri-000040#insight-5","date_modified":"2026-10-23"},{"text":"The Agriculture scenario could significantly reduce poverty and increase GDP per capita to US$4,928 by 2043, lifting over one million additional people out of extreme poverty compared to the Current Path.","ai_generated":true,"unit":"issafri-000040#insight-6","date_modified":"2026-10-23"},{"text":"The Leapfrogging scenario focuses on technology and energy, projecting that electricity access would reach 80.9% of the population by 2043, compared to 68.8% in the Current Path.","ai_generated":true,"unit":"issafri-000040#insight-7","date_modified":"2026-10-23"},{"text":"The Free Trade scenario, based on the AfCFTA, is projected to increase GDP per capita to US$5,166 by 2043 and reduce the proportion of poor people to 47.1%, though it would also cause the highest increase in carbon emissions (7.8 million additional tons).","ai_generated":true,"unit":"issafri-000040#insight-8","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario predicts an aggressive economic expansion to a GDP of US$117.2 billion and a reduction in poverty to 6.4 million people (31.8% of the population) by 2043.","ai_generated":true,"unit":"issafri-000040#insight-9","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario would result in the highest environmental cost, with carbon emissions rising to 10.1 million tons by 2043.","ai_generated":true,"unit":"issafri-000040#insight-10","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","renewable energy","energy transition","biomass","climate change","agricultural productivity","food security"],"geography_discussed":["Togo","Nigeria","Burkina Faso","Niger","Ghana","Ivory Coast","Cotonou","Porto-Novo"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis","economic modeling"]}]}