{"query_echo":{"q":"","filters":{"analysis_type":["Scenario Analysis"]},"warnings":[]},"total":{"value":584,"relation":"eq"},"page":3,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=Scenario+Analysis&page=3","next":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=Scenario+Analysis&page=4","stability":"beta","ai_marking":{"digital_source_type":{"uri":"http://cv.iptc.org/newscodes/digitalsourcetype/trainedAlgorithmicMedia","name":"Created using Generative AI"},"notice":"Summary and key insights are generated using artificial intelligence."},"results":[{"id":"issafri-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-000210","url":"https://climateinsightsdirectory.org/document/issafri-000210","title":"Malawi: 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=MW&topic=05-conclusion","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes Malawi's development futures, noting that while a 'Combined scenario' shows GDP per capita 35% higher than the 'Current Path' by 2043, this is insufficient to reach lower-middle-income status by 2030. It highlights persistent gaps in urbanization, industrialization, and healthcare, while emphasizing the critical impact of climate variability on rain-fed agriculture. Key recommendations include expanding Special Economic Zones, adopting climate-smart agriculture, and implementing nature-based solutions for flood prevention.","ai_generated":true,"unit":"issafri-000210#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the Combined scenario, Malawi's GDP per capita is projected to be 35% higher than the Current Path by 2043, but the country remains unlikely to reach lower-middle-income status by 2030 unless it maintains an annual GDP growth rate exceeding 10%.","ai_generated":true,"unit":"issafri-000210#insight-1","date_modified":"2026-10-23"},{"text":"Urbanization and health outcomes are projected to fall short of the MW2063 initiative targets; only 25% of the population is expected to be urban by 2043 (against a 60% goal for 2063), and life expectancy is projected to reach 71 years by 2043 (below the 76-year target for 2042).","ai_generated":true,"unit":"issafri-000210#insight-2","date_modified":"2026-10-23"},{"text":"Climate variability, specifically recurring droughts, floods, and cyclones, continues to threaten food security and rural livelihoods due to the agricultural sector's heavy reliance on rain-fed farming.","ai_generated":true,"unit":"issafri-000210#insight-3","date_modified":"2026-10-23"},{"text":"To mitigate climate change and land degradation, the document recommends an ecosystem-based approach and nature-based solutions, such as catchment rehabilitation, to prevent flood damage by reducing run-off during heavy rainfall.","ai_generated":true,"unit":"issafri-000210#insight-4","date_modified":"2026-10-23"},{"text":"The report suggests improving domestic revenue mobilization through digitization, citing the use of e-filing in Kenya and e-invoicing in São Tomé and Príncipe as successful examples of expanding the tax base to the informal sector.","ai_generated":true,"unit":"issafri-000210#insight-5","date_modified":"2026-10-23"}],"climate_tags":["Climate-smart agriculture","adaptation finace","nature-based solutions","ecological restoration","agricultural irrigation","sustainable finance","early warning system","land degradation","urbanization","economic diversity"],"geography_discussed":["Rwanda","Kenya","São Tomé and Príncipe"],"frame_perspective":[],"analysis_type":["scenario analysis","policy recommendation"]},{"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-000227","url":"https://climateinsightsdirectory.org/document/issafri-000227","title":"Mozambique: SCENARIO COMPARISONS","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=MZ&topic=04-scenario-comparisons","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document evaluates the impact of different policy interventions on Mozambique's future. It finds that while individual sectoral scenarios like Large Infrastructure and Agriculture boost GDP per capita, a 'Combined scenario' integrating multiple sectors offers the most significant gains, potentially reducing extreme poverty from 65.1% to 40% by 2043. However, this accelerated growth is projected to increase carbon emissions to 47.6 million tons by 2043. The energy sector, dominated by gas, is expected to become the primary economic driver under the Combined scenario.","ai_generated":true,"unit":"issafri-000227#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Among individual sectoral scenarios, Large Infrastructure provides the highest boost to GDP per capita by 2043, increasing it by US$256 over the Current Path, followed by Agriculture (US$228) and Governance (US$131).","ai_generated":true,"unit":"issafri-000227#insight-1","date_modified":"2026-10-23"},{"text":"The Combined scenario, which integrates all sectoral interventions, is projected to result in an average annual growth rate of approximately 8.5% between 2023 and 2043, making Mozambique the 16th-largest economy in Africa by 2043 with a GDP of US$93.5 billion.","ai_generated":true,"unit":"issafri-000227#insight-2","date_modified":"2026-10-23"},{"text":"The Combined scenario significantly reduces extreme poverty (measured at US$3 per day) to 40% by 2043, compared to 65.1% on the Current Path, representing 15.4 million fewer people in extreme poverty.","ai_generated":true,"unit":"issafri-000227#insight-3","date_modified":"2026-10-23"},{"text":"Economic structural transformation under the Combined scenario would see the energy sector become the dominant driver of the economy, with its GDP share rising from 24.9% in 2024 to 33.9% by 2043, while the manufacturing sector's share increases from 7.6% in 2023 to 14.7% in 2043.","ai_generated":true,"unit":"issafri-000227#insight-4","date_modified":"2026-10-23"},{"text":"The Combined scenario is expected to reduce the size of the informal sector to 22.6% of GDP by 2043, which is 5.8 percentage points lower than the Current Path projection of 28.4%.","ai_generated":true,"unit":"issafri-000227#insight-5","date_modified":"2026-10-23"},{"text":"Life