{"query_echo":{"q":"","filters":{"climate_tags":["agriculture"]},"warnings":[]},"total":{"value":873,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?climate_tags=agriculture","next":"https://climateinsightsdirectory.org/api/v1/search?climate_tags=agriculture&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":"wwatt-000056","url":"https://climateinsightsdirectory.org/document/wwatt-000056","title":"Climate change is reducing early wet season rainfall in Puerto Rico and Jamaica","publisher":{"name":"World Weather Attribution","organization":"world-weather-attribution"},"document_type":"report","language":"en","date_published":"2026-08-28","source_url":"https://www.worldweatherattribution.org/climate-change-is-reducing-early-wet-season-rainfall-in-puerto-rico-and-jamaica/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report finds that human-induced climate change has reduced rainfall in Jamaica by approximately 6% and in Puerto Rico by about 9%. These changes have increased the likelihood of severe effective precipitation events in both regions compared to a pre-industrial climate. The study highlights that warmer temperatures intensify drought severity through higher evaporation, making the 2026 early wet season rainfall deficits more frequent and severe.","ai_generated":true,"unit":"wwatt-000056#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Human-induced climate change has caused a decrease in rainfall of approximately 6% in Jamaica and about 9% in Puerto Rico.","ai_generated":true,"unit":"wwatt-000056#insight-1","date_modified":"2026-10-23"},{"text":"The likelihood of experiencing an effective precipitation event similar to that of 2026 has increased by 40% in Jamaica and 30% in Puerto Rico compared to a cooler or pre-industrial climate.","ai_generated":true,"unit":"wwatt-000056#insight-2","date_modified":"2026-10-23"},{"text":"The 2026 drought conditions were rare, with the lowest rainfall event in Puerto Rico having a 50-year return period and a 30-year return period in Jamaica.","ai_generated":true,"unit":"wwatt-000056#insight-3","date_modified":"2026-10-23"},{"text":"Warmer temperatures have increased drought severity via higher evaporation; the effective precipitation event from May to July 2026 was a 15-year event in Puerto Rico and a 30-year event in Jamaica.","ai_generated":true,"unit":"wwatt-000056#insight-4","date_modified":"2026-10-23"},{"text":"Projections for a further +1.4C of warming suggest that rainfall for events of this rarity would decrease by another 10% across Jamaica, Puerto Rico, and the Lesser Antilles, with the likelihood of effective precipitation events increasing 3 times in Jamaica and 2.5 times in Puerto Rico.","ai_generated":true,"unit":"wwatt-000056#insight-5","date_modified":"2026-10-23"}],"climate_tags":["drought","climate change","water scarcity","agriculture","food security","rainwater harvesting"],"geography_discussed":["Saint Lucia","St Vincent","United States Virgin Islands","Grenada","St Kitts"],"frame_perspective":[],"analysis_type":["attribution study","climate projection"]},{"id":"natjust-000045","url":"https://climateinsightsdirectory.org/document/natjust-000045","title":"Améliorer l'implication des femmes rurales et péri-urbaines dans la gestion du changement climatique par l'autonomisation juridique au Sénégal","publisher":{"name":"Natural Justice","organization":"natural-justice"},"document_type":"report","language":"fr","date_published":"2026-07-10","source_url":"https://naturaljustice.org/publication/ameliorer-limplication-des-femmes-rurales-et-peri-urbainesdans-la-gestion-du-changement-climatique-par-lautonomisationjuridique-au-senegal/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document outlines a study by Natural Justice and the International Development Research Centre (IDRC) focusing on the systemic barriers preventing women in Senegal's rural and coastal primary economies from effectively managing climate change. It argues that women possess essential empirical knowledge for resilience but are hindered by structural locks in local governance and a technocratic approach to public policy. The study seeks to move beyond viewing women as 'passive vulnerability' toward a model of legal empowerment that enables actual agency in decision-making processes regarding land access, inputs, and financing.","ai_generated":true,"unit":"natjust-000045#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Climate disruptions in Senegal disproportionately worsen gender inequalities within the rural and coastal primary economy, where women are central to adaptation and resource management but face resilient structural barriers.","ai_generated":true,"unit":"natjust-000045#insight-1","date_modified":"2026-10-23"},{"text":"Current public policies often employ a technocratic, top-down approach that depoliticizes critical issues such as rural land access, financing, and control of inputs.","ai_generated":true,"unit":"natjust-000045#insight-2","date_modified":"2026-10-23"},{"text":"The formal application of parity laws in Local Decision-Making Bodies (IDD) results in a purely numerical participation that lacks actual power.","ai_generated":true,"unit":"natjust-000045#insight-3","date_modified":"2026-10-23"}],"climate_tags":["climate change adaptation","natural resource management","agriculture","forestry","local government"],"geography_discussed":["Bargny","Cayar","Saloum Delta","Toubacouta","Sokone"],"frame_perspective":[],"analysis_type":["baseline study","research-action"]},{"id":"sei-000103","url":"https://climateinsightsdirectory.org/document/sei-000103","title":"Methane Action: Africa