{"query_echo":{"q":"","filters":{"analysis_type":["economic forecasting"]},"warnings":[]},"total":{"value":78,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=economic+forecasting&page=1","next":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=economic+forecasting&page=2","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-000002","url":"https://climateinsightsdirectory.org/document/issafri-000002","title":"Zimbabwe","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-06-15","source_url":"https://futures.issafrica.org/geographic/countries/zimbabwe/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes Zimbabwe's development path to 2043, comparing a 'Current Path' (business-as-usual) with various sectoral and combined scenarios. It identifies manufacturing as the most critical driver for GDP growth and poverty reduction. While the Current Path suggests slow progress toward Sustainable Development Goals, the 'Combined scenario'—integrating reforms in governance, infrastructure, health, and trade—could significantly increase GDP per capita, reduce extreme poverty to 3%, and transition the energy system toward renewables, drastically cutting carbon emissions.","ai_generated":true,"unit":"issafri-000002#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the 'Current Path', Zimbabwe is unlikely to meet its Vision 2030 target of 7% to 10% annual GDP growth, with projections showing an average of 5% between 2023 and 2030.","ai_generated":true,"unit":"issafri-000002#insight-1","date_modified":"2026-10-23"},{"text":"The manufacturing sector is identified as the most impactful individual driver for economic improvement; its prioritisation could raise GDP per capita to US$7,040 by 2043 and reduce the extreme poverty rate to 9%.","ai_generated":true,"unit":"issafri-000002#insight-2","date_modified":"2026-10-23"},{"text":"A 'Combined scenario' involving multi-sectoral interventions could push GDP per capita (PPP) to US$9,470 by 2043 and reduce the extreme poverty rate to 3% (610,000 people), aligning with SDG 1.","ai_generated":true,"unit":"issafri-000002#insight-3","date_modified":"2026-10-23"},{"text":"Zimbabwe's agricultural sector faces severe food insecurity, with a crop production deficit of 2.2 million metric tons in 2023; this deficit is projected to increase nearly fivefold to 9.9 million metric tons by 2043 on the Current Path.","ai_generated":true,"unit":"issafri-000002#insight-4","date_modified":"2026-10-23"},{"text":"The transition to cleaner energy and technological leapfrogging in the Combined scenario could reduce carbon emissions from 2.5 million tons in 2023 to approximately 760,000 tons by 2043, whereas they would rise to 7.3 million tons on the Current Path.","ai_generated":true,"unit":"issafri-000002#insight-5","date_modified":"2026-10-23"},{"text":"Energy production in the Combined scenario is projected to reach 259.1 million barrels of oil equivalent, creating an energy surplus of 112.6 million barrels of oil equivalent and reducing reliance on fossil fuels and hydro.","ai_generated":true,"unit":"issafri-000002#insight-6","date_modified":"2026-10-23"},{"text":"The informal sector remains a dominant economic force, contributing 54% of GDP and 40% of employment in 2023; the Combined scenario aims to shift 31% of this contribution to the formal economy by 2043.","ai_generated":true,"unit":"issafri-000002#insight-7","date_modified":"2026-10-23"},{"text":"Implementation of the AfCFTA scenario could reduce Zimbabwe's trade deficit to 3.6% of GDP by 2043, compared to 5.5% on the Current Path, though it may cause a 'crowding-out' effect on manufacturing exports.","ai_generated":true,"unit":"issafri-000002#insight-8","date_modified":"2026-10-23"},{"text":"Public health improvements in the Demographics and Health scenario could reduce the infant mortality rate to 15 deaths per 1,000 live births by 2043, compared to 23 on the Current Path.","ai_generated":true,"unit":"issafri-000002#insight-9","date_modified":"2026-10-23"},{"text":"Governance reforms in the Governance scenario could increase the composite governance index to 0.62 by 2043, surpassing the average for lower-middle-income African countries, compared to 0.55 on the Current Path.","ai_generated":true,"unit":"issafri-000002#insight-10","date_modified":"2026-10-23"}],"climate_tags":["agriculture","carbon dioxide emissions","fossil fuel","hydroelectricity","renewable energy","solar energy","wind power","climate change adaptation","food security"],"geography_discussed":["Zambia","Mozambique","South Africa","Botswana","Harare","Bulawayo"],"frame_perspective":[],"analysis_type":["sectoral analysis","economic forecasting","scenario modeling","policy assessment"]},{"id":"issafri-000003","url":"https://climateinsightsdirectory.org/document/issafri-000003","title":"Tunisia Development Futures","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-06-15","source_url":"https://futures.issafrica.org/geographic/countries/tunisia/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes Tunisia's development prospects up to 2043, comparing a 'Current Path' of modest growth with various sectoral scenarios. It finds that while Tunisia has strong foundations in education and health, it faces structural stagnation, high youth unemployment, and an energy deficit. A 'Combined scenario' integrating reforms in governance, manufacturing, agriculture, and trade could significantly boost GDP, reduce extreme poverty to 0.7%, and lower the Gini coefficient to 0.30, though a persistent energy gap remains.","ai_generated":true,"unit":"issafri-000003#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the 'Current Path' scenario (2023–2043), Tunisia's economy is projected to grow at a modest average annual rate of 2.8%, with GDP increasing from US$43.05 billion in 2023 to US$75.1 billion by 2043.","ai_generated":true,"unit":"issafri-000003#insight-1","date_modified":"2026-10-23"},{"text":"Tunisia's demographic dividend is narrowing as the population ages; the working-age population share is expected to decline slightly from 66% in 2023 to 65.7% by 2043.","ai_generated":true,"unit":"issafri-000003#insight-2","date_modified":"2026-10-23"},{"text":"The 'Combined scenario', integrating eight sectoral interventions, would raise GDP (MER) to US$100.88 billion, increase GDP per capita (PPP) to US$15,630, and reduce extreme poverty to 0.7% by 2043.","ai_generated":true,"unit":"issafri-000003#insight-3","date_modified":"2026-10-23"},{"text":"Targeted agricultural interventions could eliminate Tunisia's crop deficit by the 2037/2038 season, transitioning the country from a deficit of 4.4 million metric tons in 2023 to a surplus of 1.81 million metric tons by 2043.","ai_generated":true,"unit":"issafri-000003#insight-4","date_modified":"2026-10-23"},{"text":"The 'Manufacturing scenario' would increase the manufacturing value-added share of GDP to 19.2% by 2043, driving job creation and reducing extreme poverty to 1.5%.","ai_generated":true,"unit":"issafri-000003#insight-5","date_modified":"2026-10-23"},{"text":"Deepening integration through the AfCFTA could raise GDP per capita (PPP) to US$13,500 by 2043 and narrow the trade deficit to US$1.53 billion, compared to US$3.51 billion on the Current Path.","ai_generated":true,"unit":"issafri-000003#insight-6","date_modified":"2026-10-23"},{"text":"Tunisia faces a growing burden of non-communicable diseases (NCDs); cardiovascular-related deaths are projected to rise from 37,080 in 2023 to 62,200 by 2043 under the Current Path.","ai_generated":true,"unit":"issafri-000003#insight-7","date_modified":"2026-10-23"},{"text":"Despite significant growth in solar and wind energy under the Combined scenario, Tunisia will maintain a substantial energy deficit, with demand reaching 124.97 million BOE against a production of 48.75 million BOE by 2043.","ai_generated":true,"unit":"issafri-000003#insight-8","date_modified":"2026-10-23"},{"text":"The 'Governance scenario' would increase GDP (MER) to US$77.33 billion by 2043 and reduce extreme poverty to 1.4%, the lowest among individual sectoral scenarios.","ai_generated":true,"unit":"issafri-000003#insight-9","date_modified":"2026-10-23"},{"text":"The informal sector's contribution to GDP is projected to decline from 23.2% in 2023 to 20.3% by 2043 on the Current Path, but would drop further to 17.2% under the Combined scenario.","ai_generated":true,"unit":"issafri-000003#insight-10","date_modified":"2026-10-23"}],"climate_tags":["Climate-smart agriculture","renewable energy","solar energy","wind energy","carbon dioxide emissions","energy transition","water management","climate change adaptation","green