expectancy in Mozambique is projected to reach 73 years by 2043 on the Current Path, and 75.1 years under the Combined scenario.","ai_generated":true,"unit":"issafri-000227#insight-6","date_modified":"2026-10-23"},{"text":"Accelerated economic activity under the Combined scenario is projected to increase carbon emissions from fossil fuels to approximately 47.6 million tons by 2043, compared to 33.3 million tons on the Current Path.","ai_generated":true,"unit":"issafri-000227#insight-7","date_modified":"2026-10-23"},{"text":"Energy production in Mozambique is heavily reliant on gas, which is projected to constitute 88.5% of total energy production by 2043 on the Current Path and 91% in the Combined scenario.","ai_generated":true,"unit":"issafri-000227#insight-8","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","fossil fuel","natural gas","economic diversity","infrastructure","poverty reduction"],"geography_discussed":["Africa","Southern Africa"],"frame_perspective":[],"analysis_type":["economic modelling","scenario analysis","long-term forecasting"]},{"id":"issafri-000244","url":"https://climateinsightsdirectory.org/document/issafri-000244","title":"Mauritania: 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=MR&topic=05-conclusion","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report concludes that while Mauritania's macroeconomic indicators are trending upwards, growth remains heavily dependent on the extractive sector and is hindered by poor infrastructure, weak governance, and climate change risks. It recommends a holistic development strategy focusing on climate resilience, public finance efficiency, human capital investment, and economic diversification to leverage the country's resource endowments and youthful population.","ai_generated":true,"unit":"issafri-000244#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Mauritania's current economic growth is primarily driven by the extractive sector and is characterized by persistent inequality and poverty. Structural transformation is obstructed by factors including the high cost of electricity, low quality of human capital and infrastructure, and risks associated with climate change.","ai_generated":true,"unit":"issafri-000244#insight-1","date_modified":"2026-10-23"},{"text":"The country possesses significant economic potential rooted in its natural resources (iron, gold, and gas), its capacity to become a regional hub for solar and hydrogen production, and its strategic geographic position for trade integration with neighbors.","ai_generated":true,"unit":"issafri-000244#insight-2","date_modified":"2026-10-23"},{"text":"To strengthen climate resilience, the government should implement sustainable management of natural resources, ensure transparent management of oil and gas revenues for investment in social development, and invest in renewable energies like solar and hydrogen to improve energy stability and export potential.","ai_generated":true,"unit":"issafri-000244#insight-3","date_modified":"2026-10-23"},{"text":"Economic diversification should prioritize the agricultural sector through investments in irrigation, farming technology, and digitization to reduce reliance on imports and improve food security.","ai_generated":true,"unit":"issafri-000244#insight-4","date_modified":"2026-10-23"},{"text":"Long-term growth requires improving the education system—specifically emphasizing the gender component of the 2020 reform—and expanding vocational training tailored to emerging job market needs.","ai_generated":true,"unit":"issafri-000244#insight-5","date_modified":"2026-10-23"}],"climate_tags":["climate risk","climate resilience","climate change adaptation","renewable energy","solar energy","natural resource management","economic diversity","sustainable development"],"geography_discussed":["Africa"],"frame_perspective":[],"analysis_type":["policy recommendations","scenario analysis"]},{"id":"issafri-000269","url":"https://climateinsightsdirectory.org/document/issafri-000269","title":"ESWATINI DEVELOPMENT FUTURES: GEOGRAPHIC FUTURES","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-05-31","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=SZ&topic=combined-agenda-2063","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report evaluates the 'Combined Agenda 2063' scenario for Eswatini, which integrates 11 sectoral interventions to drive economic growth and poverty reduction. By 2043, this scenario could raise GDP per capita to US$22,901 and reduce poverty from 60% in 2019 to 24.5%. While the scenario projects significant growth in the service and ICT sectors and an overall GDP increase to US$29.3 billion, it also forecasts an increase in carbon emissions to 1.4 million tons by 2043 due to the scale of economic expansion.","ai_generated":true,"unit":"issafri-000269#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Combined Agenda 2063 scenario, which integrates 11 sectoral interventions, could increase Eswatini's GDP per capita to US$22,901 by 2043, representing an increase of US$7,739 over the Current Path forecast.","ai_generated":true,"unit":"issafri-000269#insight-1","date_modified":"2026-10-23"},{"text":"Among the specific interventions, improving intra-Africa trade is projected to have the highest impact on GDP per capita by 2043, adding US$1,137 above the Current Path, followed by manufacturing (US$861) and leapfrogging (US$807).","ai_generated":true,"unit":"issafri-000269#insight-2","date_modified":"2026-10-23"},{"text":"Implementation of the Combined Agenda 2063 measures could reduce poverty in Eswatini from 60% in 2019 to 24.5% by 2043, lifting 400,000 additional people out of poverty compared to the Current Path, though 380,000 people would still live in extreme poverty.","ai_generated":true,"unit":"issafri-000269#insight-3","date_modified":"2026-10-23"},{"text":"The total GDP of Eswatini is forecast to reach US$29.3 billion by 2043 under the Combined Agenda 2063 scenario, a 54.2% increase over the Current Path forecast of US$19 billion.","ai_generated":true,"unit":"issafri-000269#insight-4","date_modified":"2026-10-23"},{"text":"Economic