Perspective","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"research paper","language":"en","date_published":"2026-07-10","source_url":"https://www.sei.org/publications/methane-action-africa-perspective/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The document examines the implications of the Angera Declaration for Africa, noting that the agreement's call for coordinated technological and political action aligns with existing regional initiatives like the African Methane Community of Practice (AMCoP) and the African Clean Air Program (ACAP).","ai_generated":true,"unit":"sei-000103#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Angera Declaration is a ten-point agreement signed by more than 150 scientists that calls for global action and coordinated political and technological efforts to mitigate methane emissions.","ai_generated":true,"unit":"sei-000103#insight-1","date_modified":"2026-10-23"},{"text":"The goals of the Angera Declaration align with several African-led initiatives, including the African Clean Air Program (ACAP), the African Clean Air Forum, and the African Methane Community of Practice (AMCoP), which all support the Integrated Assessment of Air Pollution and Climate Change for Sustainable Development in Africa.","ai_generated":true,"unit":"sei-000103#insight-2","date_modified":"2026-10-23"},{"text":"The combination of the Angera Declaration and the Integrated Assessment has the potential to drive sustainable growth across Africa by increasing momentum for methane reduction.","ai_generated":true,"unit":"sei-000103#insight-3","date_modified":"2026-10-23"}],"climate_tags":["methane emissions","agriculture","petroleum industry","waste management","air pollution"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["policy assessment"]},{"id":"catf-000418","url":"https://climateinsightsdirectory.org/document/catf-000418","title":"What the King saw: How methane action can slow warming in our lifetimes","publisher":{"name":"Clean Air Task Force","organization":"clean-air-task-force"},"document_type":"policy brief","language":"en","date_published":"2026-07-09","source_url":"https://www.catf.us/2026/07/what-the-king-saw-how-methane-action-can-slow-warming-in-our-lifetimes/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The policy brief emphasizes that cutting methane emissions can slow the rate of warming within current lifetimes because methane has a shorter atmospheric lifespan than carbon dioxide. It highlights the use of optical gas imaging to identify invisible leaks and argues that the fossil fuel industry wastes 200 billion cubic meters of gas annually through leaks and flaring. The document advocates for the EU Methane Regulation's application to imports to potentially cut global oil and gas methane emissions by 30 per cent. Additionally, it promotes the Fossil Fuel Regulatory Programme (FFRP), which assists low- and middle-income countries in establishing emissions rules, with Egypt, Brazil, and Bosnia and Herzegovina recently joining the initiative.","ai_generated":true,"unit":"catf-000418#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Methane is responsible for nearly one third of current global warming, but because it persists in the atmosphere for a shorter duration than carbon dioxide, reducing its emissions can slow warming within current lifetimes.","ai_generated":true,"unit":"catf-000418#insight-1","date_modified":"2026-10-23"},{"text":"The global fossil fuel system wastes approximately 200 billion cubic meters of gas every year through flaring and methane leaks, a volume roughly double the annual liquefied natural gas exports of Qatar.","ai_generated":true,"unit":"catf-000418#insight-2","date_modified":"2026-10-23"},{"text":"The EU Methane Regulation, which mandates that fossil fuel companies measure, report, and reduce emissions including those from imported fuels, has the potential to reduce global oil and gas methane emissions by up to 30 per cent.","ai_generated":true,"unit":"catf-000418#insight-3","date_modified":"2026-10-23"},{"text":"The Fossil Fuel Regulatory Programme (FFRP), launched in 2024 with UK government support, provides low- and middle-income countries with technical assistance—including legal drafting and regulator training—to turn methane commitments into enforceable rules. Egypt, Brazil, and Bosnia and Herzegovina are new participants in a programme aiming to support up to 20 developing-country governments.","ai_generated":true,"unit":"catf-000418#insight-4","date_modified":"2026-10-23"},{"text":"Effective implementation across eligible national and subnational programmes is estimated to prevent roughly 13.4 million tonnes of methane emissions annually by 2030.","ai_generated":true,"unit":"catf-000418#insight-5","date_modified":"2026-10-23"}],"climate_tags":["methane","liquefied natural gas","energy security","agriculture","waste management"],"geography_discussed":["Europe","Ecuador","Romania","Qatar","Egypt","Brazil","Bosnia and Herzegovina","United Kingdom"],"frame_perspective":[],"analysis_type":["policy analysis","technical assessment"]},{"id":"cliinstca-000029","url":"https://climateinsightsdirectory.org/document/cliinstca-000029","title":"Fiche renseignements : Sécheresse","publisher":{"name":"Canadian Climate Institute","organization":"canadian-climate-institute"},"document_type":"fact sheet","language":"fr","date_published":"2026-06-22","source_url":"https://institutclimatique.ca/news/fiche-renseignements-secheresse/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document details how climate change intensifies droughts through higher temperatures and altered precipitation, leading to severe economic losses