{"query_echo":{"q":"","filters":{"analysis_type":["forecasting"]},"warnings":[]},"total":{"value":229,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=forecasting&page=1","next":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=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-000012","url":"https://climateinsightsdirectory.org/document/issafri-000012","title":"Senegal 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/senegal/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report evaluates Senegal's development prospects to 2043, comparing a 'Current Path' forecast with eight sectoral scenarios and a 'Combined Agenda 2063' scenario. Key findings indicate that while GDP is projected to grow, significant challenges remain in poverty, education, and infrastructure. The most impactful scenarios for improving GDP per capita and reducing extreme poverty are the African Continental Free Trade Area (AfCFTA), Manufacturing, and Governance scenarios. A combined holistic approach could increase GDP by 86% over the current path and reduce extreme poverty to 3.2% of the population by 2043, though this would be accompanied by a 46.2% increase in carbon emissions compared to the current path.","ai_generated":true,"unit":"issafri-000012#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"On the Current Path, Senegal's population is projected to double from 16.3 million in 2019 to 28.2 million by 2043, while GDP is estimated to more than quadruple to US$132 billion.","ai_generated":true,"unit":"issafri-000012#insight-1","date_modified":"2026-10-23"},{"text":"The Manufacturing scenario is identified as having the highest potential to reduce extreme poverty, potentially lowering the number of poor people to 5.1 million (18% of the population) by 2043, compared to 6.6 million (22.8%) on the Current Path.","ai_generated":true,"unit":"issafri-000012#insight-2","date_modified":"2026-10-23"},{"text":"The AfCFTA scenario is projected to have the greatest impact on GDP per capita, increasing it to US$8,016 by 2043, which is 10.7% higher than the Current Path forecast.","ai_generated":true,"unit":"issafri-000012#insight-3","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario projects a significant economic boost, with GDP rising to US$245.6 billion (86% higher than the Current Path) and extreme poverty falling to 3.2% of the population by 2043.","ai_generated":true,"unit":"issafri-000012#insight-4","date_modified":"2026-10-23"},{"text":"Senegal's education system faces significant quality and access issues; in 2019, the literacy rate was 53.5% and the mean years of education for adults aged 15-24 was 5.5 years.","ai_generated":true,"unit":"issafri-000012#insight-5","date_modified":"2026-10-23"},{"text":"The Agriculture scenario could increase annual crop production to 14.5 million tons by 2043, reducing net crop imports to 36.4%, compared to a projected 47.3% on the Current Path.","ai_generated":true,"unit":"issafri-000012#insight-6","date_modified":"2026-10-23"},{"text":"Infrastructure improvements in the Large Infrastructure scenario could increase electricity access to 96.7% by 2043 and raise the proportion of households using modern cooking fuel to 86%.","ai_generated":true,"unit":"issafri-000012#insight-7","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario would result in total carbon emissions of 19 million tons by 2043, which is 46.2% higher than the Current Path forecast.","ai_generated":true,"unit":"issafri-000012#insight-8","date_modified":"2026-10-23"},{"text":"Energy production in the Combined Agenda 2063 scenario is projected to be dominated by renewable energy, which would constitute 60% of total energy production by 2043.","ai_generated":true,"unit":"issafri-000012#insight-9","date_modified":"2026-10-23"},{"text":"Senegal's informal economy is substantial, with 96% of the economically active population in the informal sector as of 2022; it is projected to decline to 17.2% of GDP by 2043 under the Combined Agenda 2063 scenario.","ai_generated":true,"unit":"issafri-000012#insight-10","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","renewable energy","solar energy","wind power","hydroelectricity","coastal erosion","sea level rise","Sustainable land management","deforestation","energy transition"],"geography_discussed":["West Africa","Dakar"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis","sectoral analysis"]},{"id":"issafri-000020","url":"https://climateinsightsdirectory.org/document/issafri-000020","title":"Uganda 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/uganda/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report evaluates Uganda's path toward middle-income status by 2040, analyzing scenarios across demographics, health, education, infrastructure, agriculture, manufacturing, trade, and governance. It finds that while the 'Current Path' falls short of Vision 2040 targets, a combined implementation of strategic interventions could lift 11.03 million more people out of poverty and raise GDP per capita to US$6,925 by 2040, reaching the US$9,500 target by 2045. Key drivers for growth include large-scale infrastructure and leapfrogging, which is identified as having the greatest impact on GDP per capita and poverty reduction. However, these gains are accompanied by a projected 30% increase in carbon emissions above the Current Path, primarily driven by manufacturing and governance improvements.","ai_generated":true,"unit":"issafri-000020#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The 'Large Infrastructure and Leapfrogging' scenario is projected to have the most significant positive impact on GDP per capita and poverty reduction by 2040. This scenario would increase electricity access to 82% of the population and raise fixed broadband subscriptions to 21.7 per 100 people.","ai_generated":true,"unit":"issafri-000020#insight-1","date_modified":"2026-10-23"},{"text":"Under a 'Combined Agenda 2063' scenario, Uganda could lift an additional 11.03 million people out of extreme poverty (at the US$1.90 threshold) by 2040, representing a 13.9 percentage point decline compared to the Current Path.","ai_generated":true,"unit":"issafri-000020#insight-2","date_modified":"2026-10-23"},{"text":"Uganda is not on track to reach its Vision 2040 GDP per capita target of US$9,500 by the target date on its Current Path. However, the Combined scenario could raise GDP per capita to US$6,925 by 2040 and reach the US$9,500 target by 2045.","ai_generated":true,"unit":"issafri-000020#insight-3","date_modified":"2026-10-23"},{"text":"The combined effect of all eight sectoral scenarios is forecast to increase carbon emissions to 26 million tons by 2040, which is 30% higher than the Current Path. The majority of this increase is attributed to the Manufacturing and Governance scenarios.","ai_generated":true,"unit":"issafri-000020#insight-4","date_modified":"2026-10-23"},{"text":"Uganda faces a significant 'youth bulge' of 53% as of 2019. Without concerted efforts to accelerate demographic transition, the country will not enter a potential demographic window of opportunity until 2052, rather than 2040.","ai_generated":true,"unit":"issafri-000020#insight-5","date_modified":"2026-10-23"},{"text":"The manufacturing sector's contribution to GDP is projected to increase by 5 percentage points above the Current Path by 2040 under the Manufacturing scenario, creating 1.8 million additional jobs compared to the Current Path.","ai_generated":true,"unit":"issafri-000020#insight-6","date_modified":"2026-10-23"},{"text":"Full implementation of the African Continental Free Trade Area (AfCFTA) is projected to dramatically improve Uganda's trade balance, reducing the trade deficit to 2.2% of GDP by 2040, compared to 8.8% on the Current Path.","ai_generated":true,"unit":"issafri-000020#insight-7","date_modified":"2026-10-23"},{"text":"Uganda's governance capacity is currently below the average for low-income African countries. The Governance scenario projects an 11.7% improvement in the governance capacity score above the Current Path by 2040.","ai_generated":true,"unit":"issafri-000020#insight-8","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","renewable energy","climate change","agriculture","infrastructure","industrial manufacturing","trade