growth under this scenario is expected to increase carbon emissions from 0.4 million tons in 2019 to 1.4 million tons by 2043, which is 0.3 million tons higher than the Current Path forecast.","ai_generated":true,"unit":"issafri-000269#insight-5","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","agriculture","industrial manufacturing","poverty reduction","infrastructure","governance"],"geography_discussed":["Africa"],"frame_perspective":[],"analysis_type":["economic forecasting","scenario analysis"]},{"id":"issafri-000292","url":"https://climateinsightsdirectory.org/document/issafri-000292","title":"MAURITIUS DEVELOPMENT FUTURES: GEOGRAPHIC FUTURES","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-05-31","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=MU&topic=combined-agenda-2063","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report projects that a Combined scenario of 11 sectoral interventions would increase Mauritius's GDP per capita by US$5,380 and its overall economy by US$7.1 billion by 2043. While the scenario accelerates the elimination of extreme poverty and reduces domestic inequality, it is also projected to result in a slight increase in carbon emissions of 0.3 million tons. The economic growth is driven primarily by the services sector, though the country faces challenges including a skilled labour shortage, corruption in offshore financial services, and low female labour force participation.","ai_generated":true,"unit":"issafri-000292#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Combined scenario, which integrates 11 sectoral scenarios and a 'synergistic effect', is projected to increase Mauritius's GDP per capita by US$5,380 by 2043 compared to the Current Path forecast, representing an 18.5% increase. The 'Free Trade scenario' is identified as having the largest individual impact on GDP per capita, increasing average incomes by US$1,003 by 2043.","ai_generated":true,"unit":"issafri-000292#insight-1","date_modified":"2026-10-23"},{"text":"Under the Combined scenario, the Mauritian economy is projected to be 26% larger by 2043, an increase of US$7.1 billion. This growth is heavily concentrated in the services sector, which is projected to be US$6.7 billion larger than in the Current Path forecast, while the manufacturing and ICT sectors are expected to see more muted growth.","ai_generated":true,"unit":"issafri-000292#insight-2","date_modified":"2026-10-23"},{"text":"The Combined scenario is projected to accelerate the elimination of extreme poverty (defined as US$5.50 per day) by one year and reduce the poverty rate by 0.5 percentage points by 2043. Additionally, domestic inequality is projected to decline, with the Gini index score decreasing from 0.36 in 2019 to 0.31 by 2043.","ai_generated":true,"unit":"issafri-000292#insight-3","date_modified":"2026-10-23"},{"text":"Economic growth under the Combined scenario is expected to lead to a slight increase in carbon emissions, with Mauritius projected to emit 0.3 million tons more carbon by 2043 than under the Current Path forecast. However, the country's emissions growth is slower than the rest of Africa, placing it 42nd on the continent by 2043.","ai_generated":true,"unit":"issafri-000292#insight-4","date_modified":"2026-10-23"},{"text":"Despite its status as a highly developed country with a diversified economy and positive health and education outcomes, Mauritius faces several systemic challenges: a shortage of skilled labour, allegations of corruption in the offshore financial services sector, low levels of FDI inflows, and low female labour force participation.","ai_generated":true,"unit":"issafri-000292#insight-5","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","economic diversity","poverty reduction","industrial manufacturing"],"geography_discussed":["Africa"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis"]},{"id":"issafri-000299","url":"https://climateinsightsdirectory.org/document/issafri-000299","title":"LIBERIA DEVELOPMENT FUTURES: GEOGRAPHIC FUTURES","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-05-31","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=LR&topic=combined-agenda-2063","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document forecasts that Liberia's GDP per capita will reach US$4,358 by 2043 under the Combined Agenda 2063 scenario, driven primarily by agriculture, financial flows, and free trade. This scenario is projected to lift 2.2 million additional people out of extreme poverty and double the size of the economy to US$21.6 billion, though it will also increase carbon emissions to 2.1 million tons due to heightened economic activity.","ai_generated":true,"unit":"issafri-000299#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Combined Agenda 2063 scenario, which integrates 11 sectoral scenarios and a synergistic effect, is projected to increase Liberia's GDP per capita to US$4,358 by 2043. This represents an increase of US$1,792 over the Current Path forecast and is US$568 higher than the projected average for low-income African countries in 2043.","ai_generated":true,"unit":"issafri-000299#insight-1","date_modified":"2026-10-23"},{"text":"Agriculture, Financial Flows, and Free Trade are identified as the sectors with the highest potential to improve economic development in Liberia. By 2043, the Agriculture scenario is expected to contribute US$346.6 to GDP per capita, followed by Financial Flow (US$233.3) and Free Trade (US$207). Conversely, Health/WaSH, Governance, and Education are expected to have the least impact.","ai_generated":true,"unit":"issafri-000299#insight-2","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario is projected to significantly reduce poverty in Liberia. By 2043, only 4.9% of the population (368,000 people) would live below the poverty line, meaning 2.2 million more Liberians would be lifted out of extreme poverty compared to the Current Path.","ai_generated":true,"unit":"issafri-000299#insight-3","date_modified":"2026-10-23"},{"text":"The overall size of the Liberian economy is projected to more than