in agriculture and hydropower, increased wildfire risks, and public health threats in Canada.","ai_generated":true,"unit":"cliinstca-000029#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Climate change is increasing the frequency and severity of droughts globally, with over 40% of global land area expected to experience year-round drying by the end of the century, even under optimistic scenarios.","ai_generated":true,"unit":"cliinstca-000029#insight-1","date_modified":"2026-10-23"},{"text":"In Canada, the Prairie provinces, southern Northwest Territories, parts of interior British Columbia, and most of Ontario are likely to be the most affected by increased drought frequency and intensity.","ai_generated":true,"unit":"cliinstca-000029#insight-2","date_modified":"2026-10-23"},{"text":"Droughts have caused significant economic damage to Canadian agriculture, evidenced by crop insurance payments rising from 890 million dollars in 2018 to 4.9 billion dollars in 2022.","ai_generated":true,"unit":"cliinstca-000029#insight-3","date_modified":"2026-10-23"},{"text":"Drought conditions negatively impact hydropower production and revenue; for example, Hydro-Québec saw a revenue decrease of 866 million dollars in 2024 due to low reservoir levels and reduced exports.","ai_generated":true,"unit":"cliinstca-000029#insight-4","date_modified":"2026-10-23"},{"text":"Droughts exacerbate other environmental disasters, specifically fueling wildfires by drying vegetation and soils; widespread drought was a major factor in the 2025 wildfire season, the second worst in Canadian history.","ai_generated":true,"unit":"cliinstca-000029#insight-5","date_modified":"2026-10-23"},{"text":"Public health is threatened by droughts through degraded drinking water quality, increased risk of waterborne diseases, respiratory issues from wind-blown dust, and mental health challenges such as anxiety and depression among farmers.","ai_generated":true,"unit":"cliinstca-000029#insight-6","date_modified":"2026-10-23"},{"text":"Recommended government actions to mitigate drought risks include proactive planning (such as Alberta's response plan), water conservation policies, improved early warning systems like the Drought Watch tool, and investments in climate modeling for hydropower.","ai_generated":true,"unit":"cliinstca-000029#insight-7","date_modified":"2026-10-23"}],"climate_tags":["drought","climate change","wildfire","agriculture","hydropower","water management","public health","climate change adaptation"],"geography_discussed":["World","Alberta","Saskatchewan","British Columbia","Manitoba","Quebec","Ontario","Northwest Territories","Abitibi"],"frame_perspective":[],"analysis_type":["impact assessment","policy recommendation"]},{"id":"cliinstca-000318","url":"https://climateinsightsdirectory.org/document/cliinstca-000318","title":"Climate Change and Drought","publisher":{"name":"Canadian Climate Institute","organization":"canadian-climate-institute"},"document_type":"fact sheet","language":"en","date_published":"2026-06-22","source_url":"https://climateinstitute.ca/news/fact-sheet-climate-change-and-drought/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"Climate change is increasing the risk and severity of droughts globally and across Canada, leading to significant economic losses in agriculture and hydroelectricity, increased wildfire risk, and public health threats. In Canada, the southern Prairies and interior British Columbia are particularly vulnerable, with 2025 seeing 85% of the country abnormally dry. The document advocates for proactive drought response plans, water conservation, and strengthened agricultural resilience to mitigate these impacts.","ai_generated":true,"unit":"cliinstca-000318#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Climate change is increasing the frequency and severity of droughts globally, with over 40% of global land area expected to experience year-round drying by the end of the 21st century, even under low-warming scenarios.","ai_generated":true,"unit":"cliinstca-000318#insight-1","date_modified":"2026-10-23"},{"text":"In Canada, drought risk is increasing across most of the country, with the Prairie provinces, southern Northwest Territories, interior British Columbia, and most of Ontario likely to see the greatest increases in severity and frequency. By September 2025, approximately 85% of Canada was in drought conditions or abnormally dry.","ai_generated":true,"unit":"cliinstca-000318#insight-2","date_modified":"2026-10-23"},{"text":"Droughts have caused severe economic disruptions in Canada, including a surge in crop insurance payments from $890 million in 2018 to $4.9 billion in 2022. In 2021, Saskatchewan's crop production fell by a record 47%, making it the only province whose economy contracted that year (-0.3%).","ai_generated":true,"unit":"cliinstca-000318#insight-3","date_modified":"2026-10-23"},{"text":"Drought conditions negatively impact hydroelectricity generation and revenue. In 2024, Hydro-Québec saw an $866 million revenue drop due to cutting exports by more than half. In 2025, severe drought caused Manitoba Hydro's operating costs to exceed its budget by $684 million.","ai_generated":true,"unit":"cliinstca-000318#insight-4","date_modified":"2026-10-23"},{"text":"Droughts act as a primary driver for wildfires by drying out vegetation and soils. Widespread drought contributed to Canada's second-worst wildfire season on record in 2025 and the worst in history in 2023.","ai_generated":true,"unit":"cliinstca-000318#insight-5","date_modified":"2026-10-23"},{"text":"Droughts pose significant risks to human health, including degraded drinking water