economy"],"geography_discussed":["North Africa","European Union","Algeria","Libya","Tunis"],"frame_perspective":[],"analysis_type":["scenario modelling","economic forecasting","sectoral analysis"]},{"id":"issafri-000004","url":"https://climateinsightsdirectory.org/document/issafri-000004","title":"South Africa Development Futures","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-06-15","source_url":"https://futures.issafrica.org/geographic/countries/south-africa/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report examines South Africa's development prospects to 2043, contrasting a 'Current Path' of modest growth and persistent poverty with a 'Combined scenario' where strategic interventions in manufacturing, trade, infrastructure, and governance lead to a 33% increase in GDP per capita. It highlights critical structural constraints, including a high disease burden, poor education quality, and energy insecurity, while proposing a transition toward an export-led, green economy.","ai_generated":true,"unit":"issafri-000004#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the 'Current Path' (business-as-usual), South Africa's GDP is projected to grow by 60%, increasing from US$392.1 billion in 2023 to US$628.3 billion by 2043, though this growth is considered modest compared to other upper-middle-income countries.","ai_generated":true,"unit":"issafri-000004#insight-1","date_modified":"2026-10-23"},{"text":"The 'Combined scenario', integrating eight sectoral interventions, forecasts a 33% increase in GDP per capita above the Current Path by 2043, which would allow the country to recover its 2013 peak GDP per capita level by 2031, seven years earlier than projected on the Current Path.","ai_generated":true,"unit":"issafri-000004#insight-2","date_modified":"2026-10-23"},{"text":"Manufacturing is identified as the sector with the largest potential impact on GDP per capita, with a projected 6.3% increase (US$930) above the Current Path by 2043.","ai_generated":true,"unit":"issafri-000004#insight-3","date_modified":"2026-10-23"},{"text":"Full implementation of the African Continental Free Trade Area (AfCFTA) by 2034 could increase South Africa's total trade as a percentage of GDP from 57% in 2023 to 72% by 2043, resulting in a GDP 9% larger than the Current Path.","ai_generated":true,"unit":"issafri-000004#insight-4","date_modified":"2026-10-23"},{"text":"The 'Large Infrastructure and Leapfrogging' scenario projects a reduction in carbon emissions by 37% compared to the Current Path by 2043, driven by the replacement of coal with renewables, specifically solar and wind.","ai_generated":true,"unit":"issafri-000004#insight-5","date_modified":"2026-10-23"},{"text":"South Africa faces a severe human capital drag on productivity due to poor health outcomes, particularly the HIV/AIDS epidemic; life expectancy was 66 years in 2023, which is 11 years below the global average for upper-middle-income countries.","ai_generated":true,"unit":"issafri-000004#insight-6","date_modified":"2026-10-23"},{"text":"Poverty remains a critical challenge; on the Current Path, the percentage of people living below the upper-middle-income poverty line (US$6.85 per day) is expected to decline only modestly from 62% in 2023 to 58% in 2043.","ai_generated":true,"unit":"issafri-000004#insight-7","date_modified":"2026-10-23"},{"text":"The 'Governance scenario' is the most effective for poverty reduction due to the inclusion of increased welfare transfers to unskilled workers, which would lift 2 million more people out of extreme poverty by 2043 compared to the Current Path.","ai_generated":true,"unit":"issafri-000004#insight-8","date_modified":"2026-10-23"},{"text":"South Africa's energy sector is characterized by high inefficiency and a heavy reliance on coal, which provided 96% of energy production in 2023, making it the largest carbon emitter in Africa.","ai_generated":true,"unit":"issafri-000004#insight-9","date_modified":"2026-10-23"},{"text":"The education system suffers from poor quality despite high spending (6.6% of GDP in 2023), with a 2021 study finding that 81% of Grade 4 learners could not read for meaning in any language.","ai_generated":true,"unit":"issafri-000004#insight-10","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","renewable energy","solar energy","wind power","coal","energy transition","Paris Agreement","Nationally Determined Contributions","just transition","climate change adaptation","carbon tax","Carbon Border Adjustment Mechanism"],"geography_discussed":["Africa","Gauteng","Western Cape","KwaZulu-Natal","Eastern Cape","Limpopo","Mpumalanga","North West","Free State","Northern Cape","Namibia","Botswana","Mauritius","Seychelles","People's Republic of China","European Union","United States"],"frame_perspective":[],"analysis_type":["sectoral scenario analysis","economic forecasting","policy assessment"]},{"id":"issafri-000014","url":"https://climateinsightsdirectory.org/document/issafri-000014","title":"Sudan Development Futures","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-06-15","source_url":"https://futures.issafrica.org/geographic/countries/sudan/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes Sudan's development prospects through 2043, identifying violent conflict as the primary constraint to growth. It uses scenario modelling to demonstrate that while the 'Current Path' leads to stagnation and high poverty, a 'Combined scenario' of reforms in agriculture, governance, and infrastructure could significantly increase GDP and reduce extreme poverty. The analysis emphasizes that peace is a necessary precondition for these transformations.","ai_generated":true,"unit":"issafri-000014#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Violent conflict is identified as the single most significant barrier to Sudan's development, causing massive displacement, infrastructure destruction, and the near-total collapse of state institutions.","ai_generated":true,"unit":"issafri-000014#insight-1","date_modified":"2026-10-23"},{"text":"On the 'Current Path' (business-as-usual), Sudan is projected to miss Sustainable Development Goal 1, with the poverty rate remaining at 38.8% (31.7 million people) by 2043.","ai_generated":true,"unit":"issafri-000014#insight-2","date_modified":"2026-10-23"},{"text":"The 'Combined scenario'—integrating multiple sectoral reforms—could raise Sudan's GDP to US$58.2 billion by 2043 and lift 17.3 million more people out of extreme poverty compared to the Current Path.","ai_generated":true,"unit":"issafri-000014#insight-3","date_modified":"2026-10-23"},{"text":"Agricultural transformation is one of the most powerful levers for raising incomes; the 'Agriculture scenario' could reduce crop import dependency to 25% by 2043, compared to 45.9% on the Current Path.","ai_generated":true,"unit":"issafri-000014#insight-4","date_modified":"2026-10-23"},{"text":"Governance reform is the most impactful scenario for poverty reduction, with the potential to improve the composite governance index score to 0.50 by 2043.","ai_generated":true,"unit":"issafri-000014#insight-5","date_modified":"2026-10-23"},{"text":"Sudan's healthcare system has suffered catastrophic failure due to the war, with 70-80% of facilities in conflict zones rendered non-functional.","ai_generated":true,"unit":"issafri-000014#insight-6","date_modified":"2026-10-23"},{"text":"The education system is experiencing a profound crisis, with only 20% of schools currently operational and over 19 million children facing disruptions.","ai_generated":true,"unit":"issafri-000014#insight-7","date_modified":"2026-10-23"},{"text":"Sudan faces a significant energy deficit; total energy demand is projected to reach 129.3 million BOE by 2043 on the Current Path, outstripping production.","ai_generated":true,"unit":"issafri-000014#insight-8","date_modified":"2026-10-23"},{"text":"The country's high fertility rate and youthful population create a high dependency ratio, which limits domestic savings and government revenue.","ai_generated":true,"unit":"issafri-000014#insight-9","date_modified":"2026-10-23"},{"text":"Economic losses from the 2023 conflict alone are estimated at US$6.4 billion, which pushed approximately 6.9 million additional people into extreme poverty.","ai_generated":true,"unit":"issafri-000014#insight-10","date_modified":"2026-10-23"}],"climate_tags":["agriculture","food security","climate resilience","carbon dioxide emissions","renewable energy","solar energy","wind power","hydropower","bioenergy","deforestation","land-use change","water scarcity","energy transition"],"geography_discussed":["Africa","South