policy","governance","poverty reduction","energy transition","rural electrification"],"geography_discussed":["Kenya","South Sudan","Rwanda","Tanzania","Democratic Republic of the Congo"],"frame_perspective":[],"analysis_type":["scenario analysis","forecasting","economic assessment"]},{"id":"issafri-000031","url":"https://climateinsightsdirectory.org/document/issafri-000031","title":"Zambia 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/guide.pdf?geography=ZM&topic=sectoral-scenarios","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report projects that Zambia's GDP per capita will rise to US$5,467 by 2043 under the Current Path, though extreme poverty remains high at 67.3%. It identifies the African Continental Free Trade Area (AfCFTA) and 'leapfrogging' through renewable energy and ICT as the most impactful drivers for economic growth. While carbon emissions are forecast to peak in 2036 and then decline due to increased hydroelectricity, the report highlights critical vulnerabilities in food security, secondary education, and rural electricity access.","ai_generated":true,"unit":"issafri-000031#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the Current Path forecast, Zambia's GDP per capita is expected to reach US$5,467 by 2043, representing a 35% increase from the 2019 value of US$4,036.","ai_generated":true,"unit":"issafri-000031#insight-1","date_modified":"2026-10-23"},{"text":"Extreme poverty in Zambia is projected to remain severe; using the US$3.20 poverty line, the rate is forecast to decrease only modestly from 74.4% in 2019 to 67.3% by 2043 under the Current Path.","ai_generated":true,"unit":"issafri-000031#insight-2","date_modified":"2026-10-23"},{"text":"The Free Trade scenario, based on the African Continental Free Trade Area (AfCFTA), is the most significant driver of economic growth, potentially increasing 2043 GDP per capita to US$6,204, which is nearly 14% above the Current Path.","ai_generated":true,"unit":"issafri-000031#insight-3","date_modified":"2026-10-23"},{"text":"Zambia's energy production is heavily reliant on hydropower, which provided 90% of the 24.2 MBOE produced in 2019. Total energy production is forecast to grow to 91.5 MBOE by 2043.","ai_generated":true,"unit":"issafri-000031#insight-4","date_modified":"2026-10-23"},{"text":"Carbon emissions are expected to peak at 4.4 million tons in 2036 and then fall to 2.5 million tons by 2043, driven by a reduction in coal dependency and increased hydroelectricity capacity.","ai_generated":true,"unit":"issafri-000031#insight-5","date_modified":"2026-10-23"},{"text":"Zambia faces significant food insecurity; the Current Path forecast indicates that by 2043, crop demand will exceed supply by 7.2 million metric tons.","ai_generated":true,"unit":"issafri-000031#insight-6","date_modified":"2026-10-23"},{"text":"Electricity access is critically low in rural areas, where it was below 10% in 2019 and is only forecast to reach 22.2% by 2043 under the Current Path.","ai_generated":true,"unit":"issafri-000031#insight-7","date_modified":"2026-10-23"},{"text":"The education system shows a stark divide between primary and secondary levels; in 2019, lower and upper secondary enrolment rates were 11 and 14 percentage points below the average for lower middle-income African countries.","ai_generated":true,"unit":"issafri-000031#insight-8","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario, integrating 11 sectoral improvements, could increase 2043 GDP per capita to US$8,244 (a 51% increase over the Current Path) and lift an additional 9.4 million people out of extreme poverty.","ai_generated":true,"unit":"issafri-000031#insight-9","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","hydropower","renewable energy","climate change","energy transition","food insecurity"],"geography_discussed":["Africa","Tanzania"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis","economic modeling"]},{"id":"issafri-000046","url":"https://climateinsightsdirectory.org/document/issafri-000046","title":"Senegal: 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=SN&topic=05-conclusion","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report identifies key challenges for Senegal, including undiversified exports and climatic hazards, while highlighting the potential of manufacturing, education, and governance to raise incomes. It argues that a holistic development strategy aligned with Agenda 2063 could increase GDP by 86% by 2043 compared to the current path. Specific recommendations include diversifying cash crops, managing emerging oil and gas revenues, leveraging wind power for rural electricity, and implementing constitutional reforms to strengthen the judiciary and legislature.","ai_generated":true,"unit":"issafri-000046#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"A holistic development strategy based on the Combined Agenda 2063 scenario could result in an 86% increase in GDP by 2043 compared to the Current Path forecast, with extreme poverty falling to 3.2% of the population by that date.","ai_generated":true,"unit":"issafri-000046#insight-1","date_modified":"2026-10-23"},{"text":"Sectoral analysis indicates that strategic investments in manufacturing have the highest potential for reducing extreme poverty and increasing GDP per capita, while improvements in governance can enhance investor confidence and resource allocation.","ai_generated":true,"unit":"issafri-000046#insight-2","date_modified":"2026-10-23"},{"text":"Senegal faces several systemic challenges that hinder its economic landscape, specifically undiversified exports, high poverty, rising public debt, inadequate infrastructure, poor educational quality, weak institutions, and climatic hazards.","ai_generated":true,"unit":"issafri-000046#insight-3","date_modified":"2026-10-23"},{"text":"To achieve sustainable growth, the report recommends diversifying exports through cash crops like cotton and sugar, managing emerging oil and gas revenues, and utilizing wind power to improve rural electricity access.","ai_generated":true,"unit":"issafri-000046#insight-4","date_modified":"2026-10-23"},{"text":"The document advocates for institutional reforms to protect democracy, specifically strengthening the independence of the legislature and judiciary to check the executive, and resourcing anti-corruption bodies.","ai_generated":true,"unit":"issafri-000046#insight-5","date_modified":"2026-10-23"}],"climate_tags":["renewable energy","solar energy","wind power","land degradation","sustainable agriculture"],"geography_discussed":["West Africa"],"frame_perspective":[],"analysis_type":["scenario analysis","forecasting","policy recommendation"]},{"id":"issafri-000071","url":"https://climateinsightsdirectory.org/document/issafri-000071","title":"Namibia 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/guide.pdf?geography=NA","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report projects Namibia's economic and social future to 2043. While GDP per capita is expected to rise on the Current Path, the country faces persistent extreme poverty and food insecurity. Sectoral scenarios suggest that manufacturing, free trade, and agriculture offer the highest potential for economic growth, while a combined 'Agenda 2063' approach could significantly lift millions out of poverty, albeit at the cost of increased carbon emissions.","ai_generated":true,"unit":"issafri-000071#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"On the Current Path forecast, Namibia's GDP per capita is projected to increase from US$6,227 in 2019 to US$15,293 by 2043, while the informal sector's contribution to GDP is expected to decline from 17% to 14.5% in the same period.","ai_generated":true,"unit":"issafri-000071#insight-1","date_modified":"2026-10-23"},{"text":"Despite economic growth, extreme poverty (defined as living on less than US$5.50 per day) is projected to remain high, declining from 65.8% of the population in 2019 to 47% by 2043 on the Current Path.","ai_generated":true,"unit":"issafri-000071#insight-2","date_modified":"2026-10-23"},{"text":"Namibia faces a significant risk of future food insecurity; by 2043, agricultural demand is projected to surpass domestic production by 1.25 million metric tons, representing a 