double by 2043 under the Combined Agenda 2063 scenario, reaching an estimated GDP (MER) of US$21.6 billion, compared to US$10.8 billion in the Current Path forecast.","ai_generated":true,"unit":"issafri-000299#insight-4","date_modified":"2026-10-23"},{"text":"Increased economic activity under the Combined Agenda 2063 scenario is projected to lead to higher carbon emissions. Total emissions are expected to rise to 2.1 million tons by 2043, compared to 1.5 million tons in the Current Path forecast and 330,000 tons in 2019.","ai_generated":true,"unit":"issafri-000299#insight-5","date_modified":"2026-10-23"}],"climate_tags":["agriculture","carbon dioxide emissions","economic development","poverty reduction","industrial manufacturing","infrastructure","governance"],"geography_discussed":["Africa"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis"]},{"id":"issafri-000019","url":"https://climateinsightsdirectory.org/document/issafri-000019","title":"Cabo Verde Development Futures","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-05-28","source_url":"https://futures.issafrica.org/geographic/countries/cape-verde/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report projects that Cape Verde will experience significant urbanisation and economic growth by 2043, with GDP per capita rising to US$10,839 under the Current Path. While the country has high human development and political stability, it faces challenges including a high dependency on food imports (90% of food consumed is imported) and vulnerability to climate-induced flooding. The analysis explores several scenarios, finding that 'Free Trade' and 'Manufacturing/Transfers' have the highest potential to increase GDP per capita, while a 'Combined Agenda 2063' scenario could reduce extreme poverty to 3.6% of the population but would increase carbon emissions to 0.47 million tons by 2043. Energy projections suggest a transition toward renewables, with a goal for them to constitute 50% of total energy production by 2043.","ai_generated":true,"unit":"issafri-000019#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the Current Path forecast, Cape Verde is projected to see rapid urbanisation, with 73.5% of the population residing in urban areas by 2043, driven by rural droughts and the expansion of the tourism sector.","ai_generated":true,"unit":"issafri-000019#insight-1","date_modified":"2026-10-23"},{"text":"Cape Verde maintains a high level of food import dependency, with 90% of all food consumed being imported; by 2043, demand is projected to outstrip domestic production by 0.31 million metric tons.","ai_generated":true,"unit":"issafri-000019#insight-2","date_modified":"2026-10-23"},{"text":"The economy is heavily reliant on tourism, which directly accounted for 35% of GDP in 2015, making the country vulnerable to external shocks such as the COVID-19 pandemic, which caused a 14.8% GDP contraction in 2020.","ai_generated":true,"unit":"issafri-000019#insight-3","date_modified":"2026-10-23"},{"text":"Energy production is currently dominated by coal (60% in 2019), but it is projected that renewable energies will constitute 50% of total energy production by 2043.","ai_generated":true,"unit":"issafri-000019#insight-4","date_modified":"2026-10-23"},{"text":"Carbon emissions are projected to increase across all analyzed scenarios, with the Free Trade scenario causing the highest increase, resulting in 0.41 million additional tons of carbon by 2043.","ai_generated":true,"unit":"issafri-000019#insight-5","date_modified":"2026-10-23"},{"text":"The 'Combined Agenda 2063' scenario, which integrates multiple policy pushes, is projected to increase GDP per capita by US$4,824 and reduce the extreme poverty rate to 3.6% (23,000 people) by 2043.","ai_generated":true,"unit":"issafri-000019#insight-6","date_modified":"2026-10-23"},{"text":"Cape Verde has already achieved a demographic dividend, with a working-age population to dependant ratio of 1.99 in 2019, significantly higher than the lower middle-income African average of 1.32.","ai_generated":true,"unit":"issafri-000019#insight-7","date_modified":"2026-10-23"},{"text":"The country is highly vulnerable to climate change, having been ranked as the eighth most endangered nation in 2011 due to flooding.","ai_generated":true,"unit":"issafri-000019#insight-8","date_modified":"2026-10-23"}],"climate_tags":["renewable energy","solar energy","wind power","carbon dioxide emissions","climate change","flood","drought","energy transition","food security"],"geography_discussed":["Africa","Senegal","The Gambia","Mauritania","Santiago","Praia","Santo Antão","São Nicolau"],"frame_perspective":[],"analysis_type":["socioeconomic forecasting","scenario analysis","poverty assessment","environmental impact projection"]},{"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"]},{"id":"issafri-000050","url":"https://climateinsightsdirectory.org/document/issafri-000050","title":"Sub-Saharan Africa Development Futures","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-05-28","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=S-S-AFR&topic=sectoral-scenarios","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report projects that sub-Saharan Africa's population will grow to 1.976 billion by 2043, with carbon emissions nearly tripling to 650 million tons under the Current Path. While the Current Path sees GDP per capita reach US$5,996, the 'Combined Agenda 2063' scenario—integrating improvements in governance, education, health, and infrastructure—could increase GDP per capita to US$9,798 and drastically reduce extreme poverty to 7.3%. Key sectoral findings include the 'Leapfrogging' scenario's potential to raise electricity access to 81.7% and the 'Free Trade' scenario's role as the most carbon-intensive path, contributing 711 million tons of carbon by 2043.","ai_generated":true,"unit":"issafri-000050#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the Current Path forecast, sub-Saharan Africa's population is projected to grow by 78.2% from 1.109 billion in 2019 to 1.976 billion by 