quality, increased risk of water-borne diseases, respiratory issues from windblown dust, and mental health challenges such as anxiety and depression, particularly for farmers.","ai_generated":true,"unit":"cliinstca-000318#insight-6","date_modified":"2026-10-23"},{"text":"The document recommends several government interventions to increase resilience, including implementing proactive drought response plans (such as Alberta's), adopting universal water metering, improving early warning systems like the Canadian Drought Monitor, and investing in climate modeling for the hydroelectric sector.","ai_generated":true,"unit":"cliinstca-000318#insight-7","date_modified":"2026-10-23"}],"climate_tags":["drought","climate change","wildfire","water scarcity","agriculture","hydroelectricity","water conservation","climate change adaptation","mental health"],"geography_discussed":["World","Alberta","Saskatchewan","Quebec","British Columbia","Manitoba","Ontario","Northwest Territories"],"frame_perspective":[],"analysis_type":["impact assessment","policy recommendation"]},{"id":"issafri-000002","url":"https://climateinsightsdirectory.org/document/issafri-000002","title":"Zimbabwe","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-06-15","source_url":"https://futures.issafrica.org/geographic/countries/zimbabwe/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes Zimbabwe's development path to 2043, comparing a 'Current Path' (business-as-usual) with various sectoral and combined scenarios. It identifies manufacturing as the most critical driver for GDP growth and poverty reduction. While the Current Path suggests slow progress toward Sustainable Development Goals, the 'Combined scenario'—integrating reforms in governance, infrastructure, health, and trade—could significantly increase GDP per capita, reduce extreme poverty to 3%, and transition the energy system toward renewables, drastically cutting carbon emissions.","ai_generated":true,"unit":"issafri-000002#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the 'Current Path', Zimbabwe is unlikely to meet its Vision 2030 target of 7% to 10% annual GDP growth, with projections showing an average of 5% between 2023 and 2030.","ai_generated":true,"unit":"issafri-000002#insight-1","date_modified":"2026-10-23"},{"text":"The manufacturing sector is identified as the most impactful individual driver for economic improvement; its prioritisation could raise GDP per capita to US$7,040 by 2043 and reduce the extreme poverty rate to 9%.","ai_generated":true,"unit":"issafri-000002#insight-2","date_modified":"2026-10-23"},{"text":"A 'Combined scenario' involving multi-sectoral interventions could push GDP per capita (PPP) to US$9,470 by 2043 and reduce the extreme poverty rate to 3% (610,000 people), aligning with SDG 1.","ai_generated":true,"unit":"issafri-000002#insight-3","date_modified":"2026-10-23"},{"text":"Zimbabwe's agricultural sector faces severe food insecurity, with a crop production deficit of 2.2 million metric tons in 2023; this deficit is projected to increase nearly fivefold to 9.9 million metric tons by 2043 on the Current Path.","ai_generated":true,"unit":"issafri-000002#insight-4","date_modified":"2026-10-23"},{"text":"The transition to cleaner energy and technological leapfrogging in the Combined scenario could reduce carbon emissions from 2.5 million tons in 2023 to approximately 760,000 tons by 2043, whereas they would rise to 7.3 million tons on the Current Path.","ai_generated":true,"unit":"issafri-000002#insight-5","date_modified":"2026-10-23"},{"text":"Energy production in the Combined scenario is projected to reach 259.1 million barrels of oil equivalent, creating an energy surplus of 112.6 million barrels of oil equivalent and reducing reliance on fossil fuels and hydro.","ai_generated":true,"unit":"issafri-000002#insight-6","date_modified":"2026-10-23"},{"text":"The informal sector remains a dominant economic force, contributing 54% of GDP and 40% of employment in 2023; the Combined scenario aims to shift 31% of this contribution to the formal economy by 2043.","ai_generated":true,"unit":"issafri-000002#insight-7","date_modified":"2026-10-23"},{"text":"Implementation of the AfCFTA scenario could reduce Zimbabwe's trade deficit to 3.6% of GDP by 2043, compared to 5.5% on the Current Path, though it may cause a 'crowding-out' effect on manufacturing exports.","ai_generated":true,"unit":"issafri-000002#insight-8","date_modified":"2026-10-23"},{"text":"Public health improvements in the Demographics and Health scenario could reduce the infant mortality rate to 15 deaths per 1,000 live births by 2043, compared to 23 on the Current Path.","ai_generated":true,"unit":"issafri-000002#insight-9","date_modified":"2026-10-23"},{"text":"Governance reforms in the Governance scenario could increase the composite governance index to 0.62 by 2043, surpassing the average for lower-middle-income African countries, compared to 0.55 on the Current Path.","ai_generated":true,"unit":"issafri-000002#insight-10","date_modified":"2026-10-23"}],"climate_tags":["agriculture","carbon dioxide emissions","fossil fuel","hydroelectricity","renewable energy","solar energy","wind power","climate change adaptation","food security"],"geography_discussed":["Zambia","Mozambique","South Africa","Botswana","Harare","Bulawayo"],"frame_perspective":[],"analysis_type":["sectoral analysis","economic forecasting","scenario modeling","policy assessment"]},{"id":"issafri-000014","url":"https://climateinsightsdirectory.org/document/issafri-000014","title":"Sudan Development