51.4% shortfall.","ai_generated":true,"unit":"issafri-000071#insight-3","date_modified":"2026-10-23"},{"text":"Carbon emissions are projected to increase from 1.3 million tons in 2019 to 3.2 million tons by 2043 on the Current Path, with the Manufacturing/Transfers scenario resulting in the highest emissions at 3.5 million tons.","ai_generated":true,"unit":"issafri-000071#insight-4","date_modified":"2026-10-23"},{"text":"The Manufacturing/Transfers scenario is identified as the most impactful single sector for economic growth, potentially increasing GDP per capita by 8.8% (US$1,351) over the Current Path and reducing the extreme poverty rate to 41.2%.","ai_generated":true,"unit":"issafri-000071#insight-5","date_modified":"2026-10-23"},{"text":"The Free Trade scenario, based on the full implementation of the AfCFTA by 2034, could raise GDP per capita to US$16,361 (7% above the Current Path) and reduce extreme poverty to 44.3% by 2043.","ai_generated":true,"unit":"issafri-000071#insight-6","date_modified":"2026-10-23"},{"text":"The Leapfrogging scenario focuses on technology and energy, projecting that 88.1% of the population will have electricity access by 2043, compared to 78.1% on the Current Path.","ai_generated":true,"unit":"issafri-000071#insight-7","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario, integrating all 11 sectoral improvements, projects a significant increase in GDP per capita to US$23,262 (a 52.1% increase over the Current Path) and a reduction in extreme poverty to 28.7% of the population.","ai_generated":true,"unit":"issafri-000071#insight-8","date_modified":"2026-10-23"},{"text":"Under the Combined Agenda 2063 scenario, the total size of the economy is expected to grow by an additional 66.8% compared to the Current Path, reaching US$69.2 billion by 2043.","ai_generated":true,"unit":"issafri-000071#insight-9","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","renewable energy","green hydrogen","energy transition","solar energy","hydropower","climate change","food security","agriculture"],"geography_discussed":["South Africa","Angola","Botswana","Europe"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis","economic modeling"]},{"id":"issafri-000077","url":"https://climateinsightsdirectory.org/document/issafri-000077","title":"NAMIBIA 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/guide.pdf?geography=NA&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 Namibia's GDP per capita will increase from US$10,419 in 2019 to US$23,261 by 2043 under the Combined Agenda 2063 scenario, a 152% increase. This scenario is expected to lift an additional 700,000 people out of poverty compared to the Current Path. While the service, manufacturing, and ICT sectors are identified as the largest GDP contributors, the report notes that this economic growth will lead to a 267% increase in carbon emissions from 2019 levels, reaching 4.4 million tons by 2043.","ai_generated":true,"unit":"issafri-000077#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the Combined Agenda 2063 scenario, Namibia's GDP per capita is projected to rise from US$10,419 in 2019 to US$23,261 in 2043, which is 52.1% higher than the Current Path forecast of US$15,293 for the same year.","ai_generated":true,"unit":"issafri-000077#insight-1","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario is projected to significantly reduce poverty in Namibia, with 1.09 million people (28.7% of the population) living in extreme poverty by 2043, lifting 700,000 more people out of poverty than the Current Path forecast.","ai_generated":true,"unit":"issafri-000077#insight-2","date_modified":"2026-10-23"},{"text":"The service, manufacturing, and ICT sectors are expected to be the largest contributors to GDP. By 2043, the service sector is projected to add US$22.5 billion to GDP, while manufacturing and ICT will add US$2.2 billion and US$1.9 billion respectively, though their percentage contributions to GDP will be lower than the Current Path forecast.","ai_generated":true,"unit":"issafri-000077#insight-3","date_modified":"2026-10-23"},{"text":"Economic growth under the Combined Agenda 2063 scenario is projected to increase carbon emissions to 4.4 million tons by 2043, a 267% increase from 1.2 million tons in 2019 and 38% higher than the Current Path estimate of 3.2 million tons.","ai_generated":true,"unit":"issafri-000077#insight-4","date_modified":"2026-10-23"},{"text":"The sectors identified as most critical for unlocking rapid economic growth in the next two decades are manufacturing/transfers, free trade, agriculture, and leapfrogging, while demographics and infrastructure are projected to have the least impact on GDP per capita.","ai_generated":true,"unit":"issafri-000077#insight-5","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","renewable energy","energy transition","agriculture","industrial manufacturing","poverty reduction"],"geography_discussed":["Africa"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis","economic modeling"]},{"id":"issafri-000084","url":"https://climateinsightsdirectory.org/document/issafri-000084","title":"Republic of the Congo 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/guide.pdf?geography=CG&topic=current-path","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes the Republic of the Congo's economic and social outlook to 2043. It highlights a heavy dependence on oil, high poverty rates, and vulnerability to climate change. It evaluates 11 sectoral scenarios—including free trade, leapfrogging, and manufacturing—demonstrating that an integrated approach (Combined Agenda 2063) could significantly increase GDP per capita and reduce poverty, though it would lead to higher carbon emissions.","ai_generated":true,"unit":"issafri-000084#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Republic of the Congo's economy is heavily reliant on oil, which accounted for 97.2% of all energy produced in the country in 2019. Crude oil makes up more than 80% of the country's exports, leaving the economy vulnerable to international price volatility.","ai_generated":true,"unit":"issafri-000084#insight-1","date_modified":"2026-10-23"},{"text":"Poverty rates are projected to peak at 71.5% in 2025 before declining to 43.8% by 2043 under the Current Path forecast. The country had one of Africa's highest poverty rates in 2019 at 66.2%.","ai_generated":true,"unit":"issafri-000084#insight-2","date_modified":"2026-10-23"},{"text":"The country is highly urbanized, with 67.4% of the population living in urban areas in 2019, a figure expected to reach nearly 75% by 2043. This urbanization is heavily clustered around Brazzaville and Pointe-Noire.","ai_generated":true,"unit":"issafri-000084#insight-3","date_modified":"2026-10-23"},{"text":"The 'Free Trade' scenario, based on the African Continental Free Trade Area (AfCFTA), is the most effective of the 11 individual scenarios for raising GDP per capita, projecting an increase from US$8,449 (Current Path) to US$9,131 by 2043.","ai_generated":true,"unit":"issafri-000084#insight-4","date_modified":"2026-10-23"},{"text":"The 'Leapfrogging' scenario would significantly improve rural electricity access, raising it from 18.3% in 2019 to 75% by 2043, which is a 13.3 percentage point increase over the Current Path forecast.","ai_generated":true,"unit":"issafri-000084#insight-5","date_modified":"2026-10-23"},{"text":"The 'Combined Agenda 2063' scenario, integrating all 11 sectoral interventions, would be transformative, increasing GDP per capita to US$12,917 by 2043 (a 52.9% increase over the Current Path) and reducing the poverty rate to 27.3%.","ai_generated":true,"unit":"issafri-000084#insight-6","date_modified":"2026-10-23"},{"text":"Carbon emissions are projected to rise to 4.07 million tons by 2043 under the Current Path. While the Combined Agenda 2063 scenario increases emissions by 800,000 tons over the Current Path, the growth in emissions (19.5%) is significantly lower than the projected GDP growth (65%).","ai_generated":true,"unit":"issafri-000084#insight-7","date_modified":"2026-10-23"},{"text":"The country faces significant food insecurity, with the gap between agricultural production and demand growing from 300,000 tons of crops in 1990 to 900,000 tons in 2019, and projected to reach 3.8 million tons by 2043 under the Current