2043.","ai_generated":true,"unit":"issafri-000050#insight-1","date_modified":"2026-10-23"},{"text":"Carbon emissions in sub-Saharan Africa are expected to increase from 256 million tons in 2019 to 650 million tons by 2043 in the Current Path forecast. South Africa was the largest emitter in 2019 at 132 million tons, followed by Nigeria at 39 million tons.","ai_generated":true,"unit":"issafri-000050#insight-2","date_modified":"2026-10-23"},{"text":"The 'Leapfrogging' scenario, focusing on renewable energy and digital technology, could increase electricity access to 81.7% by 2043, which is 12.5 percentage points higher than the Current Path forecast.","ai_generated":true,"unit":"issafri-000050#insight-3","date_modified":"2026-10-23"},{"text":"The 'Free Trade' scenario, based on the implementation of the African Continental Free Trade Area (AfCFTA), is projected to be the most carbon-intensive scenario, resulting in 711 million tons of carbon by 2043.","ai_generated":true,"unit":"issafri-000050#insight-4","date_modified":"2026-10-23"},{"text":"The 'Combined Agenda 2063' scenario, which integrates all eleven sectoral improvements, is projected to increase GDP per capita to US$9,798 and reduce the extreme poverty rate to 7.3% by 2043, compared to a Current Path poverty rate of 40.8%.","ai_generated":true,"unit":"issafri-000050#insight-5","date_modified":"2026-10-23"},{"text":"The 'Agriculture' scenario could reduce net agricultural import dependency to 4.8% by 2043, down from 7.8% in 2019, although the region is still projected to remain a net agricultural importer.","ai_generated":true,"unit":"issafri-000050#insight-6","date_modified":"2026-10-23"},{"text":"The 'Demographic' scenario could enable sub-Saharan Africa to reach its demographic dividend by 2043, which is eight years earlier than the Current Path forecast.","ai_generated":true,"unit":"issafri-000050#insight-7","date_modified":"2026-10-23"},{"text":"In the 'Manufacturing/Transfers' scenario, extreme poverty rates would be 2.64 percentage points lower than the Current Path, lifting 52.6 million additional people out of poverty by 2043.","ai_generated":true,"unit":"issafri-000050#insight-8","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","renewable energy","energy transition","agriculture","food security","economic growth","infrastructure","trade policy","governance"],"geography_discussed":["South Africa","Nigeria","Mauritius","Lesotho","Seychelles","World"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis"]},{"id":"issafri-000083","url":"https://climateinsightsdirectory.org/document/issafri-000083","title":"Angola Development Futures","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-05-28","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=AO&topic=current-path","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes Angola's economic and social future, highlighting a high risk of increasing extreme poverty and carbon emissions on its current path. While individual sectoral improvements in trade, stability, and manufacturing offer modest gains, a combined 'Agenda 2063' approach is projected to significantly raise GDP per capita and reduce poverty by 2043.","ai_generated":true,"unit":"issafri-000083#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"On the Current Path, Angola's population is projected to nearly double by 2043, reaching 67.4 million, with a high proportion of youth that acts as a drag on growth and development.","ai_generated":true,"unit":"issafri-000083#insight-1","date_modified":"2026-10-23"},{"text":"Angola's economy is highly vulnerable to global oil market volatility; while GDP is projected to grow to US$443.3 billion by 2043 on the Current Path, extreme poverty is expected to increase, with over 30 million people living on less than US$3.20 per day by 2043.","ai_generated":true,"unit":"issafri-000083#insight-2","date_modified":"2026-10-23"},{"text":"Carbon emissions are projected to rise steadily, with Angola expected to emit 45.1 million tons of carbon by 2043, making it Africa's fifth largest producer of carbon emissions.","ai_generated":true,"unit":"issafri-000083#insight-3","date_modified":"2026-10-23"},{"text":"Climate change is expected to decrease annual rainfall by roughly 1% by 2050, with Angola identified as one of seven countries globally that will inevitably see decreased yields of key crops by 2030.","ai_generated":true,"unit":"issafri-000083#insight-4","date_modified":"2026-10-23"},{"text":"The 'Free Trade' scenario, simulating the full implementation of the African Continental Free Trade Area (AfCFTA) by 2034, is the most impactful individual scenario for raising average incomes, increasing GDP per capita by approximately US$940 by 2043 compared to the Current Path.","ai_generated":true,"unit":"issafri-000083#insight-5","date_modified":"2026-10-23"},{"text":"The 'Combined Agenda 2063' scenario, which integrates 11 sectoral improvements, projects a dramatic increase in GDP per capita to US$16,023 by 2043 and a reduction in the number of extremely poor people to 15 million by 2043.","ai_generated":true,"unit":"issafri-000083#insight-6","date_modified":"2026-10-23"},{"text":"Despite the economic benefits of the Combined Agenda 2063 scenario, carbon emissions would increase even more dramatically than on the Current Path due to expanded manufacturing, agriculture, and infrastructure development.","ai_generated":true,"unit":"issafri-000083#insight-7","date_modified":"2026-10-23"},{"text":"Angola's agricultural sector is currently underperforming, with food demand projected to reach 77 million metric tons by 2043 while production is expected to stagnate at 40 million metric tons on the Current Path.","ai_generated":true,"unit":"issafri-000083#insight-8","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","renewable energy","hydropower","solar energy","climate change","food security","deforestation","Paris Agreement","agriculture","energy transition"],"geography_discussed":["Cabinda Province","Luanda","Zaire Province","Africa"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis"]},{"id":"issafri-000107","url":"https://climateinsightsdirectory.org/document/issafri-000107","title":"Burundi