Sudan","Khartoum","Darfur","Kordofan","Gezira"],"frame_perspective":[],"analysis_type":["scenario modelling","economic forecasting","sectoral analysis"]},{"id":"issafri-000024","url":"https://climateinsightsdirectory.org/document/issafri-000024","title":"SEYCHELLES DEVELOPMENT FUTURES: GEOGRAPHIC FUTURES","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-06-15","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=SC&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 would increase Seychelles' GDP per capita to US$40,319 by 2043, a 21% increase over the Current Path. The most significant drivers of this growth are Free Trade and Manufacturing/Transfers, while the service sector is expected to see the largest sectoral increase. The scenario is projected to reduce extreme poverty by 10 percentage points and increase the overall economy size to US$3.1 billion. However, the report notes continued vulnerability to climate change and shocks due to reliance on tourism and fishing, and projects carbon emissions will rise to 241,000 tons by 2043.","ai_generated":true,"unit":"issafri-000024#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Combined Agenda 2063 scenario is projected to increase Seychelles' GDP per capita to US$40,319 by 2043, which is US$6,910 or 21% higher than the Current Path forecast. This would bring the GDP per capita to 67% of the average for high-income economies, up from 60% in 2019.","ai_generated":true,"unit":"issafri-000024#insight-1","date_modified":"2026-10-23"},{"text":"Free Trade and Manufacturing/Transfers are the scenarios with the highest impact on GDP per capita by 2043, increasing it by US$1,612 and US$1,142 respectively above the Current Path. Conversely, Health/WaSH and Demographics have the least impact because Seychelles already performs well in these areas.","ai_generated":true,"unit":"issafri-000024#insight-2","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario is expected to reduce extreme poverty in Seychelles from 50% to 40%, reducing the number of extremely poor people from 51,500 to 42,200 by 2043.","ai_generated":true,"unit":"issafri-000024#insight-3","date_modified":"2026-10-23"},{"text":"Implementing the 11 scenarios would increase the total size of the Seychelles economy to US$3.1 billion by 2043, a 33% increase over the Current Path forecast of US$2.3 billion. The service sector would see the largest growth, increasing by US$683 million (39%) compared to the Current Path.","ai_generated":true,"unit":"issafri-000024#insight-4","date_modified":"2026-10-23"},{"text":"Seychelles remains vulnerable to climate change and shocks like the COVID-19 pandemic due to its heavy reliance on fishing and tourism. Carbon emissions are projected to rise from 150,000 tons in 2019 to 241,000 tons in 2043 under the Combined Agenda 2063 scenario.","ai_generated":true,"unit":"issafri-000024#insight-5","date_modified":"2026-10-23"}],"climate_tags":["climate change","carbon dioxide emissions","economic diversity","tourism industry"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["economic forecasting","scenario analysis"]},{"id":"issafri-000043","url":"https://climateinsightsdirectory.org/document/issafri-000043","title":"ZAMBIA DEVELOPMENT FUTURES: GEOGRAPHIC FUTURES","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-06-15","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=ZM&topic=combined-agenda-2063","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report forecasts that Zambia's GDP per capita would increase by 51% by 2043 under the Combined Agenda 2063 scenario compared to the Current Path, potentially lifting an additional 9.4 million people out of extreme poverty. While the economy would grow to US$157.5 billion, the services sector would continue to dominate, and carbon emissions are projected to rise to 6 million tons due to economic expansion.","ai_generated":true,"unit":"issafri-000043#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the Combined Agenda 2063 scenario, Zambia's GDP per capita is projected to reach US$8,244 by 2043, representing a 51% improvement (an increase of US$2,776) over the Current Path forecast of US$5,467. The most significant drivers of this increase are the Free Trade, Leapfrogging, and Infrastructure scenarios, while Financial Flows and Health/WaSH have the smallest impacts.","ai_generated":true,"unit":"issafri-000043#insight-1","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario could significantly reduce extreme poverty in Zambia, lowering it to 42.1% (12.6 million people) by 2043, compared to 67.3% (22 million people) under the Current Path. This represents the potential to lift an additional 9.4 million Zambians out of extreme poverty.","ai_generated":true,"unit":"issafri-000043#insight-2","date_modified":"2026-10-23"},{"text":"Zambia's total economy is forecast to be 70% larger in 2043 under the Combined Agenda 2063 scenario, reaching US$157.5 billion, compared to US$92.8 billion on the Current Path. The services sector is expected to dominate the economy, increasing its contribution to GDP to 62.1% in the Combined scenario, while the small size of the agriculture and manufacturing sectors remains below the average for lower middle-income African peers.","ai_generated":true,"unit":"issafri-000043#insight-3","date_modified":"2026-10-23"},{"text":"Carbon emissions in Zambia are projected to increase to 6 million tons by 2043 under the Agenda 2063 scenario, which is 140% above the Current Path forecast. This increase is attributed to the 70% larger economy, although the report notes that emissions are starting from a very low base of 1.31 million tons in 2019.","ai_generated":true,"unit":"issafri-000043#insight-4","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","agriculture","infrastructure","industrial manufacturing","climate finance","economic growth"],"geography_discussed":["Africa"],"frame_perspective":[],"analysis_type":["economic forecasting","scenario analysis"]},{"id":"issafri-000060","url":"https://climateinsightsdirectory.org/document/issafri-000060","title":"Tanzania: Conclusion and Recommendations","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-06-15","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=TZ&topic=05-conclusion","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report identifies structural constraints in Tanzania, such as extreme informality and infrastructure gaps, and proposes a 'Combined scenario' of coordinated reforms. This integrated pathway could increase GDP by US$80.4 billion and reduce poverty from 71% to 24% by 2043. Key recommendations include deepening AfCFTA integration, modernising agriculture, diversifying energy sources, and mainstreaming climate adaptation.","ai_generated":true,"unit":"issafri-000060#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Tanzania faces significant structural constraints that hinder productivity and inclusion, most notably extreme informality, which accounts for 46% of GDP and 76% of employment, making it the second highest in Africa.","ai_generated":true,"unit":"issafri-000060#insight-1","date_modified":"2026-10-23"},{"text":"Analysis of sectoral scenarios indicates that the African Continental Free Trade Area (AfCFTA) provides the largest improvement in GDP per capita and the second-largest reduction in poverty, while the Governance scenario results in the greatest decline in poverty.","ai_generated":true,"unit":"issafri-000060#insight-2","date_modified":"2026-10-23"},{"text":"A 'Combined scenario' of simultaneous investments across multiple sectors could raise Tanzania's GDP by US$80.4 billion above the current path by 2043, moving the country from the 11th to the 6th-largest economy in Africa.","ai_generated":true,"unit":"issafri-000060#insight-3","date_modified":"2026-10-23"},{"text":"Under the integrated Combined scenario, poverty is projected to drop from 71% in 2023 to 24% in 2043, representing a reduction of 15 million people living in poverty based on the LMIC poverty line of US$3.65 per day.","ai_generated":true,"unit":"issafri-000060#insight-4","date_modified":"2026-10-23"},{"text":"To enhance climate resilience, the document recommends localising the implementation of Nationally Determined Contributions (NDCs), investing in low-carbon infrastructure and sustainable land use, and scaling up nature-based solutions.","ai_generated":true,"unit":"issafri-000060#insight-5","date_modified":"2026-10-23"}],"climate_tags":["climate resilience","nature-based solutions","Nationally Determined Contributions","renewable energy","natural gas","agriculture","industrial policy","rural electrification"],"geography_discussed":["Africa"],"frame_perspective":[],"analysis_type":["scenario