Path.","ai_generated":true,"unit":"issafri-000084#insight-8","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","renewable energy","hydropower","climate change adaptation","extreme weather event","energy transition","natural gas"],"geography_discussed":["Central Africa","Brazzaville","Pointe-Noire","Africa"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis"]},{"id":"issafri-000090","url":"https://climateinsightsdirectory.org/document/issafri-000090","title":"Togo 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/guide.pdf?geography=TG","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report projects Togo's development to 2043, highlighting a transition toward solar energy and urbanisation, while noting that population growth may outpace poverty reduction on the current path. It assesses how targeted improvements in agriculture, trade, and governance could significantly boost GDP per capita and reduce extreme poverty, though such growth is linked to increased carbon emissions.","ai_generated":true,"unit":"issafri-000090#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the Current Path forecast, Togo's population is projected to grow from 8.1 million in 2019 to 13.8 million by 2043, with urban residents making up 53% of the population by that date.","ai_generated":true,"unit":"issafri-000090#insight-1","date_modified":"2026-10-23"},{"text":"Togo's GDP per capita is forecast to increase to US$3,524 by 2043 on the Current Path, but the absolute number of people living below the US$1.90 poverty line is expected to rise to 4.6 million (33.1% of the population) because population growth exceeds development progress.","ai_generated":true,"unit":"issafri-000090#insight-2","date_modified":"2026-10-23"},{"text":"Energy production is expected to shift toward renewables, with solar energy projected to constitute 80% of energy production by 2043.","ai_generated":true,"unit":"issafri-000090#insight-3","date_modified":"2026-10-23"},{"text":"Despite the shift to solar energy, carbon emissions are projected to increase from 1 million tons in 2019 to 3 million tons by 2043 on the Current Path, likely due to increased industrial activity.","ai_generated":true,"unit":"issafri-000090#insight-4","date_modified":"2026-10-23"},{"text":"The Agriculture scenario offers the most significant potential for poverty reduction, potentially lifting an additional 1.6 million people out of extreme poverty and transforming Togo into a net exporter of agricultural products by 2032.","ai_generated":true,"unit":"issafri-000090#insight-5","date_modified":"2026-10-23"},{"text":"The Free Trade scenario, based on the implementation of the AfCFTA, could increase GDP per capita to US$3,864 by 2043 and reduce the number of poor people to 3.8 million, although it may increase the trade deficit in the long term due to competition.","ai_generated":true,"unit":"issafri-000090#insight-6","date_modified":"2026-10-23"},{"text":"The Leapfrogging scenario projects that electricity access could reach 80% of the population by 2043, providing power to an additional 1.2 million people compared to the Current Path.","ai_generated":true,"unit":"issafri-000090#insight-7","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario, integrating all sectoral improvements, could nearly double the economy's size to US$51 billion by 2043 and reduce the poverty rate to 12.1% (1.56 million people).","ai_generated":true,"unit":"issafri-000090#insight-8","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario would result in a significant increase in carbon emissions, reaching 5 million tons by 2043.","ai_generated":true,"unit":"issafri-000090#insight-9","date_modified":"2026-10-23"}],"climate_tags":["solar energy","carbon dioxide emissions","renewable energy","wind energy","agriculture","food security","urbanization","climate change"],"geography_discussed":["West Africa","Ghana","Benin","Burkina Faso","Lomé","Nigeria"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis"]},{"id":"issafri-000128","url":"https://climateinsightsdirectory.org/document/issafri-000128","title":"Sierra Leone 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/guide.pdf?geography=SL","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report projects that Sierra Leone's population will grow to 13.1 million by 2043, with GDP increasing to US$12.8 billion under the Current Path. However, extreme poverty is expected to persist, with 42.2% of the population living below US$1.90 per day. Energy production is forecast to be dominated by gas (92.7%), and carbon emissions are projected to rise to 2 million tons. The report evaluates 11 sectoral scenarios, finding that agriculture and free trade have the highest potential to increase GDP per capita. In a Combined Agenda 2063 scenario, GDP per capita could reach US$4,304 and extreme poverty could drop to 10.3%, though carbon emissions would increase to 3.3 million tons.","ai_generated":true,"unit":"issafri-000128#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the Current Path forecast, Sierra Leone's population is projected to grow from 7.9 million in 2019 to 13.1 million by 2043, with 49% of the population residing in urban areas and 51% in rural areas.","ai_generated":true,"unit":"issafri-000128#insight-1","date_modified":"2026-10-23"},{"text":"The Current Path forecast predicts GDP will reach US$12.8 billion and GDP per capita will rise to US$2,464 by 2043, though this remains significantly lower than the average for low-income peer countries in Africa.","ai_generated":true,"unit":"issafri-000128#insight-2","date_modified":"2026-10-23"},{"text":"Extreme poverty is expected to remain high in the Current Path, with 5.5 million people (42.2% of the population) living below the US$1.90 per day poverty line by 2043.","ai_generated":true,"unit":"issafri-000128#insight-3","date_modified":"2026-10-23"},{"text":"Energy production in the Current Path forecast will be heavily dominated by gas at 92.7% by 2043, while hydro and solar production are expected to decline.","ai_generated":true,"unit":"issafri-000128#insight-4","date_modified":"2026-10-23"},{"text":"Carbon emissions are projected to increase from 1 million tons in 2019 to 2 million tons by 2043 under the Current Path; the Agriculture scenario would result in the highest emissions at 2.5 million tons.","ai_generated":true,"unit":"issafri-000128#insight-5","date_modified":"2026-10-23"},{"text":"The Agriculture scenario offers the most significant potential for poverty reduction, potentially lowering the proportion of people below the poverty line to 27.5% and increasing GDP per capita by an additional US$381.","ai_generated":true,"unit":"issafri-000128#insight-6","date_modified":"2026-10-23"},{"text":"The Leapfrogging scenario is projected to increase electricity access to 56.8% of the population by 2043, though a notable disparity between rural and urban access will persist.","ai_generated":true,"unit":"issafri-000128#insight-7","date_modified":"2026-10-23"},{"text":"The Free Trade scenario, based on the implementation of the AfCFTA, could reduce the proportion of poor people to 32.1% and increase GDP per capita to US$2,756 by 2043.","ai_generated":true,"unit":"issafri-000128#insight-8","date_modified":"2026-10-23"},{"text":"In the Combined Agenda 2063 scenario, the synergistic effect of all sectoral improvements would increase GDP per capita to US$4,304 and reduce the number of people in extreme poverty to 1.3 million (10.3% of the population).","ai_generated":true,"unit":"issafri-000128#insight-9","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario would result in a total GDP of US$27.5 billion by 2043, but would also lead to higher carbon emissions of 3.3 million tons compared to the Current Path.","ai_generated":true,"unit":"issafri-000128#insight-10","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","renewable energy","solar energy","hydropower","wind energy","agriculture","food security"],"geography_discussed":["Africa","Freetown","Bo","Kenema"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis"]},{"id":"issafri-000133","url":"https://climateinsightsdirectory.org/document/issafri-000133","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=05-conclusion","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report concludes that