{"query_echo":{"q":"","filters":{"analysis_type":["poverty assessment"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'poverty assessment' for facet 'analysis_type' is not in the controlled vocabulary."}]},"total":{"value":3,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=poverty+assessment","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-000019","url":"https://climateinsightsdirectory.org/document/issafri-000019","title":"Cabo Verde Development Futures","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-05-28","source_url":"https://futures.issafrica.org/geographic/countries/cape-verde/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report projects that Cape Verde will experience significant urbanisation and economic growth by 2043, with GDP per capita rising to US$10,839 under the Current Path. While the country has high human development and political stability, it faces challenges including a high dependency on food imports (90% of food consumed is imported) and vulnerability to climate-induced flooding. The analysis explores several scenarios, finding that 'Free Trade' and 'Manufacturing/Transfers' have the highest potential to increase GDP per capita, while a 'Combined Agenda 2063' scenario could reduce extreme poverty to 3.6% of the population but would increase carbon emissions to 0.47 million tons by 2043. Energy projections suggest a transition toward renewables, with a goal for them to constitute 50% of total energy production by 2043.","ai_generated":true,"unit":"issafri-000019#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the Current Path forecast, Cape Verde is projected to see rapid urbanisation, with 73.5% of the population residing in urban areas by 2043, driven by rural droughts and the expansion of the tourism sector.","ai_generated":true,"unit":"issafri-000019#insight-1","date_modified":"2026-10-23"},{"text":"Cape Verde maintains a high level of food import dependency, with 90% of all food consumed being imported; by 2043, demand is projected to outstrip domestic production by 0.31 million metric tons.","ai_generated":true,"unit":"issafri-000019#insight-2","date_modified":"2026-10-23"},{"text":"The economy is heavily reliant on tourism, which directly accounted for 35% of GDP in 2015, making the country vulnerable to external shocks such as the COVID-19 pandemic, which caused a 14.8% GDP contraction in 2020.","ai_generated":true,"unit":"issafri-000019#insight-3","date_modified":"2026-10-23"},{"text":"Energy production is currently dominated by coal (60% in 2019), but it is projected that renewable energies will constitute 50% of total energy production by 2043.","ai_generated":true,"unit":"issafri-000019#insight-4","date_modified":"2026-10-23"},{"text":"Carbon emissions are projected to increase across all analyzed scenarios, with the Free Trade scenario causing the highest increase, resulting in 0.41 million additional tons of carbon by 2043.","ai_generated":true,"unit":"issafri-000019#insight-5","date_modified":"2026-10-23"},{"text":"The 'Combined Agenda 2063' scenario, which integrates multiple policy pushes, is projected to increase GDP per capita by US$4,824 and reduce the extreme poverty rate to 3.6% (23,000 people) by 2043.","ai_generated":true,"unit":"issafri-000019#insight-6","date_modified":"2026-10-23"},{"text":"Cape Verde has already achieved a demographic dividend, with a working-age population to dependant ratio of 1.99 in 2019, significantly higher than the lower middle-income African average of 1.32.","ai_generated":true,"unit":"issafri-000019#insight-7","date_modified":"2026-10-23"},{"text":"The country is highly vulnerable to climate change, having been ranked as the eighth most endangered nation in 2011 due to flooding.","ai_generated":true,"unit":"issafri-000019#insight-8","date_modified":"2026-10-23"}],"climate_tags":["renewable energy","solar energy","wind power","carbon dioxide emissions","climate change","flood","drought","energy transition","food security"],"geography_discussed":["Africa","Senegal","The Gambia","Mauritania","Santiago","Praia","Santo Antão","São Nicolau"],"frame_perspective":[],"analysis_type":["socioeconomic forecasting","scenario analysis","poverty assessment","environmental impact projection"]},{"id":"issafri-000291","url":"https://climateinsightsdirectory.org/document/issafri-000291","title":"ALGERIA DEVELOPMENT FUTURES: GEOGRAPHIC FUTURES","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-05-28","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=DZ&topic=04-comparisons","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document models the potential impact of different development paths on Algeria's GDP, poverty levels, and energy landscape by 2043. It finds that a 'Combined scenario'—integrating improvements in governance, education, health, and infrastructure—would significantly increase GDP per capita and reduce extreme poverty and inequality. However, this economic growth is projected to increase carbon emissions. The analysis also highlights Algeria's heavy reliance on gas and oil, while noting its potential for renewable energy development.","ai_generated":true,"unit":"issafri-000291#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"In the Combined scenario, Algeria's GDP per capita is projected to reach US$22,727 by 2043, which is 38.3% (US$6,293) higher than the Current Path's estimate of US$16,437.","ai_generated":true,"unit":"issafri-000291#insight-1","date_modified":"2026-10-23"},{"text":"The AfCFTA scenario is identified as having the most significant positive impact on GDP per capita and the overall economy, increasing GDP by US$71.3 billion (15.7%) relative to the Current Path by 2043.","ai_generated":true,"unit":"issafri-000291#insight-2","date_modified":"2026-10-23"},{"text":"The Combined scenario is expected to drastically reduce extreme poverty (at the