Futures","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-06-15","source_url":"https://futures.issafrica.org/geographic/countries/sudan/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes Sudan's development prospects through 2043, identifying violent conflict as the primary constraint to growth. It uses scenario modelling to demonstrate that while the 'Current Path' leads to stagnation and high poverty, a 'Combined scenario' of reforms in agriculture, governance, and infrastructure could significantly increase GDP and reduce extreme poverty. The analysis emphasizes that peace is a necessary precondition for these transformations.","ai_generated":true,"unit":"issafri-000014#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Violent conflict is identified as the single most significant barrier to Sudan's development, causing massive displacement, infrastructure destruction, and the near-total collapse of state institutions.","ai_generated":true,"unit":"issafri-000014#insight-1","date_modified":"2026-10-23"},{"text":"On the 'Current Path' (business-as-usual), Sudan is projected to miss Sustainable Development Goal 1, with the poverty rate remaining at 38.8% (31.7 million people) by 2043.","ai_generated":true,"unit":"issafri-000014#insight-2","date_modified":"2026-10-23"},{"text":"The 'Combined scenario'—integrating multiple sectoral reforms—could raise Sudan's GDP to US$58.2 billion by 2043 and lift 17.3 million more people out of extreme poverty compared to the Current Path.","ai_generated":true,"unit":"issafri-000014#insight-3","date_modified":"2026-10-23"},{"text":"Agricultural transformation is one of the most powerful levers for raising incomes; the 'Agriculture scenario' could reduce crop import dependency to 25% by 2043, compared to 45.9% on the Current Path.","ai_generated":true,"unit":"issafri-000014#insight-4","date_modified":"2026-10-23"},{"text":"Governance reform is the most impactful scenario for poverty reduction, with the potential to improve the composite governance index score to 0.50 by 2043.","ai_generated":true,"unit":"issafri-000014#insight-5","date_modified":"2026-10-23"},{"text":"Sudan's healthcare system has suffered catastrophic failure due to the war, with 70-80% of facilities in conflict zones rendered non-functional.","ai_generated":true,"unit":"issafri-000014#insight-6","date_modified":"2026-10-23"},{"text":"The education system is experiencing a profound crisis, with only 20% of schools currently operational and over 19 million children facing disruptions.","ai_generated":true,"unit":"issafri-000014#insight-7","date_modified":"2026-10-23"},{"text":"Sudan faces a significant energy deficit; total energy demand is projected to reach 129.3 million BOE by 2043 on the Current Path, outstripping production.","ai_generated":true,"unit":"issafri-000014#insight-8","date_modified":"2026-10-23"},{"text":"The country's high fertility rate and youthful population create a high dependency ratio, which limits domestic savings and government revenue.","ai_generated":true,"unit":"issafri-000014#insight-9","date_modified":"2026-10-23"},{"text":"Economic losses from the 2023 conflict alone are estimated at US$6.4 billion, which pushed approximately 6.9 million additional people into extreme poverty.","ai_generated":true,"unit":"issafri-000014#insight-10","date_modified":"2026-10-23"}],"climate_tags":["agriculture","food security","climate resilience","carbon dioxide emissions","renewable energy","solar energy","wind power","hydropower","bioenergy","deforestation","land-use change","water scarcity","energy transition"],"geography_discussed":["Africa","South Sudan","Khartoum","Darfur","Kordofan","Gezira"],"frame_perspective":[],"analysis_type":["scenario modelling","economic forecasting","sectoral analysis"]},{"id":"issafri-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-000043","url":"https://climateinsightsdirectory.org/document/issafri-000043","title":"ZAMBIA DEVELOPMENT FUTURES: GEOGRAPHIC FUTURES","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-06-15","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=ZM&topic=combined-agenda-2063","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report forecasts that Zambia's GDP per capita would increase by 51% by 2043 under the Combined Agenda 2063 scenario compared to the Current Path, potentially lifting an additional 9.4 million people out of extreme poverty. While the economy would grow to US$157.5 billion, the services sector would continue to dominate, and carbon emissions are projected to rise to 6 million tons due to economic expansion.","ai_generated":true,"unit":"issafri-000043#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the Combined Agenda 2063 scenario, Zambia's GDP per capita is projected to reach US$8,244 by 2043, representing a 51% improvement (an increase of US$2,776) over the Current Path forecast of US$5,467. The most significant drivers of this increase are the Free Trade, Leapfrogging, and Infrastructure scenarios, while Financial Flows and Health/WaSH have the smallest impacts.","ai_generated":true,"unit":"issafri-000043#insight-1","date_modified":"2026-10-23"},{"text":"The Combined Agenda 2063 scenario could significantly reduce extreme poverty in Zambia, lowering it to 42.1% (12.6 million people) by 2043, compared to 67.3% (22 million people) under the Current Path. This represents the potential to lift an additional 9.4 million Zambians out of extreme poverty.","ai_generated":true,"unit":"issafri-000043#insight-2","date_modified":"2026-10-23"},{"text":"Zambia's total economy is forecast to be 70% larger in 2043 under the Combined Agenda 2063 scenario, reaching US$157.5 billion, compared to US$92.8 billion on the Current Path. The services sector