while Rwanda has made significant development strides, it may not reach its Vision 2050 targets under current trends due to structural economic issues. However, a 'Combined' scenario involving integrated policies across governance, energy, and education could see GDP reach US$267.1 billion and extreme poverty drop to 0.04% by 2050. Key recommendations include transitioning to renewable energy, formalising the informal sector, and adopting climate-smart agriculture.","ai_generated":true,"unit":"issafri-000133#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Rwanda's 'Current Path' analysis suggests the country may fail to meet its Vision 2050 objectives—specifically high-income status, the elimination of extreme poverty, and a high quality of life—without additional policy interventions.","ai_generated":true,"unit":"issafri-000133#insight-1","date_modified":"2026-10-23"},{"text":"Under a 'Combined' scenario of targeted intersectoral policies, Rwanda's GDP is projected to reach US$267.1 billion by 2050, with GDP per capita increasing to US$16,262, enabling the country to achieve high-income status.","ai_generated":true,"unit":"issafri-000133#insight-2","date_modified":"2026-10-23"},{"text":"The 'Combined' scenario could reduce extreme poverty to approximately 9,000 people, or 0.04% of the population, by 2050, supported by the expansion of the Vision 2020 Umurenge Programme (VUP).","ai_generated":true,"unit":"issafri-000133#insight-3","date_modified":"2026-10-23"},{"text":"To ensure sustainable development and economic resilience, the document recommends transitioning fully to renewable energy, adopting modern farming technology to reduce climate vulnerability, and supporting projects via the Rwanda Green Fund.","ai_generated":true,"unit":"issafri-000133#insight-4","date_modified":"2026-10-23"},{"text":"Structural economic challenges hindering progress include a large informal sector employing over 75% of the workforce, a balance of payments deficit, and rising foreign debt.","ai_generated":true,"unit":"issafri-000133#insight-5","date_modified":"2026-10-23"}],"climate_tags":["renewable energy","Climate-smart agriculture","climate change","sustainable development"],"geography_discussed":["Kigali"],"frame_perspective":[],"analysis_type":["scenario analysis","forecasting"]},{"id":"issafri-000152","url":"https://climateinsightsdirectory.org/document/issafri-000152","title":"UGANDA 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=UG&topic=04-conclusion","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The report concludes that Uganda is unlikely to reach middle-income status by 2040 on its current path, but could significantly improve GDP per capita and reduce extreme poverty through targeted interventions. Key recommendations focus on STEM education, rural infrastructure, climate-resilient agriculture, and a transition to renewable energies to support sustainable growth and the Vision 2040 goals.","ai_generated":true,"unit":"issafri-000152#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Uganda is not on track to reach its goal of middle-income status by 2040 based on its current development trajectory, necessitating more targeted socio-economic policy interventions.","ai_generated":true,"unit":"issafri-000152#insight-1","date_modified":"2026-10-23"},{"text":"Implementing eight specific sectoral interventions could increase Uganda's GDP per capita to US$6,925, while a 'Combined Agenda 2063 scenario' could see it reach US$9,568 by 2045 and reduce the extreme poverty rate from 41.3% in 2019 to 1.9% by 2040.","ai_generated":true,"unit":"issafri-000152#insight-2","date_modified":"2026-10-23"},{"text":"Uganda's population is projected to grow to 78.3 million by 2040, with the possibility of a demographic dividend by 2052 if strategic investments in health and education are made.","ai_generated":true,"unit":"issafri-000152#insight-3","date_modified":"2026-10-23"},{"text":"The report identifies critical needs for the energy and agricultural sectors, specifically the adoption of climate-resilient farming to reduce food insecurity and a full transition to renewable energies to mitigate environmental impacts.","ai_generated":true,"unit":"issafri-000152#insight-4","date_modified":"2026-10-23"}],"climate_tags":["renewable energy","food insecurity","fossil fuel"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis","policy recommendation"]},{"id":"issafri-000179","url":"https://climateinsightsdirectory.org/document/issafri-000179","title":"São Tomé and Príncipe 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/guide.pdf?geography=ST&topic=current-path","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report projects that São Tomé and Príncipe will see population growth to 351,000 and a GDP per capita increase to US$4,910 by 2043 under its Current Path. While the nation remains a low carbon emitter, it faces systemic poverty and food insecurity. The 'Combined Agenda 2063' scenario, integrating improvements in trade, manufacturing, and infrastructure, could significantly boost GDP per capita to US$7,082 and reduce the poverty rate to 39.8%, though this growth would increase carbon emissions to 130,000 tons.","ai_generated":true,"unit":"issafri-000179#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the Current Path forecast, São Tomé and Príncipe's population is expected to grow from 218,000 in 2019 to 351,000 by 2043, with urbanisation increasing from 72.7% to 79.4%.","ai_generated":true,"unit":"issafri-000179#insight-1","date_modified":"2026-10-23"},{"text":"The Current Path forecast predicts GDP per capita will rise to US$4,910 by 2043, but the country will continue to struggle with high poverty, with 62% of the population living below the US$3.20 poverty line.","ai_generated":true,"unit":"issafri-000179#insight-2","date_modified":"2026-10-23"},{"text":"São Tomé and Príncipe is projected to remain a low carbon emitter, with emissions increasing from 30,000 tons in 2019 to approximately 100,000 tons by 2043 on the Current Path, primarily driven by the power (62%) and transport (29.3%) industries.","ai_generated":true,"unit":"issafri-000179#insight-3","date_modified":"2026-10-23"},{"text":"The agriculture sector faces significant challenges, including low productivity and a growing gap between demand and domestic production; by 2043, the shortfall is expected to reach 190,000 metric tons.","ai_generated":true,"unit":"issafri-000179#insight-4","date_modified":"2026-10-23"},{"text":"The Leapfrogging scenario would significantly improve energy and digital access, increasing electricity access to 91.5% of the population and mobile broadband subscriptions to 152.3 per 100 people by 2043.","ai_generated":true,"unit":"issafri-000179#insight-5","date_modified":"2026-10-23"},{"text":"The Free Trade scenario, based on the implementation of the AfCFTA, is identified as the single most impactful sectoral scenario for increasing GDP per capita, adding US$701 over the Current Path by 2043.","ai_generated":true,"unit":"issafri-000179#insight-6","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario projects aggressive economic growth, with GDP reaching US$1.5 billion and GDP per capita rising to US$7,082 by 2043, while reducing the number of people in extreme poverty to 130,000 (39.8% of the population).","ai_generated":true,"unit":"issafri-000179#insight-7","date_modified":"2026-10-23"},{"text":"While the Combined Agenda 2063 scenario maximizes economic gains, it also results in the highest environmental cost, with carbon emissions projected to reach 130,000 tons by 2043.","ai_generated":true,"unit":"issafri-000179#insight-8","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","energy transition","renewable energy","bioenergy","hydropower","solar energy","climate change"],"geography_discussed":["Africa","Gabon","Equatorial Guinea"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis","economic modeling"]},{"id":"issafri-000237","url":"https://climateinsightsdirectory.org/document/issafri-000237","title":"Seychelles 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/guide.pdf?geography=SC&topic=current-path","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report projects that Seychelles' GDP per capita will rise to US$33,409 by 2043 under the Current