{"query_echo":{"q":"","filters":{"analysis_type":["sectoral scenario analysis"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'sectoral scenario analysis' for facet 'analysis_type' is not in the controlled vocabulary."}]},"total":{"value":2,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=sectoral+scenario+analysis","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-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-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"]}]}