{"query_echo":{"q":"","filters":{"analysis_type":["Economic Modelling"]},"warnings":[]},"total":{"value":139,"relation":"eq"},"page":3,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=Economic+Modelling&page=3","next":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=Economic+Modelling&page=4","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":"cliinstca-000484","url":"https://climateinsightsdirectory.org/document/cliinstca-000484","title":"The Cool Way to Heat Homes","publisher":{"name":"Canadian Climate Institute","organization":"canadian-climate-institute"},"document_type":"report","language":"en","date_published":"2023","source_url":"https://climateinstitute.ca/wp-content/uploads/2023/08/The-Cool-Way-To-Heat-Homes.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report examines the opportunity to phase out residential central air conditioners in Canada in favor of heat pumps. It argues that because the two technologies are mechanically similar, a market transformation strategy could bypass significant adoption barriers. The authors project that installing heat pumps instead of central air conditioners from 2025 to 2035 would result in C$12.6 billion in net benefits, including C$10.4 billion in energy bill savings and a reduction of 19.6 million tonnes of CO2 equivalents. The document identifies barriers such as low consumer familiarity, high upfront costs, and emergency replacement cycles, and proposes implementation routes including national equipment mandates, building code updates, and upstream incentives for distributors.","ai_generated":true,"unit":"cliinstca-000484#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Replacing all new residential central air conditioners with heat pumps from 2025 to 2035 is projected to generate C$12.6 billion in net present value of energy bill and emissions benefits.","ai_generated":true,"unit":"cliinstca-000484#insight-1","date_modified":"2026-10-23"},{"text":"The building sector is the third-largest source of emissions in Canada, accounting for 18% of the country's greenhouse gases, with space heating and cooling making up over 67% of building energy use.","ai_generated":true,"unit":"cliinstca-000484#insight-2","date_modified":"2026-10-23"},{"text":"Heat pumps are significantly more efficient than other heating methods; a single-stage model produces 220% more heat energy than it consumes in electricity, while variable-speed cold-climate units can reach 400% efficiency or more.","ai_generated":true,"unit":"cliinstca-000484#insight-3","date_modified":"2026-10-23"},{"text":"Five primary barriers hinder heat pump adoption in Canada: low familiarity among consumers and contractors, the infrequent nature of HVAC purchasing, short decision windows during emergency replacements, limited local stock availability, and higher upfront installation costs.","ai_generated":true,"unit":"cliinstca-000484#insight-4","date_modified":"2026-10-23"},{"text":"The cost difference for manufacturers between a basic heat pump and a central air conditioner is only a few hundred dollars, but this is magnified in the supply chain, leading to a C$1,000\u0013C$2,000 difference for consumers for regular models and C$5,000 or more for cold-climate models.","ai_generated":true,"unit":"cliinstca-000484#insight-5","date_modified":"2026-10-23"},{"text":"A market transformation strategy would benefit renters and low-income populations who are more vulnerable to energy poverty and extreme heat, as it removes the need for individual consumer choice or landlord incentive.","ai_generated":true,"unit":"cliinstca-000484#insight-6","date_modified":"2026-10-23"},{"text":"The City of Vancouver serves as a successful test case, having mandated since 2023 that new air conditioning systems in detached 1\u00132 dwelling homes must be electric heat pumps.","ai_generated":true,"unit":"cliinstca-000484#insight-7","date_modified":"2026-10-23"},{"text":"Proposed implementation routes include a national mandate via the Energy Efficiency Act, the development of a federal 'retrofit code', and upstream incentives for distributors ranging from C$550 to C$650 per unit.","ai_generated":true,"unit":"cliinstca-000484#insight-8","date_modified":"2026-10-23"}],"climate_tags":["heat pump","building emissions","energy efficiency","greenhouse gas emissions","energy poverty","building code","climate change adaptation","electrification"],"geography_discussed":["Vancouver","British Columbia","Alberta","Saskatchewan","Nova Scotia","Ontario","Quebec","New Brunswick","Prince Edward Island","Manitoba","Newfoundland and Labrador"],"frame_perspective":[],"analysis_type":["economic modelling","policy analysis"]},{"id":"gem-000172","url":"https://climateinsightsdirectory.org/document/gem-000172","title":"NATURAL GAS IN AFRICA AMID A GLOBAL LOW-CARBON ENERGY TRANSITION","publisher":{"name":"Global Energy Monitor","organization":"global-energy-monitor"},"document_type":"report","language":"en","date_published":"2022-11","source_url":"https://globalenergymonitor.org/sites/default/files/migration/reports/ACF-GAS-REPORT-2.0-African-Landscape-Final-Web_3.