is expected to dominate the economy, increasing its contribution to GDP to 62.1% in the Combined scenario, while the small size of the agriculture and manufacturing sectors remains below the average for lower middle-income African peers.","ai_generated":true,"unit":"issafri-000043#insight-3","date_modified":"2026-10-23"},{"text":"Carbon emissions in Zambia are projected to increase to 6 million tons by 2043 under the Agenda 2063 scenario, which is 140% above the Current Path forecast. This increase is attributed to the 70% larger economy, although the report notes that emissions are starting from a very low base of 1.31 million tons in 2019.","ai_generated":true,"unit":"issafri-000043#insight-4","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","agriculture","infrastructure","industrial manufacturing","climate finance","economic growth"],"geography_discussed":["Africa"],"frame_perspective":[],"analysis_type":["economic forecasting","scenario analysis"]},{"id":"issafri-000060","url":"https://climateinsightsdirectory.org/document/issafri-000060","title":"Tanzania: Conclusion and Recommendations","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-06-15","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=TZ&topic=05-conclusion","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report identifies structural constraints in Tanzania, such as extreme informality and infrastructure gaps, and proposes a 'Combined scenario' of coordinated reforms. This integrated pathway could increase GDP by US$80.4 billion and reduce poverty from 71% to 24% by 2043. Key recommendations include deepening AfCFTA integration, modernising agriculture, diversifying energy sources, and mainstreaming climate adaptation.","ai_generated":true,"unit":"issafri-000060#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Tanzania faces significant structural constraints that hinder productivity and inclusion, most notably extreme informality, which accounts for 46% of GDP and 76% of employment, making it the second highest in Africa.","ai_generated":true,"unit":"issafri-000060#insight-1","date_modified":"2026-10-23"},{"text":"Analysis of sectoral scenarios indicates that the African Continental Free Trade Area (AfCFTA) provides the largest improvement in GDP per capita and the second-largest reduction in poverty, while the Governance scenario results in the greatest decline in poverty.","ai_generated":true,"unit":"issafri-000060#insight-2","date_modified":"2026-10-23"},{"text":"A 'Combined scenario' of simultaneous investments across multiple sectors could raise Tanzania's GDP by US$80.4 billion above the current path by 2043, moving the country from the 11th to the 6th-largest economy in Africa.","ai_generated":true,"unit":"issafri-000060#insight-3","date_modified":"2026-10-23"},{"text":"Under the integrated Combined scenario, poverty is projected to drop from 71% in 2023 to 24% in 2043, representing a reduction of 15 million people living in poverty based on the LMIC poverty line of US$3.65 per day.","ai_generated":true,"unit":"issafri-000060#insight-4","date_modified":"2026-10-23"},{"text":"To enhance climate resilience, the document recommends localising the implementation of Nationally Determined Contributions (NDCs), investing in low-carbon infrastructure and sustainable land use, and scaling up nature-based solutions.","ai_generated":true,"unit":"issafri-000060#insight-5","date_modified":"2026-10-23"}],"climate_tags":["climate resilience","nature-based solutions","Nationally Determined Contributions","renewable energy","natural gas","agriculture","industrial policy","rural electrification"],"geography_discussed":["Africa"],"frame_perspective":[],"analysis_type":["scenario analysis","policy recommendation","economic forecasting"]},{"id":"issafri-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-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-000092","url":"https://climateinsightsdirectory.org/document/issafri-000092","title":"Zimbabwe: Conclusion","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-06-15","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=ZW&topic=05-conclusion","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The report identifies structural challenges in Zimbabwe, including political instability and climate vulnerabilities, and proposes a synergised policy approach across sectors like manufacturing, agriculture, and governance. It argues that prioritising industrialisation and AfCFTA integration could accelerate GDP growth to 9% by 2030 and peak at 14% in 2037.","ai_generated":true,"unit":"issafri-000092#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Zimbabwe faces several persistent structural challenges that hinder its development, including political and economic instability, weak governance, low technological adoption, limited economic diversification, outdated infrastructure, a slow demographic transition, a low-skilled workforce, and climate vulnerabilities. Consequently, the current pace of human and economic development is insufficient to achieve the Sustainable Development Goals (SDGs) by 2030.","ai_generated":true,"unit":"issafri-000092#insight-1","date_modified":"2026-10-23"},{"text":"The report recommends a comprehensive set of policy interventions to unlock Zimbabwe's potential, including modernising agriculture through precision farming and irrigation, expanding STEM and vocational education, increasing healthcare and WaSH investment, and promoting the adoption of AI and digital technologies.","ai_generated":true,"unit":"issafri-000092#insight-2","date_modified":"2026-10-23"},{"text":"Industrialisation is identified as the