analysis","policy recommendation","economic forecasting"]},{"id":"issafri-000092","url":"https://climateinsightsdirectory.org/document/issafri-000092","title":"Zimbabwe: Conclusion","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-06-15","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=ZW&topic=05-conclusion","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The report identifies structural challenges in Zimbabwe, including political instability and climate vulnerabilities, and proposes a synergised policy approach across sectors like manufacturing, agriculture, and governance. It argues that prioritising industrialisation and AfCFTA integration could accelerate GDP growth to 9% by 2030 and peak at 14% in 2037.","ai_generated":true,"unit":"issafri-000092#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Zimbabwe faces several persistent structural challenges that hinder its development, including political and economic instability, weak governance, low technological adoption, limited economic diversification, outdated infrastructure, a slow demographic transition, a low-skilled workforce, and climate vulnerabilities. Consequently, the current pace of human and economic development is insufficient to achieve the Sustainable Development Goals (SDGs) by 2030.","ai_generated":true,"unit":"issafri-000092#insight-1","date_modified":"2026-10-23"},{"text":"The report recommends a comprehensive set of policy interventions to unlock Zimbabwe's potential, including modernising agriculture through precision farming and irrigation, expanding STEM and vocational education, increasing healthcare and WaSH investment, and promoting the adoption of AI and digital technologies.","ai_generated":true,"unit":"issafri-000092#insight-2","date_modified":"2026-10-23"},{"text":"Industrialisation is identified as the cornerstone for sustainable growth, specifically through strategic investments in mineral beneficiation for lithium, platinum, diamond, iron ore, chromium, and gold, as well as agro-processing.","ai_generated":true,"unit":"issafri-000092#insight-3","date_modified":"2026-10-23"},{"text":"Under a 'Manufacturing scenario', the implementation of these policy interventions is projected to drive GDP growth to 9% by 2030, reaching a peak of 14% in 2037, and stabilising at 9% by 2043. This aligns with the targets of Zimbabwe's Vision 2030, which seeks a GDP growth rate of 7–10% by 2030.","ai_generated":true,"unit":"issafri-000092#insight-4","date_modified":"2026-10-23"}],"climate_tags":["climate change vulnerability","agriculture","precision agriculture","governance"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["policy recommendations","economic forecasting"]},{"id":"issafri-000205","url":"https://climateinsightsdirectory.org/document/issafri-000205","title":"RWANDA DEVELOPMENT FUTURES: GEOGRAPHIC FUTURES Scenario comparisons","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-06-15","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=RW&topic=03-scenario-comparisons","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes Rwanda's economic trajectory through 2043, comparing a 'Current Path' forecast against scenarios focusing on governance, trade (AfCFTA), infrastructure, and agriculture. It finds that while Rwanda's GDP per capita is projected to grow, the Governance scenario offers the most significant potential for increasing wealth and reducing extreme poverty. The analysis also highlights the role of financial flows and trade openness in poverty reduction, while noting that the Agriculture scenario has a marginal impact due to the declining share of agriculture in the national GDP.","ai_generated":true,"unit":"issafri-000205#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"On the Current Path, Rwanda's GDP per capita (PPP) is projected to reach US$4,937 by 2043, which would be 41.3% higher than the average for its low-income African peers. By 2050, this path suggests a GDP per capita of US$6,691, though this is approximately half of the US$12,476 target set by Rwandan authorities.","ai_generated":true,"unit":"issafri-000205#insight-1","date_modified":"2026-10-23"},{"text":"The Governance scenario is identified as having the greatest positive impact on both wealth and poverty reduction. By 2043, it could raise GDP per capita to US$6,010 (a 21.7% increase over the Current Path) and reduce the number of people in extreme poverty to 2.4 million (12% of the population), compared to 3.5 million (17.6%) on the Current Path.","ai_generated":true,"unit":"issafri-000205#insight-2","date_modified":"2026-10-23"},{"text":"Trade and infrastructure scenarios also provide significant gains: the AfCFTA scenario could increase GDP per capita to US$5,546 by 2043, while the Large Infrastructure and Leapfrogging scenario could reach US$5,473. The AfCFTA scenario is expected to reduce extreme poverty by approximately 655,000 people relative to the Current Path.","ai_generated":true,"unit":"issafri-000205#insight-3","date_modified":"2026-10-23"},{"text":"The Agriculture scenario has a marginal effect on GDP per capita, reaching US$4,981 by 2043, which is only US$44.3 above the Current Path. This limited impact is attributed to the expected decline in agriculture's contribution to the overall GDP over the period.","ai_generated":true,"unit":"issafri-000205#insight-4","date_modified":"2026-10-23"},{"text":"Financial flows, particularly aid, are highlighted as critical for poverty reduction; the Financial Flows scenario is the second-most effective at reducing poverty, projecting 2.8 million people (25% of the population) in extreme poverty by 2043, which is 705,000 fewer than the Current Path.","ai_generated":true,"unit":"issafri-000205#insight-5","date_modified":"2026-10-23"}],"climate_tags":["governance","infrastructure","agriculture"],"geography_discussed":["Africa","Kigali","Uganda"],"frame_perspective":[],"analysis_type":["scenario comparison","economic forecasting"]},{"id":"issafri-000232","url":"https://climateinsightsdirectory.org/document/issafri-000232","title":"Rwanda Background","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-06-15","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=RW&topic=01-background","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document outlines Rwanda's transition from a low-income country to its aspirations for high-income status by 2050. It details the 'Vision 2050' strategic plan, which focuses on human development, competitiveness, agriculture, urbanisation, and state institutions. While Rwanda has seen significant GDP growth—averaging 7.2% from 2009 to 2019—it faces structural challenges including high inflation, rising external debt, and a large informal sector. The report also notes the role of the Rwanda Energy Group and the use of Lake Kivu for biogas extraction to meet energy needs.","ai_generated":true,"unit":"issafri-000232#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Rwanda's Vision 2050 strategic plan aims to transition the country to upper-middle-income status by 2035 and high-income status by 2050. This plan is built upon five pillars: human development, competitiveness and integration, agriculture for wealth creation, urbanisation and agglomeration, and accountable and capable state institutions.","ai_generated":true,"unit":"issafri-000232#insight-1","date_modified":"2026-10-23"},{"text":"Between 1990 and 2019, Rwanda's GDP grew by over 300%, increasing from US$3.2 billion to US$13.0 billion. The average growth rate from 2009 to 2019 was 7.2%, although the economy contracted by 3.4% in 2020 due to COVID-19 pandemic restrictions.","ai_generated":true,"unit":"issafri-000232#insight-2","date_modified":"2026-10-23"},{"text":"Rwanda faces significant macroeconomic instability, including a balance of payments deficit and high inflation. Annual inflation reached 31% in October 2022, the highest level since January 1997, primarily driven by the rising cost of food, vegetables, and cereals.","ai_generated":true,"unit":"issafri-000232#insight-3","date_modified":"2026-10-23"},{"text":"Public debt has risen sharply, with the debt-to-GDP ratio increasing from 19.5% in 2010 to 72.4% in 2020, and projected to reach 77.9% by the end of 2022. External debt is a growing component, projected to be 62.7% in 2022.","ai_generated":true,"unit":"issafri-000232#insight-4","date_modified":"2026-10-23"},{"text":"The informal sector is a critical but vulnerable part of the economy, employing over 75% of workers as of 2019. While the sector accounted for approximately 32% of GDP in 2019, it is projected to decline to 27.2% by 