Impact of sectoral scenarios on key indicators","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-05-28","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=BI&topic=03-impact-of-sectoral-scenarios","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes multiple development scenarios for Burundi, finding that while all scenarios improve GDP per capita over the 'Current Path', the Agriculture and Governance scenarios are most effective at reducing extreme poverty. It highlights a critical risk where the full implementation of the AfCFTA could potentially increase poverty to 75.8% by 2043 if not supported by complementary domestic policies. Environmental trade-offs are noted, as agricultural modernization and trade scenarios are projected to result in the highest carbon emissions by 2043.","ai_generated":true,"unit":"issafri-000107#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Burundi had the lowest GDP per capita in Africa in 2019 at US$655 (PPP). Under the 'Current Path', this is projected to reach US$1,027 by 2043, though it would remain the lowest on the continent.","ai_generated":true,"unit":"issafri-000107#insight-1","date_modified":"2026-10-23"},{"text":"The 'Large Infrastructure and Leapfrogging' scenario is projected to yield the highest GDP per capita by 2043 at US$1,169, which is US$142 above the Current Path. In the short to medium term, however, the Agriculture scenario is the most viable for improving living standards until 2038.","ai_generated":true,"unit":"issafri-000107#insight-2","date_modified":"2026-10-23"},{"text":"Extreme poverty is endemic in Burundi, with 74.6% of the population living below the US$1.90 per day line in 2019, rising to 75.8% in 2021 due to the COVID-19 pandemic. Poverty is significantly more concentrated in rural areas, where it is over three times higher than in the capital, Bujumbura.","ai_generated":true,"unit":"issafri-000107#insight-3","date_modified":"2026-10-23"},{"text":"The Agriculture and Governance scenarios are the most effective at reducing extreme poverty by 2043. The Agriculture scenario would reduce the poverty rate to 52.9% (11.8 million people), while the Governance scenario would reduce it to 54.7%.","ai_generated":true,"unit":"issafri-000107#insight-4","date_modified":"2026-10-23"},{"text":"Full implementation of the African Continental Free Trade Area (AfCFTA) may not be inclusive; the poverty rate in this scenario is projected to rise to 75.8% by 2043, nearly 15 percentage points above the Current Path, potentially due to layoffs in import-competing sectors.","ai_generated":true,"unit":"issafri-000107#insight-5","date_modified":"2026-10-23"},{"text":"Economic growth and poverty reduction efforts may increase environmental degradation. By 2043, the AfCFTA and Agriculture scenarios are projected to result in the highest carbon emissions at 1.5 million tons.","ai_generated":true,"unit":"issafri-000107#insight-6","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","agricultural productivity","environmental degradation","sustainable agriculture","economic growth","poverty reduction"],"geography_discussed":["Bujumbura","Africa"],"frame_perspective":[],"analysis_type":["scenario analysis","economic forecasting","impact assessment"]},{"id":"issafri-000149","url":"https://climateinsightsdirectory.org/document/issafri-000149","title":"COMESA Development Futures","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-05-28","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=COMESA&topic=current-path","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes the future of COMESA, projecting a population increase to 982.2 million by 2043. While the 'Current Path' shows a decline in extreme poverty from 35.4% to 18.8%, the 'Combined Agenda 2063' scenario suggests a more dramatic reduction to 4.1%. The analysis highlights significant economic disparities, with Egypt remaining the dominant economy and the largest carbon emitter. Sectoral scenarios indicate that free trade and 'leapfrogging' (renewable energy and digital tech) offer the highest potential for GDP per capita growth, though increased economic activity generally correlates with higher carbon emissions.","ai_generated":true,"unit":"issafri-000149#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"COMESA's population is projected to grow from 582.4 million in 2019 to 982.2 million by 2043, with Ethiopia having the largest population at 112 million in 2019.","ai_generated":true,"unit":"issafri-000149#insight-1","date_modified":"2026-10-23"},{"text":"Under the Current Path forecast, extreme poverty (at the $1.90/day line) is expected to drop from 35.4% in 2019 to 18.8% by 2043, though 184.3 million people would still be extremely poor.","ai_generated":true,"unit":"issafri-000149#insight-2","date_modified":"2026-10-23"},{"text":"Egypt is the primary source of carbon emissions in the region, accounting for 51.9% of COMESA's 130 million tons of emissions in 2019 and projected to account for 48.9% in 2043.","ai_generated":true,"unit":"issafri-000149#insight-3","date_modified":"2026-10-23"},{"text":"The Free Trade scenario, based on the implementation of the AfCFTA by 2034, is projected to have the largest positive impact on GDP per capita, raising the average to US$7,218 by 2043.","ai_generated":true,"unit":"issafri-000149#insight-4","date_modified":"2026-10-23"},{"text":"The Leapfrogging scenario, focusing on renewable energy and digital technology, could increase average electricity access to 84% by 2043 and result in lower carbon emissions than the Current Path forecast.","ai_generated":true,"unit":"issafri-000149#insight-5","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario, integrating 11 sectoral reforms, would significantly increase average GDP per capita to US$10,235 by 2043 and reduce the poverty rate to 4.1%.","ai_generated":true,"unit":"issafri-000149#insight-6","date_modified":"2026-10-23"},{"text":"Agricultural production shortfalls are expected to widen from 59 million metric tons in 2019 to 294.1 million metric tons by 2043 under the Current