cornerstone for sustainable growth, specifically through strategic investments in mineral beneficiation for lithium, platinum, diamond, iron ore, chromium, and gold, as well as agro-processing.","ai_generated":true,"unit":"issafri-000092#insight-3","date_modified":"2026-10-23"},{"text":"Under a 'Manufacturing scenario', the implementation of these policy interventions is projected to drive GDP growth to 9% by 2030, reaching a peak of 14% in 2037, and stabilising at 9% by 2043. This aligns with the targets of Zimbabwe's Vision 2030, which seeks a GDP growth rate of 7–10% by 2030.","ai_generated":true,"unit":"issafri-000092#insight-4","date_modified":"2026-10-23"}],"climate_tags":["climate change vulnerability","agriculture","precision agriculture","governance"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["policy recommendations","economic forecasting"]},{"id":"issafri-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-000131","url":"https://climateinsightsdirectory.org/document/issafri-000131","title":"Uganda Background","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-06-15","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=UG&topic=01-background","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document outlines Uganda's transition to multiparty democracy and its current governance structure. It details the country's natural resource wealth, specifically the discovery of oil reserves on Lake Albert and the planned East African Crude Oil Pipeline (EACOP), while noting environmental opposition from the European Union Parliament. The text also traces Uganda's economic planning from early independence through to Vision 2040 and the current Third National Development Plan (NDPIII), which focuses on resource-led industrialisation to achieve upper-middle-income status by 2040.","ai_generated":true,"unit":"issafri-000131#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Uganda is developing oil reserves discovered in 2006 on Lake Albert through a US$10-billion agreement involving TotalEnergies and the China National Offshore Oil Corporation, which includes the construction of the 1,400 km East African Crude Oil Pipeline (EACOP) to Tanzania's Tanga port. However, the European Union Parliament requested that TotalEnergies stop activities in 2022 due to environmental concerns.","ai_generated":true,"unit":"issafri-000131#insight-1","date_modified":"2026-10-23"},{"text":"Vision 2040 aims to transform Uganda from a peasant to a modern and prosperous country, targeting upper-middle-income status by 2040 with a GDP per capita of US$9,500. This vision is currently being implemented via the Third National Development Plan (NDPIII) for 2020/21–2024/25, which emphasizes resource-led industrialisation in agriculture, tourism, and minerals.","ai_generated":true,"unit":"issafri-000131#insight-2","date_modified":"2026-10-23"},{"text":"Despite economic growth—including a doubling of GDP between 2010/11 and 2018/19—Uganda faces significant structural challenges: 68.9% of households remain in a subsistence economy, 78% of the population is youth, and the country struggles with high electricity costs and corruption. Additionally, the invasion of Ukraine has increased food and fertiliser costs, leading to a projected real GDP growth of 4.4%.","ai_generated":true,"unit":"issafri-000131#insight-3","date_modified":"2026-10-23"}],"climate_tags":["petroleum industry","agriculture","water resource"],"geography_discussed":["Tanzania","Democratic Republic of the Congo","Kenya","South Sudan","Rwanda"],"frame_perspective":[],"analysis_type":["descriptive","economic analysis"]},{"id":"issafri-000175","url":"https://climateinsightsdirectory.org/document/issafri-000175","title":"Zimbabwe: Introduction","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=ZW&topic=01-introduction","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document introduces Zimbabwe as a landlocked, lower-middle-income country in Southern Africa. It details the nation's administrative structure, its membership in regional bodies like SADC and the AU, and its ethnic makeup, which is predominantly Shona (81%) and Ndebele (12%). The text describes Zimbabwe's diverse topography and rich natural resources, including lithium and platinum, while noting that the country has struggled with governance and economic instability since its independence from Britain in 1980.","ai_generated":true,"unit":"issafri-000175#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Zimbabwe is a landlocked, lower-middle-income country in Southern Africa with a total land area of 390,757 square kilometres, bordering Zambia, Mozambique, South Africa, and Botswana.","ai_generated":true,"unit":"issafri-000175#insight-1","date_modified":"2026-10-23"},{"text":"The population is primarily composed of the Shona people (approximately 81%) and the Ndebele (about 12%), with smaller groups including the Ndau, Tonga, and Shangani.","ai_generated":true,"unit":"issafri-000175#insight-2","date_modified":"2026-10-23"},{"text":"Zimbabwe possesses significant natural resources, specifically gold, diamonds, platinum, chrome, and lithium, as well as fertile agricultural land.","ai_generated":true,"unit":"issafri-000175#insight-3","date_modified":"2026-10-23"},{"text":"Since gaining independence from Britain on 18 April 1980, Zimbabwe has experienced challenges involving human development, political instability, and governance.","ai_generated":true,"unit":"issafri-000175#insight-4","date_modified":"2026-10-23"}],"climate_tags":["agriculture"],"geography_discussed":["Zambia","Mozambique","South Africa","Botswana","Harare","Eastern Highlands","Kalahari