2043.","ai_generated":true,"unit":"issafri-000232#insight-5","date_modified":"2026-10-23"},{"text":"To support macroeconomic stability and structural reforms including climate mitigation and adaptation, Rwanda secured a staff-level agreement with the IMF for a Policy Coordination Instrument (PCI) and Resilience and Sustainability Facility (RSF), providing access to a Special Drawing Right (SDR) of 240.3 million (approximately US$310 million).","ai_generated":true,"unit":"issafri-000232#insight-6","date_modified":"2026-10-23"},{"text":"The Rwanda Energy Group (REG), established in 2016, is managing energy capacity increases, including the extraction of biogas (methane) from Lake Kivu.","ai_generated":true,"unit":"issafri-000232#insight-7","date_modified":"2026-10-23"}],"climate_tags":["climate change mitigation","climate change adaptation","biogas","biodiversity","forest restoration","climate risk"],"geography_discussed":["Burundi","Democratic Republic of the Congo","Uganda","Tanzania","Togo","Ethiopia","Sudan","Madagascar"],"frame_perspective":[],"analysis_type":["economic forecasting","policy analysis","socio-economic assessment"]},{"id":"issafri-000255","url":"https://climateinsightsdirectory.org/document/issafri-000255","title":"RWANDA DEVELOPMENT FUTURES: GEOGRAPHIC FUTURES","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-06-15","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=RW&topic=04-current-path-vs-combined-agenda-2063-scenario","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes Rwanda's development trajectories, finding that a 'Combined scenario' of sectoral improvements would significantly boost GDP and GDP per capita, potentially making Rwanda a high-income country by 2050. While this scenario drastically reduces extreme poverty and improves life expectancy, it also leads to higher carbon emissions than the Current Path and fails to meet Vision 2050's specific inequality targets. The economic structure would shift from service-led to manufacturing-led by 2050.","ai_generated":true,"unit":"issafri-000255#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Combined scenario predicts a substantial increase in Rwanda's economy, with GDP reaching US$267.1 billion by 2050, which is 174.8% higher than the US$97.2 billion projected under the Current Path.","ai_generated":true,"unit":"issafri-000255#insight-1","date_modified":"2026-10-23"},{"text":"Rwanda has the potential to become a high-income country by 2050, with GDP per capita in the Combined scenario reaching US$16,262, exceeding the Vision 2050 target of US$12,476 by 30.3%.","ai_generated":true,"unit":"issafri-000255#insight-2","date_modified":"2026-10-23"},{"text":"The economic structure is expected to transform; while the service sector is the largest contributor by 2035 (54%), manufacturing is projected to become the leading contributor by 2050, accounting for 62.2% of GDP.","ai_generated":true,"unit":"issafri-000255#insight-3","date_modified":"2026-10-23"},{"text":"Extreme poverty could be nearly eliminated in the Combined scenario, with only about 9,000 people (0.04% of the population) living in extreme poverty by 2050.","ai_generated":true,"unit":"issafri-000255#insight-4","date_modified":"2026-10-23"},{"text":"Health outcomes are projected to improve significantly, with life expectancy reaching 78.7 years by 2050 in the Combined scenario, surpassing the Vision 2050 target of 73 years.","ai_generated":true,"unit":"issafri-000255#insight-5","date_modified":"2026-10-23"},{"text":"Despite improvements, the Combined scenario will not meet the Vision 2050 targets for reducing inequality, reaching a Gini coefficient of 0.32 by 2050 against a target of 0.3.","ai_generated":true,"unit":"issafri-000255#insight-6","date_modified":"2026-10-23"},{"text":"Economic growth in the Combined scenario comes with an environmental cost, as total carbon emissions are projected to reach 14,000 tons by 2050, double the amount estimated for the Current Path.","ai_generated":true,"unit":"issafri-000255#insight-7","date_modified":"2026-10-23"},{"text":"Climate change costs for Rwanda are estimated to reach 1% of GDP by 2030 and 4% of GDP by 2050, driven by temperature variations, droughts in the Eastern Province, and extreme weather in the Northern and Western Provinces.","ai_generated":true,"unit":"issafri-000255#insight-8","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","greenhouse gas emissions","climate change","renewable energy","Climate-smart agriculture","deforestation","Nationally Determined Contributions","climate finance"],"geography_discussed":["Northern Province","Western Province","Eastern Province","Africa"],"frame_perspective":[],"analysis_type":["scenario analysis","economic forecasting"]},{"id":"issafri-000280","url":"https://climateinsightsdirectory.org/document/issafri-000280","title":"The Governance Scenario","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-06-15","source_url":"https://futures.issafrica.org/thematic/guide.pdf?thematic=12-governance&topic=08-governance-scenario","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document outlines a hypothetical 'Governance scenario' for Africa, defined by reductions in state failure and corruption, and improvements in democracy and gender empowerment. It argues that such improvements would lead to a significantly larger African economy by 2043, with substantial gains in GDP per capita and a reduction of 45.5 million people living in extreme poverty. The analysis highlights the role of digital technology in implementing efficient cash grant programs as a tool for inclusion, citing Egypt's Takaful and Karama program as an example.","ai_generated":true,"unit":"issafri-000280#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Governance scenario is based on three dimensions: stability (reducing state failure and abrupt regime change), capacity (improving government regulation, effectiveness, and reducing corruption), and inclusion (improving democracy, gender empowerment, economic freedom, and the implementation of cash grant programs).","ai_generated":true,"unit":"issafri-000280#insight-1","date_modified":"2026-10-23"},{"text":"Digital technology, specifically biometrics and identification systems, allows for the rapid and cost-effective setup of social grant systems, which are presented as a more efficient alternative to traditional subsidies for fuel and food that were prone to abuse.","ai_generated":true,"unit":"issafri-000280#insight-2","date_modified":"2026-10-23"},{"text":"Egypt's Takaful (Solidarity) and Karama (Dignity) cash transfer programme, launched in 2015, covers approximately 12.84 million individuals (13% of the population) to mitigate the effects of 2014 economic reforms, including the removal of energy subsidies.","ai_generated":true,"unit":"issafri-000280#insight-3","date_modified":"2026-10-23"},{"text":"By 2043, the Governance scenario would result in an African economy US$972.5 billion larger (an 11.5% improvement) than the 'Current Path' forecast, with Nigeria gaining the most in absolute terms (US$208 billion) and Uganda gaining the most by percentage (16.4%).","ai_generated":true,"unit":"issafri-000280#insight-4","date_modified":"2026-10-23"},{"text":"The scenario predicts a reduction of 45.5 million extremely poor Africans by 2043, representing a 2 percentage point difference from the Current Path, with the largest reductions occurring in Somalia, Nigeria, and the Central African Republic.","ai_generated":true,"unit":"issafri-000280#insight-5","date_modified":"2026-10-23"}],"climate_tags":["governance","economic growth","poverty reduction","social protection","energy subsidy"],"geography_discussed":["Nigeria","Egypt","Central African Republic","Somalia","Ethiopia","Togo","Democratic Republic of the Congo","Chad","Comoros","Seychelles","Kenya","Botswana","Cape Verde","Mauritius","South Africa","Uganda","Namibia","South Sudan","Eswatini"],"frame_perspective":[],"analysis_type":["scenario modeling","economic forecasting"]},{"id":"issafri-000005","url":"https://climateinsightsdirectory.org/document/issafri-000005","title":"Djibouti Development Futures","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-06-12","source_url":"https://futures.issafrica.org/geographic/countries/djibouti/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes Djibouti's development path to 2043, comparing a 'Current Path' baseline with sectoral and combined scenarios. While the Current Path shows steady growth, it falls short of Vision 2035 targets. A 'Combined scenario' of coordinated reforms in governance, finance, and trade could accelerate GDP growth to 8.9% and triple per capita income. The analysis emphasizes