Path, increasing food insecurity.","ai_generated":true,"unit":"issafri-000149#insight-7","date_modified":"2026-10-23"},{"text":"Energy production is projected to shift toward renewables; by 2043, renewable energy (including hydro) is expected to account for 52.7% of total energy produced.","ai_generated":true,"unit":"issafri-000149#insight-8","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","renewable energy","agriculture","food security","energy transition","hydropower"],"geography_discussed":["Egypt","Ethiopia","Seychelles","Burundi","Malawi","Africa"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis"]},{"id":"issafri-000154","url":"https://climateinsightsdirectory.org/document/issafri-000154","title":"SUB-SAHARAN AFRICA DEVELOPMENT FUTURES: GEOGRAPHIC FUTURES","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-05-28","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=S-S-AFR&topic=combined-agenda-2063","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document forecasts that the Combined Agenda 2063 scenario would significantly increase sub-Saharan Africa's GDP per capita to US$9,798 by 2043, compared to US$5,980 in the Current Path. It predicts a substantial reduction in extreme poverty to 7.3% and a nearly doubled total economy of US$12,295.2 billion. However, this growth is associated with higher carbon emissions, reaching 892 million tons by 2043.","ai_generated":true,"unit":"issafri-000154#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Combined Agenda 2063 scenario, which integrates 11 sectoral scenarios and a 'synergistic effect', is projected to increase sub-Saharan Africa's average GDP per capita to US$9,798 by 2043, representing a 58% increase over the Current Path forecast of US$5,980.","ai_generated":true,"unit":"issafri-000154#insight-1","date_modified":"2026-10-23"},{"text":"The impact of the Combined Agenda 2063 scenario on GDP per capita varies by country; by 2043, Eswatini is expected to benefit the most with an addition of US$8,432 above the Current Path, while Burundi will benefit the least with an addition of less than US$1,000.","ai_generated":true,"unit":"issafri-000154#insight-2","date_modified":"2026-10-23"},{"text":"Extreme poverty (at the US$1.90 line) in sub-Saharan Africa is forecast to decline to 7.3% under the Combined Agenda 2063 scenario, which would result in 299.3 million fewer people in poverty compared to the Current Path by 2043. The most significant reductions in the poverty rate are expected in Madagascar (50 percentage points) and Burundi (40 percentage points).","ai_generated":true,"unit":"issafri-000154#insight-3","date_modified":"2026-10-23"},{"text":"The total economy of sub-Saharan Africa is projected to reach US$12,295.2 billion by 2043 under the Combined Agenda 2063 scenario, nearly double the Current Path forecast of US$6,760.2 billion. The services sector is expected to provide the largest value increase to GDP at US$3,693 billion, while the energy sector will provide the smallest increase at US$57.1 billion.","ai_generated":true,"unit":"issafri-000154#insight-4","date_modified":"2026-10-23"},{"text":"Carbon emissions in sub-Saharan Africa are projected to increase under the Combined Agenda 2063 scenario, reaching 892 million tons by 2043, compared to 650 million tons in the Current Path. In 2019, South Africa was the largest emitter, contributing more than half of the region's 256 million tons of carbon.","ai_generated":true,"unit":"issafri-000154#insight-5","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","agriculture","industrial manufacturing","infrastructure"],"geography_discussed":["Eswatini","Namibia","Burundi","Madagascar","Mauritius","South Africa","Nigeria","Angola","World"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis"]},{"id":"issafri-000157","url":"https://climateinsightsdirectory.org/document/issafri-000157","title":"Botswana: Conclusion","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-05-28","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=BW&topic=05-conclusion","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The report evaluates Botswana's potential development paths up to 2043. It concludes that while the 'Current Path' provides incremental progress, it is insufficient to meet Vision 2036 goals due to persistent energy deficits and modest governance improvements. A 'Combined' scenario of integrated reforms—focusing on manufacturing, green energy, and human capital—is proposed to accelerate growth, reduce inequality, and transition the country into a high-income, inclusive society.","ai_generated":true,"unit":"issafri-000157#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The 'Current Path' scenario, based on historical trends and existing policies, results in moderate improvements in living standards, poverty, and life expectancy, but fails to meet the ambitions of Vision 2036 due to a widening energy deficit, high informal employment, and limited progress in health, education, and governance.","ai_generated":true,"unit":"issafri-000157#insight-1","date_modified":"2026-10-23"},{"text":"The 'Combined' scenario demonstrates that coordinated reforms can lead to faster growth and greater equity, characterized by a diversified economy with a stronger manufacturing sector, lower carbon emissions, and a significant increase in green energy production, particularly solar.","ai_generated":true,"unit":"issafri-000157#insight-2","date_modified":"2026-10-23"},{"text":"Despite the increase in green energy production in the Combined scenario, energy demand continues to exceed supply, indicating a critical need for regional cooperation and demand-side efficiency.","ai_generated":true,"unit":"issafri-000157#insight-3","date_modified":"2026-10-23"},{"text":"To achieve a high-income, inclusive economy, the report recommends several strategic interventions: revitalising manufacturing through industrial policy, leveraging the AfCFTA for export diversification, investing in STEM and vocational training, and transitioning to renewable energy while phasing out