Basin"],"frame_perspective":[],"analysis_type":["descriptive"]},{"id":"issafri-000195","url":"https://climateinsightsdirectory.org/document/issafri-000195","title":"Tunisia: Introduction","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=TN&topic=01-introduction","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document outlines Tunisia's trajectory from independence in 1956 through the 2010 Freedom and Dignity Revolution and the subsequent democratic transition. It highlights a recent period of democratic regression since 2021 under President Kaïs Saïed, alongside deteriorating economic conditions characterized by rising public debt, high youth unemployment, and stalled IMF negotiations. The text notes that while Tunisia has a skilled labor force, its development is hindered by structural weaknesses and the impacts of climate change on water security and agriculture.","ai_generated":true,"unit":"issafri-000195#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Since 2021, Tunisia has undergone a democratic regression marked by President Kaïs Saïed suspending parliament, dismissing the government, and implementing a new constitution that increases presidential authority.","ai_generated":true,"unit":"issafri-000195#insight-1","date_modified":"2026-10-23"},{"text":"Tunisia's economic state is deteriorating, with rising public debt, high unemployment (particularly among youth), and inflation. Efforts to secure financial support from the International Monetary Fund (IMF) have stalled due to disagreements over fiscal austerity and subsidy reform.","ai_generated":true,"unit":"issafri-000195#insight-2","date_modified":"2026-10-23"},{"text":"Climate change is negatively impacting Tunisia's water security and agricultural sector, adding to the country's existing economic and political challenges.","ai_generated":true,"unit":"issafri-000195#insight-3","date_modified":"2026-10-23"},{"text":"Despite having a skilled workforce and a history of institutional reform, Tunisia underperforms economically due to an underdeveloped private sector, limited investment, and structural weaknesses.","ai_generated":true,"unit":"issafri-000195#insight-4","date_modified":"2026-10-23"}],"climate_tags":["climate change","water security","agriculture"],"geography_discussed":["Algeria","Libya","Tunis"],"frame_perspective":[],"analysis_type":["socio-economic analysis","political analysis"]},{"id":"issafri-000205","url":"https://climateinsightsdirectory.org/document/issafri-000205","title":"RWANDA DEVELOPMENT FUTURES: GEOGRAPHIC FUTURES Scenario comparisons","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-06-15","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=RW&topic=03-scenario-comparisons","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes Rwanda's economic trajectory through 2043, comparing a 'Current Path' forecast against scenarios focusing on governance, trade (AfCFTA), infrastructure, and agriculture. It finds that while Rwanda's GDP per capita is projected to grow, the Governance scenario offers the most significant potential for increasing wealth and reducing extreme poverty. The analysis also highlights the role of financial flows and trade openness in poverty reduction, while noting that the Agriculture scenario has a marginal impact due to the declining share of agriculture in the national GDP.","ai_generated":true,"unit":"issafri-000205#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"On the Current Path, Rwanda's GDP per capita (PPP) is projected to reach US$4,937 by 2043, which would be 41.3% higher than the average for its low-income African peers. By 2050, this path suggests a GDP per capita of US$6,691, though this is approximately half of the US$12,476 target set by Rwandan authorities.","ai_generated":true,"unit":"issafri-000205#insight-1","date_modified":"2026-10-23"},{"text":"The Governance scenario is identified as having the greatest positive impact on both wealth and poverty reduction. By 2043, it could raise GDP per capita to US$6,010 (a 21.7% increase over the Current Path) and reduce the number of people in extreme poverty to 2.4 million (12% of the population), compared to 3.5 million (17.6%) on the Current Path.","ai_generated":true,"unit":"issafri-000205#insight-2","date_modified":"2026-10-23"},{"text":"Trade and infrastructure scenarios also provide significant gains: the AfCFTA scenario could increase GDP per capita to US$5,546 by 2043, while the Large Infrastructure and Leapfrogging scenario could reach US$5,473. The AfCFTA scenario is expected to reduce extreme poverty by approximately 655,000 people relative to the Current Path.","ai_generated":true,"unit":"issafri-000205#insight-3","date_modified":"2026-10-23"},{"text":"The Agriculture scenario has a marginal effect on GDP per capita, reaching US$4,981 by 2043, which is only US$44.3 above the Current Path. This limited impact is attributed to the expected decline in agriculture's contribution to the overall GDP over the period.","ai_generated":true,"unit":"issafri-000205#insight-4","date_modified":"2026-10-23"},{"text":"Financial flows, particularly aid, are highlighted as critical for poverty reduction; the Financial Flows scenario is the second-most effective at reducing poverty, projecting 2.8 million people (25% of the population) in extreme poverty by 2043, which is 705,000 fewer than the Current Path.","ai_generated":true,"unit":"issafri-000205#insight-5","date_modified":"2026-10-23"}],"climate_tags":["governance","infrastructure","agriculture"],"geography_discussed":["Africa","Kigali","Uganda"],"frame_perspective":[],"analysis_type":["scenario comparison","economic forecasting"]}]}