that Djibouti's primary constraints are not infrastructure gaps, but rather the efficiency and inclusiveness of its growth model, which remains heavily dependent on port logistics and external debt.","ai_generated":true,"unit":"issafri-000005#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the 'Current Path' baseline, Djibouti's GDP (MER) is projected to grow from US$4.25 billion in 2024 to US$13.13 billion by 2043 at an annual rate of 6.1%, which remains below the 8–10% target set in Vision 2035.","ai_generated":true,"unit":"issafri-000005#insight-1","date_modified":"2026-10-23"},{"text":"A 'Combined scenario' of multi-sectoral reforms would significantly accelerate growth to an average of 8.9% annually, with GDP (MER) reaching US$21.46 billion by 2043, and GDP per capita (PPP) tripling to approximately US$20,090.","ai_generated":true,"unit":"issafri-000005#insight-2","date_modified":"2026-10-23"},{"text":"Governance reforms are identified as the highest-impact driver of change, providing the largest individual gain to GDP per capita (PPP) among all sectoral scenarios.","ai_generated":true,"unit":"issafri-000005#insight-3","date_modified":"2026-10-23"},{"text":"Djibouti is experiencing an epidemiological transition where non-communicable diseases (NCDs) are becoming the dominant cause of death; by 2043, deaths from NCDs are forecast to rise to 7,110 under the Current Path.","ai_generated":true,"unit":"issafri-000005#insight-4","date_modified":"2026-10-23"},{"text":"The country faces severe structural constraints in agriculture due to aridity and water scarcity; even under an 'Agriculture scenario', a trade deficit remains, though it would narrow from 11.8% of GDP in 2024 to 7.1% by 2043.","ai_generated":true,"unit":"issafri-000005#insight-5","date_modified":"2026-10-23"},{"text":"Implementation of the AfCFTA is projected to narrow the 2043 trade deficit from 5.9% of GDP (Current Path) to approximately 2.2% by boosting export growth.","ai_generated":true,"unit":"issafri-000005#insight-6","date_modified":"2026-10-23"},{"text":"The Combined scenario would lead to a significant reduction in economic informality, with the informal sector's contribution to GDP falling to 11.1% and informal employment in the non-agricultural labor force dropping to 14.4% by 2043.","ai_generated":true,"unit":"issafri-000005#insight-7","date_modified":"2026-10-23"},{"text":"Poverty at the US$4.20 line is expected to drop to 2.6% by 2043 under the Combined scenario, lifting nearly 88,000 additional people out of poverty compared to the Current Path.","ai_generated":true,"unit":"issafri-000005#insight-8","date_modified":"2026-10-23"},{"text":"Renewable energy is expected to expand to almost 76% of production by 2043, primarily driven by solar power, though the country will remain a net energy importer due to rising demand.","ai_generated":true,"unit":"issafri-000005#insight-9","date_modified":"2026-10-23"},{"text":"Djibouti's growth model is characterized as capital-intensive and corridor-dependent, with significant vulnerability due to high external debt, including loans from China Exim Bank amounting to roughly US$1.2 billion.","ai_generated":true,"unit":"issafri-000005#insight-10","date_modified":"2026-10-23"}],"climate_tags":["renewable energy","solar energy","wind power","geothermal energy","climate change adaptation","water scarcity","carbon dioxide emissions","green infrastructure","Climate-smart agriculture","energy transition"],"geography_discussed":["Ethiopia","Botswana","Rwanda","Djibouti"],"frame_perspective":[],"analysis_type":["scenario modelling","economic forecasting","policy assessment"]},{"id":"issafri-001865","url":"https://climateinsightsdirectory.org/document/issafri-001865","title":"Africa Development Futures","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-06-12","source_url":"https://futures.issafrica.org/geographic/regions/africa/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyses Africa's development path to 2043, comparing a 'Current Path' baseline with various sectoral scenarios and a 'Combined' scenario. While the Current Path shows steady growth, it fails to meet Agenda 2063 targets, leaving 19.1% of the population in extreme poverty. The Combined scenario demonstrates that coordinated reforms in governance, trade (AfCFTA), education, and infrastructure could raise GDP (MER) to US$8.87 trillion, increase GDP per capita (PPP) to US$8,040, and reduce extreme poverty to 10.9%. Key findings highlight the critical role of the African Continental Free Trade Area (AfCFTA) and governance as the most transformative levers for income growth and poverty reduction. The report also details a significant energy gap, where demand is projected to outpace production by 2043 despite massive solar potential, and a health transition marked by a 'double burden' of persisting communicable diseases and rapidly rising non-communicable diseases.","ai_generated":true,"unit":"issafri-001865#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the 'Current Path' baseline, Africa's GDP at market exchange rates (MER) is projected to grow from US$2.66 trillion in 2023 to US$6.36 trillion by 2043, with an average annual growth rate of 4.6%. However, extreme poverty will only decline to 19.1% by 2043, leaving nearly half a billion people below the US$2.15/day line.","ai_generated":true,"unit":"issafri-001865#insight-1","date_modified":"2026-10-23"},{"text":"A 'Combined' scenario of coordinated reforms across all sectors would significantly accelerate growth, raising GDP (MER) to US$8.87 trillion by 2043 and increasing the average annual growth rate to 6.2%. This integrated approach would lift nearly 200 million more people out of extreme poverty compared to the Current Path, reducing the poverty rate to approximately 11%.","ai_generated":true,"unit":"issafri-001865#insight-2","date_modified":"2026-10-23"},{"text":"The African Continental Free Trade Area (AfCFTA) and governance reforms are identified as the most pivotal levers for economic transformation. The AfCFTA scenario is projected to narrow the trade deficit from 4.8% of GDP in 2023 to 2.9% by 2043 and produce the largest gains in GDP per capita among individual scenarios, reaching US$6,590.","ai_generated":true,"unit":"issafri-001865#insight-3","date_modified":"2026-10-23"},{"text":"Africa faces a 'double burden' of disease: while deaths from communicable, maternal, perinatal, and nutritional causes declined by 31% between 2000 and 2019, non-communicable diseases (NCDs) increased by almost 38% in the same period. By 2043, deaths from cardiovascular diseases are projected to rise to 3.44 million under the Current Path.","ai_generated":true,"unit":"issafri-001865#insight-4","date_modified":"2026-10-23"},{"text":"The continent's agricultural sector suffers from a widening production-demand gap. By 2043, crop demand is projected to reach 2.1 billion metric tons while production reaches only 1.47 billion metric tons, creating a deficit of 627 million metric tons. The Agriculture scenario could reduce crop import dependence to 16.2% by 2043, compared to 30.8% in the Current Path.","ai_generated":true,"unit":"issafri-001865#insight-5","date_modified":"2026-10-23"},{"text":"Energy production is a critical bottleneck; despite holding 60% of global solar potential, Africa's energy demand is expected to outpace supply. Under the Combined scenario, energy production would rise to 10.02 billion barrels of oil equivalent (BOE) by 2043, with solar as the main driver, yet a deficit of 1.3 billion BOE would still persist.","ai_generated":true,"unit":"issafri-001865#insight-6","date_modified":"2026-10-23"},{"text":"Informality remains a dominant feature of the labour market. Under the Current Path, the informal sector's share of GDP will remain above 24% and informal employment above 53% by 2043. The Combined scenario would significantly reduce these figures, with the informal sector's GDP share falling to 20.6% and informal employment dropping to 40.1%.","ai_generated":true,"unit":"issafri-001865#insight-7","date_modified":"2026-10-23"},{"text":"Africa's demographic transition is slow, with a median age of 19.7 years in 2019. The 'demographic dividend ratio' (working-age to dependent population) is projected to reach 1.57 by 2043 under the Current Path, below the 1.7 threshold needed to reap the first demographic dividend. The Demographics and Health scenario would accelerate this to 1.72 by 2043.","ai_generated":true,"unit":"issafri-001865#insight-8","date_modified":"2026-10-23"}],"climate_tags":["renewable energy","solar energy","wind energy","carbon dioxide emissions","climate change adaptation","climate