Path, though poverty remains high at 49.7%. While the economy is dominated by services and tourism, it faces food insecurity and an ageing population. Sectoral interventions in free trade and manufacturing offer the highest potential for GDP growth, while a 'Leapfrogging' scenario is the only one to reduce carbon emissions. The Combined Agenda 2063 scenario could increase GDP per capita to US$42,695 and reduce extreme poverty to 40.44%, albeit with a rise in carbon emissions to 241,380 tons.","ai_generated":true,"unit":"issafri-000237#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the Current Path forecast, Seychelles' population is expected to grow from 97,500 in 2019 to 103,400 by 2043, with urbanisation increasing from 58.6% to 74% in the same period.","ai_generated":true,"unit":"issafri-000237#insight-1","date_modified":"2026-10-23"},{"text":"The economy is heavily reliant on the service sector, particularly tourism, which contributed 50% of GDP and 70% of foreign exchange earnings in 2019. GDP per capita is projected to increase from US$15,500 in 1990 to US$30,673 in 2019, reaching US$33,409 by 2043 on the Current Path.","ai_generated":true,"unit":"issafri-000237#insight-2","date_modified":"2026-10-23"},{"text":"Despite being a high-income economy, Seychelles faces significant poverty; 48.2% of the population lived below the US$22.70 daily poverty line in 2019, and this is forecast to be 49.7% by 2043 under the Current Path.","ai_generated":true,"unit":"issafri-000237#insight-3","date_modified":"2026-10-23"},{"text":"Energy production is shifting from coal to gas; the share of gas is forecast to increase from 27.3% in 2019 to 42.9% by 2043, while coal is expected to drop from 45.5% to 23.8%. Renewable energy is projected to comprise 5% of production by 2043.","ai_generated":true,"unit":"issafri-000237#insight-4","date_modified":"2026-10-23"},{"text":"Carbon emissions are on a rising trend since 2011 and are projected to reach 218,170 tons by 2043. The Free Trade scenario is expected to cause the highest increase (approximately 6,500 tons more than the Current Path), while the Leapfrogging scenario is the only one that reduces emissions.","ai_generated":true,"unit":"issafri-000237#insight-5","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario, integrating 11 sectoral improvements, could increase GDP per capita to US$42,695 and reduce the number of people living below the poverty line to 42,000 (40.44% of the population) by 2043.","ai_generated":true,"unit":"issafri-000237#insight-6","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","renewable energy","solar energy","wind energy","energy transition","food security","urbanization","climate change"],"geography_discussed":["Africa"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis","economic modeling"]},{"id":"issafri-000273","url":"https://climateinsightsdirectory.org/document/issafri-000273","title":"Sierra Leone Combined Agenda 2063 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/geographic/guide.pdf?geography=SL&topic=combined-agenda-2063","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Combined Agenda 2063 scenario for Sierra Leone projects a significant increase in GDP per capita to US$4,304 by 2043, driven primarily by agriculture and free trade. This scenario is estimated to lift an additional 3.9 million people out of extreme poverty compared to the Current Path, reducing the poverty rate to 10.3%. While the overall economy is projected to grow to US$27.5 billion, with the service, manufacturing, and ICT sectors as the largest contributors, carbon emissions are expected to rise to 3.3 million tons, exceeding the Current Path estimate of 2.2 million tons.","ai_generated":true,"unit":"issafri-000273#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Combined Agenda 2063 scenario, which integrates 11 sectoral scenarios, is projected to increase Sierra Leone's GDP per capita to US$4,304 by 2043, which is US$1,840 higher than the Current Path forecast and US$514 above the average for low-income African countries in 2043.","ai_generated":true,"unit":"issafri-000273#insight-1","date_modified":"2026-10-23"},{"text":"Agriculture and Free Trade are identified as the scenarios with the highest potential to improve economic and human development in Sierra Leone, while Health/WaSH and Governance are projected to have the least impact on GDP per capita by 2043.","ai_generated":true,"unit":"issafri-000273#insight-2","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario is projected to significantly reduce poverty, leaving only 1.3 million people (10.3% of the population) below the poverty line by 2043, effectively lifting 3.9 million more people out of extreme poverty than the Current Path.","ai_generated":true,"unit":"issafri-000273#insight-3","date_modified":"2026-10-23"},{"text":"By 2043, the total GDP (MER) under the Combined Agenda 2063 scenario is estimated at US$27.5 billion, making the economy 115% larger than the Current Path estimate of US$12.8 billion. The service, manufacturing, and ICT sectors are projected to be the largest contributors to GDP.","ai_generated":true,"unit":"issafri-000273#insight-4","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario is projected to result in higher carbon emissions than the Current Path, with total emissions rising from 0.52 million tons in 2019 to 3.3 million tons by 2043, compared to 2.2 million tons in the Current Path forecast.","ai_generated":true,"unit":"issafri-000273#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-000287","url":"https://climateinsightsdirectory.org/document/issafri-000287","title":"TOGO 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=TG&topic=combined-agenda-2063","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Combined Agenda 2063 scenario for Togo projects a significant increase in GDP per capita to US$5,969 by 2043, nearly doubling the overall economy to US$51 billion compared to the Current Path. While the scenario predicts a substantial reduction in extreme poverty—lifting an additional 3 million people—it also forecasts an increase in carbon emissions to 5 million tons by 2043. Agriculture and Free Trade are identified as the sectors with the highest potential for improving economic development.","ai_generated":true,"unit":"issafri-000287#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Combined Agenda 2063 scenario, which integrates 11 sectoral scenarios, is projected to increase Togo's GDP per capita to US$5,969 by 2043. This represents an increase of US$2,445 over the Current Path forecast and is US$2,179 higher than the projected average for low-income African countries in 2063.","ai_generated":true,"unit":"issafri-000287#insight-1","date_modified":"2026-10-23"},{"text":"Agriculture and Free Trade are the scenarios with the most significant positive impact on GDP per capita by 2043, while Health/WaSH and Education have the least impact. The integrated 'synergistic effect' of all scenarios is estimated to contribute approximately US$366.20 to GDP per capita in 2043.","ai_generated":true,"unit":"issafri-000287#insight-2","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario is expected to significantly reduce poverty in Togo. By 2043, only 1.56 million people (12.1% of the population) are projected to live below the poverty line, meaning 3 million more people would be lifted out of extreme poverty compared to the Current Path.","ai_generated":true,"unit":"issafri-000287#insight-3","date_modified":"2026-10-23"},{"text":"Togo's total GDP is projected to reach US$51 billion by 2043 under the Combined Agenda 2063 scenario, nearly doubling the Current Path estimate of US$25.8 billion. The service sector is expected to be the largest contributor, adding US$13.6 billion (2.2 percentage points) to the GDP, followed by manufacturing (US$5.8 billion) and agriculture (US$2.3 billion). ICT is projected to contribute US$2.1 billion (0.94 percentage points).","ai_generated":true,"unit":"issafri-000287#insight-4","date_modified":"2026-10-23"},{"text":"Environmental projections indicate that the Combined Agenda 2063 scenario will result in higher carbon emissions than the Current Path. Total carbon emissions in Togo are projected to rise from 0.94 million tons in 2019 to 5 million tons by 