US$3.20 per day threshold), lifting 391,000 people out of poverty compared to the Current Path, leaving only 3,000 people in extreme poverty by 2043.","ai_generated":true,"unit":"issafri-000291#insight-3","date_modified":"2026-10-23"},{"text":"Economic expansion in the Combined scenario is driven largely by the service and manufacturing sectors; the service sector's contribution to GDP is projected to rise from 33.9% to 36.6%, while manufacturing will increase by 4.4 percentage points.","ai_generated":true,"unit":"issafri-000291#insight-4","date_modified":"2026-10-23"},{"text":"The Combined scenario is projected to reduce the informal economy's share of GDP by approximately 8.2% relative to the Current Path's 25.6%.","ai_generated":true,"unit":"issafri-000291#insight-5","date_modified":"2026-10-23"},{"text":"While the Combined scenario improves social metrics—increasing life expectancy to 82 years and reducing the Gini coefficient by 12.5%—it also increases total carbon emissions to 85 million tons by 2043, which is 19.2% higher than the Current Path.","ai_generated":true,"unit":"issafri-000291#insight-6","date_modified":"2026-10-23"},{"text":"Algeria's energy production is dominated by gas and oil; in 2019, gas production was 554 million BOE (59.8% of total production), and total energy production is forecast to grow from 926 million BOE in 2019 to 2.6 billion BOE by 2043 under the Current Path.","ai_generated":true,"unit":"issafri-000291#insight-7","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","renewable energy","climate change","natural gas","petroleum","coal","shale gas","energy transition"],"geography_discussed":["North Africa"],"frame_perspective":[],"analysis_type":["economic forecasting","scenario analysis","poverty assessment","energy analysis"]},{"id":"issafri-001863","url":"https://climateinsightsdirectory.org/document/issafri-001863","title":"RD Congo","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"fr","date_published":"2024-05-16","source_url":"https://futures.issafrica.org/special-reports/country/drc-french/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes the Democratic Republic of the Congo's (DRC) socio-economic status, highlighting a stark contrast between its vast natural resources—including 50% of global cobalt reserves—and its high levels of extreme poverty. It projects that under a 'base scenario' of current policies, the DRC will remain one of the world's poorest countries by 2043. However, the report simulates an 'Agenda 2063' combined scenario where strategic interventions in agriculture, industrialization, governance, and infrastructure could significantly increase GDP, reduce extreme poverty from 26.1% to 6.6%, and diversify the economy away from raw material exports.","ai_generated":true,"unit":"issafri-001863#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The DRC possesses immense natural wealth, including the world's second-largest tropical rainforest and approximately 50% of global cobalt reserves, yet it remains one of the poorest nations globally.","ai_generated":true,"unit":"issafri-001863#insight-1","date_modified":"2026-10-23"},{"text":"Extreme poverty is pervasive; in 2022, 71.8 million people (72.3% of the population) lived on less than $2.15 per day. On the current trajectory, 48.1 million people (26.1% of the population) will still live in extreme poverty by 2043.","ai_generated":true,"unit":"issafri-001863#insight-2","date_modified":"2026-10-23"},{"text":"The economy is heavily dependent on raw material exports, specifically oil, copper, cobalt, tin, tungsten, and tantalum, making it vulnerable to global price shocks and the green energy transition.","ai_generated":true,"unit":"issafri-001863#insight-3","date_modified":"2026-10-23"},{"text":"The DRC has the largest untapped agricultural potential in Africa, with 80 million hectares of arable land, but only about 10% is currently cultivated.","ai_generated":true,"unit":"issafri-001863#insight-4","date_modified":"2026-10-23"},{"text":"Energy access is among the lowest in the world; as of 2022, only 21.2% of the population had access to electricity, despite a massive hydroelectric potential estimated at 100 GW.","ai_generated":true,"unit":"issafri-001863#insight-5","date_modified":"2026-10-23"},{"text":"The informal sector is a major constraint to growth, representing approximately 41.8% of the GDP in 2022 and dominating employment at 88.6% of the total.","ai_generated":true,"unit":"issafri-001863#insight-6","date_modified":"2026-10-23"},{"text":"A combined 'Agenda 2063' scenario, integrating all eight sectoral improvements, could increase the GDP to 449.8 billion USD by 2043, compared to 259.8 billion USD on the current trajectory.","ai_generated":true,"unit":"issafri-001863#insight-7","date_modified":"2026-10-23"},{"text":"Under the Agenda 2063 scenario, the poverty rate would drop to 6.6% (11.2 million people) by 2043, demonstrating the potential of concerted policy action across sectors.","ai_generated":true,"unit":"issafri-001863#insight-8","date_modified":"2026-10-23"},{"text":"The implementation of the African Continental Free Trade Area (AfCFTA/ZLECAf) could turn the DRC's structurally deficit trade balance positive between 2029 and 2035.","ai_generated":true,"unit":"issafri-001863#insight-9","date_modified":"2026-10-23"},{"text":"Governance remains a critical barrier, with the DRC's governance efficiency index being 28.5% below the average for low-income African countries in 2022.","ai_generated":true,"unit":"issafri-001863#insight-10","date_modified":"2026-10-23"}],"climate_tags":["hydroelectricity","solar energy","wind energy","energy transition","green economy","carbon dioxide emissions"],"geography_discussed":["Africa","Kinshasa","Brazil"],"frame_perspective":[],"analysis_type":["socio-economic projection","sectoral scenario modeling","poverty assessment"]}]}