finance","energy transition","climate change vulnerability"],"geography_discussed":["South Asia","Tanzania","Nigeria","Ethiopia","Democratic Republic of the Congo","Namibia","India"],"frame_perspective":[],"analysis_type":["scenario modelling","economic forecasting","comparative regional analysis"]},{"id":"issafri-000018","url":"https://climateinsightsdirectory.org/document/issafri-000018","title":"Kenya","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/kenya/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes Kenya's development path toward 2043, comparing a 'Current Path' with eight ambitious sectoral scenarios and a 'Combined Agenda 2063' scenario. Key findings highlight that while Kenya has a resilient economy and leads Africa in geothermal energy, it faces significant hurdles in corruption, infrastructure, and public debt. The analysis suggests that full implementation of the African Continental Free Trade Area (AfCFTA) and improvements in governance would have the most substantial positive impacts on GDP per capita and poverty reduction. A combined approach of all scenarios could increase GDP by 123.1% over the current path and drastically reduce carbon emissions by transitioning fully to renewables.","ai_generated":true,"unit":"issafri-000018#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under a 'Combined Agenda 2063' scenario, Kenya's GDP is projected to reach US$576.2 billion by 2043, representing a 123.1% increase over the Current Path forecast.","ai_generated":true,"unit":"issafri-000018#insight-1","date_modified":"2026-10-23"},{"text":"The implementation of the African Continental Free Trade Area (AfCFTA) is identified as the scenario with the highest potential to increase GDP per capita by 2043, reaching US$7,070.","ai_generated":true,"unit":"issafri-000018#insight-2","date_modified":"2026-10-23"},{"text":"Improved governance and stability are projected to be the most effective drivers for reducing extreme poverty, potentially leaving 4.7 million fewer people in poverty by 2043 compared to the Current Path.","ai_generated":true,"unit":"issafri-000018#insight-3","date_modified":"2026-10-23"},{"text":"Kenya's energy sector is heavily reliant on renewables, with 90% of electricity generation coming from renewable sources in 2021, led by geothermal (40.6%), hydro (30%), and wind (16%).","ai_generated":true,"unit":"issafri-000018#insight-4","date_modified":"2026-10-23"},{"text":"The 'Infrastructure scenario' could significantly close the urban-rural electricity gap, increasing rural access to 95.6% by 2043, compared to 75.8% on the Current Path.","ai_generated":true,"unit":"issafri-000018#insight-5","date_modified":"2026-10-23"},{"text":"Kenya faces significant food insecurity risks; by 2043, agricultural demand is projected to exceed domestic production by 22.8 million metric tons on the Current Path.","ai_generated":true,"unit":"issafri-000018#insight-6","date_modified":"2026-10-23"},{"text":"The manufacturing sector is projected to contribute an additional US$30.9 billion to GDP by 2043 under the Manufacturing scenario, representing a 10 percentage point increase over the Current Path.","ai_generated":true,"unit":"issafri-000018#insight-7","date_modified":"2026-10-23"},{"text":"Kenya's carbon emissions are relatively low compared to other African economies of similar size, and the Combined scenario could reduce 2043 emissions to 1.9 million tons, nearly six times lower than the Current Path.","ai_generated":true,"unit":"issafri-000018#insight-8","date_modified":"2026-10-23"},{"text":"Despite progress in primary education, secondary completion rates remained low at 25.5% in 2019, and only 7.5% of Kenyans had a first degree from a tertiary institution in the same year.","ai_generated":true,"unit":"issafri-000018#insight-9","date_modified":"2026-10-23"},{"text":"Governance capacity is a primary weakness for Kenya, characterized by a low capacity index score of 0.34 in 2019 and a ranking among the five worst lower middle-income countries in Africa for corruption.","ai_generated":true,"unit":"issafri-000018#insight-10","date_modified":"2026-10-23"}],"climate_tags":["renewable energy","carbon dioxide emissions","hydropower","wind power","solar energy","climate change","agriculture"],"geography_discussed":["East Africa","Nairobi","Mombasa","Kisumu","Nakuru city","Migori County","Homa Bay County","Laikipia County","Tharaka Nithi County","Tana River County","Nyeri County","Lamu"],"frame_perspective":[],"analysis_type":["sectoral scenario analysis","economic forecasting","developmental assessment"]},{"id":"issafri-000055","url":"https://climateinsightsdirectory.org/document/issafri-000055","title":"Djibouti: 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=DJ&topic=05-conclusion","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The analysis concludes that Djibouti's current economic model, characterized by capital-intensive infrastructure, is insufficient to meet the goals of Vision Djibouti 2035. While the 'Current Path' predicts steady GDP growth of 6.1% annually, a 'Combined scenario' involving multi-sectoral reforms could accelerate growth to nearly 9% annually and triple GDP per capita. The document argues that the quality of growth—driven by governance, human capital, and private-sector development—is more critical than the scale of infrastructure accumulation for reducing inequality and poverty.","ai_generated":true,"unit":"issafri-000055#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Djibouti's current economic trajectory is projected to see GDP grow by an average of 6.1% annually and a significant decline in poverty, yet it remains inadequate for achieving the objectives of Vision Djibouti 2035 regarding job creation, income growth, and inclusiveness.","ai_generated":true,"unit":"issafri-000055#insight-1","date_modified":"2026-10-23"},{"text":"The primary obstacles to Djibouti's development are not gaps in infrastructure, but rather issues with the efficiency, connectivity, and inclusiveness of the existing economic model. The most effective levers for improving welfare and growth are regional integration, financial flows, and governance.","ai_generated":true,"unit":"issafri-000055#insight-2","date_modified":"2026-10-23"},{"text":"A coordinated, multi-sectoral reform agenda (the Combined scenario) could increase annual economic growth to nearly 9%, triple GDP per capita, substantially reduce informality, and lower poverty to very low levels, while fostering modest growth in ICT and manufacturing.","ai_generated":true,"unit":"issafri-000055#insight-3","date_modified":"2026-10-23"},{"text":"To avoid a pattern of enclave-driven growth with few benefits for the general population, Djibouti must prioritize the quality of growth through improvements in private-sector development, human capital, and governance.","ai_generated":true,"unit":"issafri-000055#insight-4","date_modified":"2026-10-23"},{"text":"Future success depends on Djibouti's ability to manage debt sustainably, diversify its economic base, strengthen institutions, and build resilience against external and climate shocks.","ai_generated":true,"unit":"issafri-000055#insight-5","date_modified":"2026-10-23"}],"climate_tags":["climate resilience","economic diversity","governance","industrial manufacturing"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["economic forecasting","policy analysis"]},{"id":"issafri-000123","url":"https://climateinsightsdirectory.org/document/issafri-000123","title":"ERITREA DEVELOPMENT FUTURES: GEOGRAPHIC FUTURES Combined Agenda 2063 scenario","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-05-31","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=ER&topic=combined-agenda-2063","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The Combined Agenda 2063 scenario for Eritrea projects significant GDP growth, poverty reduction, and a shift toward a service-dominated economy by 2043, though it also forecasts a substantial increase in carbon emissions.","ai_generated":true,"unit":"issafri-000123#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Combined Agenda 2063 scenario, which integrates 11 sectoral scenarios, is projected to increase Eritrea's GDP from US$2.4 billion in 2019 to US$20.4 billion by 2043, representing a 750% increase compared to 321% in the Current Path forecast.","ai_generated":true,"unit":"issafri-000123#insight-1","date_modified":"2026-10-23"},{"text":"The scenario predicts a significant reduction in extreme poverty (at US$1.90). By 2043, the extreme poverty rate is expected to drop to 2.8% (140,000 people), compared to 13% (680,000 people) in the Current Path