2043, compared to 3.5 million tons under the Current Path.","ai_generated":true,"unit":"issafri-000287#insight-5","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","agriculture","industrial manufacturing","economic development","poverty reduction","infrastructure"],"geography_discussed":["Africa"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis"]},{"id":"issafri-000288","url":"https://climateinsightsdirectory.org/document/issafri-000288","title":"South Sudan: 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=SS&topic=05-conclusion","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The report evaluates South Sudan's development prospects through 2043, contrasting a 'Current Path' of gradual improvement with a 'Combined scenario' of integrated reforms. While the current path is deemed insufficient to meet the goals of the SSDP 2026–2036, the combined approach suggests that coordinated investments in agriculture, human capital, and infrastructure can accelerate poverty reduction and economic diversification. Key recommendations include scaling solar energy, implementing climate-smart agriculture, and leveraging the AfCFTA to reduce reliance on the oil sector.","ai_generated":true,"unit":"issafri-000288#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The 'Current Path' baseline, which assumes existing policies and trends continue, results in only gradual improvements in living standards, with poverty remaining widespread and energy access constrained by high costs and poor infrastructure.","ai_generated":true,"unit":"issafri-000288#insight-1","date_modified":"2026-10-23"},{"text":"A 'Combined scenario' of integrated reforms would lead to faster growth, sharper declines in poverty and inequality, and a more diversified economy with increased productivity in agriculture and manufacturing to create jobs outside the oil sector.","ai_generated":true,"unit":"issafri-000288#insight-2","date_modified":"2026-10-23"},{"text":"The report concludes that the Current Path is unlikely to achieve the targets of the forthcoming Development Plan (SSDP 2026–2036) or the goals of Agenda 2063 and the SDGs.","ai_generated":true,"unit":"issafri-000288#insight-3","date_modified":"2026-10-23"},{"text":"To achieve transformative development, South Sudan must prioritize low-carbon energy expansion, specifically scaling solar mini-grids and off-grid solutions, and integrate climate adaptation into planning to manage risks from floods and droughts.","ai_generated":true,"unit":"issafri-000288#insight-4","date_modified":"2026-10-23"}],"climate_tags":["economic diversity","agriculture","industrial manufacturing","solar energy","Mini-grids","clean cooking","biomass","climate change adaptation","disaster risk reduction","Climate-smart agriculture","Low carbon development"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["scenario-based analysis","forecasting"]},{"id":"issafri-000297","url":"https://climateinsightsdirectory.org/document/issafri-000297","title":"REPUBLIC OF THE CONGO 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=CG&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 the Combined Agenda 2063 scenario would significantly increase the Republic of the Congo's GDP per capita to US$12,917 by 2043, representing a 52.9% increase over the Current Path forecast. This integrated approach is expected to reduce the poverty rate by 16.5 percentage points, lifting 1.7 million additional people out of poverty. Economic diversification is a key outcome, with growth in manufacturing and services reducing the country's overdependence on oil extraction. While carbon emissions are projected to rise by 800,000 tons compared to the Current Path, this growth (19.5%) is disproportionately lower than the projected GDP increase (65%).","ai_generated":true,"unit":"issafri-000297#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Combined Agenda 2063 scenario is projected to increase the Republic of the Congo's GDP per capita to US$12,917 by 2043, which is 52.9% higher than the Current Path forecast. From 2019 to 2043, GDP per capita is expected to increase by 144.2%.","ai_generated":true,"unit":"issafri-000297#insight-1","date_modified":"2026-10-23"},{"text":"The scenario is expected to reduce the poverty rate by 16.5 percentage points compared to the Current Path, resulting in a rate of 27.3% and lifting an additional 1.7 million people out of poverty by 2043.","ai_generated":true,"unit":"issafri-000297#insight-2","date_modified":"2026-10-23"},{"text":"The scenario promotes economic diversification away from oil extraction. By 2043, the manufacturing sector is projected to add US$9.3 billion and the service sector US$18.4 billion to the economy. The energy sector's contribution to GDP is expected to decline by 3.2 percentage points compared to the Current Path.","ai_generated":true,"unit":"issafri-000297#insight-3","date_modified":"2026-10-23"},{"text":"Among the 11 sectoral scenarios, the Free Trade scenario provides the highest benefit to GDP per capita (an increase of US$682 by 2043), followed by Manufacturing/Transfers (US$647) and Leapfrogging (US$519). The Agriculture scenario has the third lowest impact, indicating sector underperformance.","ai_generated":true,"unit":"issafri-000297#insight-4","date_modified":"2026-10-23"},{"text":"Economic growth under the scenario will lead to an increase in carbon emissions of 800,000 tons compared to the 2043 Current Path forecast. However, emissions growth (19.5%) is significantly lower than the projected GDP growth (65%).","ai_generated":true,"unit":"issafri-000297#insight-5","date_modified":"2026-10-23"}],"climate_tags":["economic diversity","carbon dioxide emissions","industrial manufacturing","agriculture","poverty reduction"],"geography_discussed":["Africa"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis"]},{"id":"issafri-000302","url":"https://climateinsightsdirectory.org/document/issafri-000302","title":"SÃO TOMÉ AND PRÍNCIPE 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=ST&topic=combined-agenda-2063","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document analyzes the 'Combined Agenda 2063' scenario for São Tomé and Príncipe, which integrates 11 sectoral scenarios to project development outcomes by 2043. The scenario predicts a significant increase in GDP per capita to US$7,082 and a substantial reduction in extreme poverty, lifting an additional 88,000 people above the poverty line compared to the Current Path. While the service, manufacturing, and agriculture sectors are identified as the primary GDP contributors, the report notes that this economic growth would lead to a 333.3% increase in carbon emissions, rising from 30,000 tons in 2019 to 130,000 tons by 2043, necessitating an accelerated energy transition.","ai_generated":true,"unit":"issafri-000302#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Free Trade scenario is projected to have the most significant positive impact on GDP per capita in São Tomé and Príncipe by 2043, adding US$701 over the Current Path forecast, followed by Manufacturing/Transfers (US$309) and Leapfrogging (US$280). Conversely, Health/WaSH and Financial Flows scenarios are expected to have the least impact.","ai_generated":true,"unit":"issafri-000302#insight-1","date_modified":"2026-10-23"},{"text":"Under the Combined Agenda 2063 scenario, GDP per capita in São Tomé and Príncipe is estimated to reach US$7,082 by 2043, which is US$2,172 higher than the Current Path projection. Despite this growth, this figure remains below the projected 2043 average of US$9,142 for lower middle-income countries in Africa.","ai_generated":true,"unit":"issafri-000302#insight-2","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario is projected to significantly reduce poverty by 2043, with 130,000 people (39.8% of the population) living below the US$3.20 poverty line. This represents a 22.2 percentage point decrease in poverty and lifts 88,000 more people out of extreme poverty than the Current Path forecast.","ai_generated":true,"unit":"issafri-000302#insight-3","date_modified":"2026-10-23"},{"text":"Economic growth under the Combined Agenda 2063 scenario is expected to result in environmental degradation, with total carbon emissions projected to rise from 30,000 tons in 2019 to 130,000 