coal.","ai_generated":true,"unit":"issafri-000157#insight-4","date_modified":"2026-10-23"}],"climate_tags":["solar energy","wind energy","carbon dioxide emissions","climate resilience","Coal phase-out","energy efficiency"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["scenario analysis","forecasting","policy recommendation"]},{"id":"issafri-000173","url":"https://climateinsightsdirectory.org/document/issafri-000173","title":"Cameroon: Conclusion and Recommendations","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-05-28","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=CM&topic=05-conclusion","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes Cameroon's economic potential and challenges, arguing that while the country shows gradual progress, it remains hindered by dependence on extractive sectors and governance weaknesses. It recommends a coordinated approach to structural reforms focusing on manufacturing, agricultural transformation, and governance to reduce poverty and informality. Specifically, it emphasizes the need for climate-smart agriculture, the utilization of hydroelectric and solar capacity to become a regional energy hub, and the strategic use of the AfCFTA to boost trade and industrialization.","ai_generated":true,"unit":"issafri-000173#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Cameroon's current development path shows gradual improvements in economic growth and social indicators, but is limited by institutional weaknesses, infrastructure deficits, and a persistent reliance on extractive and primary sectors.","ai_generated":true,"unit":"issafri-000173#insight-1","date_modified":"2026-10-23"},{"text":"The country possesses significant potential to become a regional energy hub in Central Africa due to its substantial solar and hydroelectric capacity.","ai_generated":true,"unit":"issafri-000173#insight-2","date_modified":"2026-10-23"},{"text":"To strengthen resilience against climate shocks, Cameroon should adopt a multi-sector approach including the use of Climate Smart Villages, agroforestry, and conservation agriculture to improve soil health and crop yields.","ai_generated":true,"unit":"issafri-000173#insight-3","date_modified":"2026-10-23"},{"text":"Economic diversification requires shifting toward higher-value-added sectors like services and industry, while modernizing agriculture through irrigation, digitization, and the use of Geographic Information Systems (GIS).","ai_generated":true,"unit":"issafri-000173#insight-4","date_modified":"2026-10-23"},{"text":"Maximizing the benefits of the African Continental Free Trade Area (AfCFTA) requires Cameroon to digitalize customs, support SME competitiveness, and align trade liberalization with an industrial policy focused on light manufacturing and agro-industry.","ai_generated":true,"unit":"issafri-000173#insight-5","date_modified":"2026-10-23"}],"climate_tags":["Climate-smart agriculture","agroforestry","hydroelectricity","solar energy","climate resilience"],"geography_discussed":["Central Africa","Gulf of Guinea"],"frame_perspective":[],"analysis_type":["policy recommendations","forecasting","scenario analysis"]},{"id":"issafri-000191","url":"https://climateinsightsdirectory.org/document/issafri-000191","title":"Central African Republic Combined Agenda 2063 scenario","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-05-28","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=CF&topic=combined-agenda-2063","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The document analyzes the potential for the Central African Republic to significantly increase its GDP per capita and reduce extreme poverty through an intersectoral policy push under the Combined Agenda 2063 scenario. While the scenario predicts substantial economic growth, particularly driven by agriculture and the service sector, it also forecasts a significant increase in carbon emissions due to the carbon-intensive nature of this growth.","ai_generated":true,"unit":"issafri-000191#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Combined Agenda 2063 scenario, which integrates 11 sectoral scenarios and a synergistic effect, is projected to increase the Central African Republic's GDP per capita to US$2,702 by 2043, which is approximately 78% higher than the Current Path forecast of US$1,516.","ai_generated":true,"unit":"issafri-000191#insight-1","date_modified":"2026-10-23"},{"text":"Among sectoral interventions, agriculture is expected to have the most significant impact on GDP per capita, adding US$211.5 by 2043. Other major contributors include Financial Flows (US$159.1) and Leapfrogging (US$145), while the synergistic effect of combined scenarios adds another US$204.9.","ai_generated":true,"unit":"issafri-000191#insight-2","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario could significantly reduce extreme poverty by 2043, with 43.2% of the population (3.44 million people) living below the poverty line, compared to 68.3% (5.76 million people) in the Current Path forecast, effectively moving 2.32 million people out of poverty.","ai_generated":true,"unit":"issafri-000191#insight-3","date_modified":"2026-10-23"},{"text":"Economic growth under the Combined Agenda 2063 scenario is projected to be carbon intensive. Carbon emissions are expected to reach 1.2 million tons by 2043, which is 12 times the 2019 level of 100,000 tons and 300,000 tons higher than the Current Path forecast of 0.9 million tons.","ai_generated":true,"unit":"issafri-000191#insight-4","date_modified":"2026-10-23"},{"text":"The service sector is projected to see the largest relative increase in GDP contribution under the Combined Agenda 2063 scenario, adding 3.4 percentage points by 2043 (US$3.9 billion). The manufacturing sector is expected to add US$1.8 billion, and agriculture is projected to contribute US$700 million more than the Current Path forecast.","ai_generated":true,"unit":"issafri-000191#insight-5","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","agriculture","economic growth","poverty reduction","industrial manufacturing"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis","economic modeling"]}]}