forecast.","ai_generated":true,"unit":"issafri-000123#insight-2","date_modified":"2026-10-23"},{"text":"Free Trade and Leapfrogging (improving electricity and broadband Internet access) are identified as the scenarios with the most significant impact on GDP per capita by 2043, while the Demographic scenario has the least impact.","ai_generated":true,"unit":"issafri-000123#insight-3","date_modified":"2026-10-23"},{"text":"The service sector is forecast to dominate the economy, with its contribution to GDP in the Combined Agenda 2063 scenario being US$8.9 billion larger than the Current Path forecast by 2043.","ai_generated":true,"unit":"issafri-000123#insight-4","date_modified":"2026-10-23"},{"text":"Increased economic activity under this scenario is projected to raise carbon emissions from 200,000 tons in 2019 to 1.5 million tons by 2043, a 650% increase compared to 400% in the Current Path forecast.","ai_generated":true,"unit":"issafri-000123#insight-5","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","energy transition","economic growth","poverty reduction"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["economic forecasting","scenario analysis"]},{"id":"issafri-000162","url":"https://climateinsightsdirectory.org/document/issafri-000162","title":"Côte d'Ivoire: 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=CI&topic=04-conclusion","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report evaluates eight sectoral scenarios for Côte d'Ivoire, highlighting that a holistic development strategy combining governance improvements, industrialization, and regional trade integration could lead to a 92% GDP increase and a significant reduction in extreme poverty by 2043.","ai_generated":true,"unit":"issafri-000162#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Côte d'Ivoire faces significant structural obstacles to development, specifically regarding governance, a heavy economic reliance on commodity exports, education gaps in its growing population, and an uncertain climatic future.","ai_generated":true,"unit":"issafri-000162#insight-1","date_modified":"2026-10-23"},{"text":"Specific sectoral scenarios offer different paths to improvement: the Governance scenario emphasizes reducing corruption and strengthening democratic institutions to attract investment; the Manufacturing scenario focuses on diversifying value chains to reduce commodity dependence and mitigate climate uncertainties; and the AfCFTA scenario highlights the potential for regional economic leadership through trade liberalisation.","ai_generated":true,"unit":"issafri-000162#insight-2","date_modified":"2026-10-23"},{"text":"A 'Combined scenario' involving simultaneous investments across multiple sectors is projected to result in a 92% GDP increase by 2043 compared to the current path, while reducing the extreme poverty rate to 4.7% (approximately 2.1 million people).","ai_generated":true,"unit":"issafri-000162#insight-3","date_modified":"2026-10-23"},{"text":"The report recommends that Côte d'Ivoire adopt a holistic development strategy integrating all eight sectors to align with the African Union’s Agenda 2063.","ai_generated":true,"unit":"issafri-000162#insight-4","date_modified":"2026-10-23"}],"climate_tags":["climate change","governance","poverty reduction","economic diversity"],"geography_discussed":["Africa"],"frame_perspective":[],"analysis_type":["scenario analysis","economic forecasting","policy recommendation"]},{"id":"issafri-000245","url":"https://climateinsightsdirectory.org/document/issafri-000245","title":"Kenya 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=KE&topic=conclusion","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report identifies Kenya as a pivotal East African economic powerhouse with the potential for a 685% GDP increase by 2043 under a Combined scenario. It argues that implementing eight sectoral interventions could raise GDP per capita to US$10,950 and reduce extreme poverty from 64.6% in 2019 to 6.4% by 2043. To ensure sustainable and equitable growth, the document recommends strengthening anti-corruption efforts, expanding education and healthcare, investing in modern irrigation, and accelerating the transition to renewable energy through geothermal, solar, and wind projects.","ai_generated":true,"unit":"issafri-000245#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Kenya's economy has the potential to grow by 685% in terms of GDP by 2043 under the Combined scenario, though progress toward Vision 2030 and Sustainable Development Goals is currently hindered by public debt, corruption, infrastructure deficits, human capital bottlenecks, and rapid population growth.","ai_generated":true,"unit":"issafri-000245#insight-1","date_modified":"2026-10-23"},{"text":"The implementation of eight sectoral interventions could elevate Kenya to an upper-middle-income status by 2043, increasing GDP per capita to US$10,950 and lowering extreme poverty from 64.6% in 2019 to 6.4%.","ai_generated":true,"unit":"issafri-000245#insight-2","date_modified":"2026-10-23"},{"text":"To achieve environmentally sustainable development, Kenya must fully transition to renewable energies, specifically by accelerating geothermal, solar, and wind projects and incentivizing private sector investment.","ai_generated":true,"unit":"issafri-000245#insight-3","date_modified":"2026-10-23"},{"text":"The document recommends a series of policy actions across multiple sectors, including empowering the EACC for anti-corruption, integrating ICT into education, utilizing public-private partnerships for infrastructure (citing the Mombasa to Nairobi expressway), and expanding social protection and healthcare funding.","ai_generated":true,"unit":"issafri-000245#insight-4","date_modified":"2026-10-23"}],"climate_tags":["renewable energy","geothermal energy","solar energy","wind power","sustainable development","poverty reduction"],"geography_discussed":["East Africa","Mombasa","Nairobi","Africa"],"frame_perspective":[],"analysis_type":["economic forecasting","policy recommendation"]},{"id":"issafri-000250","url":"https://climateinsightsdirectory.org/document/issafri-000250","title":"MOROCCO 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=MA&topic=05-conclusion","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report projects that Morocco's GDP could reach US$384 billion by 2043 in a combined scenario of sectoral interventions, making it Africa's sixth-largest economy. Key growth drivers include transitions to high-value manufacturing, improvements in education and health, and the full implementation of the AfCFTA. The document recommends strategic investments in renewable energy, water management, and infrastructure to mitigate challenges like water scarcity and energy dependence.","ai_generated":true,"unit":"issafri-000250#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under a 'Combined scenario' integrating all sectoral interventions, Morocco's GDP is projected to grow to US$384 billion by 2043, with GDP per capita reaching US$13 996, representing a 33% increase over the Current Path forecast. This would make Morocco the sixth-largest economy in Africa.","ai_generated":true,"unit":"issafri-000250#insight-1","date_modified":"2026-10-23"},{"text":"Demographic and urban shifts are expected by 2043, with the population increasing to 43.9 million and the urbanisation rate rising to 72.6%.","ai_generated":true,"unit":"issafri-000250#insight-2","date_modified":"2026-10-23"},{"text":"Specific sectoral improvements are forecast to drive economic gains: full implementation of the AfCFTA could increase exports by 70% above the Current Path, while increased investment in manufacturing and R&D could grow the economy by 6.8% by 2043.","ai_generated":true,"unit":"issafri-000250#insight-3","date_modified":"2026-10-23"},{"text":"To address water stress and scarcity, the document recommends reorganising the water sector, establishing a National Water Management Agency, and introducing cost-based water pricing.","ai_generated":true,"unit":"issafri-000250#insight-4","date_modified":"2026-10-23"},{"text":"The report suggests that enhancing agricultural productivity through technology and irrigation could make Morocco a net exporter of agricultural products by 2043.","ai_generated":true,"unit":"issafri-000250#insight-5","date_modified":"2026-10-23"}],"climate_tags":["renewable energy","water scarcity","water management","agricultural productivity","food security","urbanization","industrial manufacturing","infrastructure"],"geography_discussed":["European Union"],"frame_perspective":[],"analysis_type":["economic forecasting","policy recommendation"]}]}