tons by 2043, a 333.3% increase. This is higher than the 100,000 tons estimated in the Current Path forecast.","ai_generated":true,"unit":"issafri-000302#insight-4","date_modified":"2026-10-23"},{"text":"By 2043, the service, manufacturing, and agriculture sectors are projected to be the largest contributors to GDP. The service sector is expected to add US$490 million (1.4 percentage points of GDP) and agriculture US$40 million (0.6 percentage points of GDP) more than the Current Path, while manufacturing is projected to contribute US$70 million more but see its overall GDP contribution rate decline by 0.03 percentage points.","ai_generated":true,"unit":"issafri-000302#insight-5","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","energy transition","environmental degradation","economic development","poverty reduction","industrial manufacturing","agriculture","infrastructure","governance"],"geography_discussed":["Africa"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis","comparative analysis"]},{"id":"issafri-000025","url":"https://climateinsightsdirectory.org/document/issafri-000025","title":"Wildcards and Megatrends: Great Power Implosion, Technology and Climate Change","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-06-06","source_url":"https://futures.issafrica.org/thematic/guide.pdf?thematic=18-africa-in-the-world&topic=07-wildcards","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report identifies several disruptive factors that could alter global trajectories, including the potential implosion of major powers like the US or China, the risks of generative AI, and the accelerating biosphere crisis. It highlights Africa's extreme vulnerability to climate change and warns that AI may exacerbate economic inequality and state surveillance. The text also notes a growing divide between the West and the Global South, driven by perceived self-centeredness during the COVID-19 pandemic and differing geopolitical responses to conflicts in Ukraine and Gaza.","ai_generated":true,"unit":"issafri-000025#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The potential implosion or democratisation of great powers could cause severe global instability. A US decline, accelerated by internal division and the undermining of the rules-based system, could lead to a 'Divided World' or 'World at War', though a 'Grand Bargain' with China remains a possibility. Similarly, the democratisation of China is expected to be 'violent and economically disruptive', with global consequences.","ai_generated":true,"unit":"issafri-000025#insight-1","date_modified":"2026-10-23"},{"text":"Climate change is identified as the most significant threat to humanity, with Africa being particularly susceptible due to its reliance on rain-fed agriculture and weak adaptive capacity. The report warns that the continent is warming faster than the global average, and some areas may become 'uninhabitable by midcentury or earlier'.","ai_generated":true,"unit":"issafri-000025#insight-2","date_modified":"2026-10-23"},{"text":"Generative artificial intelligence is treated as a 'wildcard' that could lead to a 'race to the bottom' in the development of autonomous killer systems if regulation fails. Economically, AI is currently increasing demand for high-skilled labor and capital rather than creating broad opportunities for poor and middle-income countries, while also providing tools for state surveillance and social control.","ai_generated":true,"unit":"issafri-000025#insight-3","date_modified":"2026-10-23"},{"text":"There is a widening geopolitical divide between the West and the Global South, exacerbated by Western actions during the COVID-19 pandemic regarding vaccine patents and hoarding. This is evidenced by the Global South's ambivalence toward the invasion of Ukraine, the expansion of BRICS in September 2023, and differing reactions to events in Gaza.","ai_generated":true,"unit":"issafri-000025#insight-4","date_modified":"2026-10-23"}],"climate_tags":["climate change","adaptive capacity","tipping points in the climate system","environmental change"],"geography_discussed":["United States","People's Republic of China","Russia","European Union","Pakistan","India","Japan","United Kingdom","Ukraine","Gaza Strip","Brazil","South Africa"],"frame_perspective":[],"analysis_type":["scenario analysis","forecasting"]},{"id":"issafri-000308","url":"https://climateinsightsdirectory.org/document/issafri-000308","title":"AFRICA IN THE WORLD 2043: THEMATIC FUTURES","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-06-06","source_url":"https://futures.issafrica.org/thematic/guide.pdf?thematic=18-africa-in-the-world&topic=06-impact","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document analyzes four global scenarios—Sustainable World, Growth World, Divided World, and World at War—to project Africa's trajectory by 2050. The Sustainable World scenario is identified as the most beneficial, offering the highest GDP per capita, the lowest extreme poverty rates, and reduced inequality through social grants and gender empowerment. Conversely, the World at War and Divided World scenarios are described as detrimental, constraining growth and increasing poverty. Across all scenarios, carbon emissions from fossil fuels are expected to rise due to low energy availability and population growth. Geopolitically, Africa's influence remains limited by internal fragmentation and low state capacity, though the African Union could potentially increase the continent's 'soft power' if it achieves a unified global voice.","ai_generated":true,"unit":"issafri-000308#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Sustainable World scenario provides the most positive outcomes for Africa, featuring the largest economy and highest average GDP per capita. In this scenario, 38 African countries are projected to have extreme poverty rates below 3% by 2050, compared to only nine in 2025. Inequality in Africa is expected to decrease by 9% between 2025 and 2050 due to gender empowerment, women's workforce participation, and expanded social grant programs.","ai_generated":true,"unit":"issafri-000308#insight-1","date_modified":"2026-10-23"},{"text":"The World at War and Divided World scenarios are highly disadvantageous for Africa. The World at War scenario results in the highest extreme poverty rate in Sub-Saharan Africa at 17% (396 million people) and the slowest economic growth. The Divided World scenario is projected to result in a GDP per capita 33% lower than that of the Sustainable World, with 167 million more people living in extreme poverty.","ai_generated":true,"unit":"issafri-000308#insight-2","date_modified":"2026-10-23"},{"text":"Carbon emissions from fossil fuel use in Africa are projected to increase across all four scenarios because of the continent's growing population and current low energy availability. Emissions are lowest in the World at War scenario due to significantly lower economic growth and higher poverty levels.","ai_generated":true,"unit":"issafri-000308#insight-3","date_modified":"2026-10-23"},{"text":"Africa's global influence remains limited regardless of the scenario due to political division and a lack of supranational powers in organizations like the African Union and ECOWAS. Even in the Sustainable World scenario, where GDP grows fivefold, Africa's share of global power is projected to increase by less than four percentage points to 13.3% by 2050.","ai_generated":true,"unit":"issafri-000308#insight-4","date_modified":"2026-10-23"},{"text":"The success of integration efforts, specifically the AfCFTA, is the primary driver of divergent outcomes for African countries across the scenarios. Additionally, procurement choices regarding digital infrastructure may create path dependencies, with some governments potentially preferring China's state-centered stability approach over the EU's focus on individual rights.","ai_generated":true,"unit":"issafri-000308#insight-5","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","fossil fuel","energy transition","climate change"],"geography_discussed":["sub-Saharan Africa","Seychelles","Mauritius","Gabon","Cape Verde","Equatorial Guinea","Nigeria","People's Republic of China"],"frame_perspective":[],"analysis_type":["scenario analysis","forecasting"]}]}