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report examines the impact of global decarbonisation on Africa's natural gas sector, distinguishing between existing and emerging producers. It argues that faster global transitions to net-zero emissions will reduce LNG demand and prices, creating 'external' climate transition risks that threaten the viability of future projects. The analysis suggests that domestic demand is an insufficient hedge against these risks due to regulated low prices and the increasing competitiveness of renewable energy. Emerging producers are identified as particularly vulnerable due to weaker sovereign credit ratings and the timing of their infrastructure investments.","ai_generated":true,"unit":"gem-000172#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"African natural gas producers face 'external' climate transition risks where faster global decarbonisation leads to lower demand and prices, reducing the value of existing industries and damaging the viability of future LNG projects.","ai_generated":true,"unit":"gem-000172#insight-1","date_modified":"2026-10-23"},{"text":"Domestic or regional gas demand is unlikely to serve as a viable economic anchor for new investments because African domestic gas prices are typically regulated or capped and remain significantly lower than global LNG prices.","ai_generated":true,"unit":"gem-000172#insight-2","date_modified":"2026-10-23"},{"text":"Investing in infrastructure to grow domestic gas markets may create 'domestic transition risk,' as low-carbon alternatives and rising long-run prices could make gas uncompetitive before the assets reach the end of their lives.","ai_generated":true,"unit":"gem-000172#insight-3","date_modified":"2026-10-23"},{"text":"Emerging producers (excluding South Africa and Namibia) are more vulnerable to transition risks than existing producers due to weaker sovereign credit ratings and the fact that new investments face higher downside risks and longer payback periods.","ai_generated":true,"unit":"gem-000172#insight-4","date_modified":"2026-10-23"},{"text":"The war in Ukraine has artificially inflated short-term LNG prices; if governments fast-track developments to capture these gains, they increase their exposure to severe long-term risks due to the gap between current valuations and those in a 1.5°C scenario.","ai_generated":true,"unit":"gem-000172#insight-5","date_modified":"2026-10-23"},{"text":"In a Net Zero Emissions (NZE) scenario, global LNG demand could drop by 60% compared to current levels, potentially leading to stranded capacity and stranded value across African assets.","ai_generated":true,"unit":"gem-000172#insight-6","date_modified":"2026-10-23"}],"climate_tags":["natural gas","liquefied natural gas","decarbonization","carbon neutrality","stranded asset","renewable energy","methane emissions","energy access","gas-fired power station","green hydrogen"],"geography_discussed":["Nigeria","Algeria","Egypt","Mozambique","Tanzania","South Africa","Namibia","Angola","Equatorial Guinea","Senegal"],"frame_perspective":[],"analysis_type":["economic modelling","scenario analysis","risk assessment"]},{"id":"cliinstca-000058","url":"https://climateinsightsdirectory.org/document/cliinstca-000058","title":"The GDP Costs of Climate Change for Canada","publisher":{"name":"Canadian Climate Institute","organization":"canadian-climate-institute"},"document_type":"research paper","language":"en","date_published":"2022-10-28","source_url":"https://climateinstitute.ca/the-gdp-costs-of-climate-change-for-canada/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Canadian Climate Institute's research indicates that climate change acts as a continuous drag on Canada's GDP, with cumulative losses estimated at $25 billion by 2025 and potentially up to $103 billion by 2055. The study highlights that low-income households are disproportionately affected and that proactive adaptation can save $13-$15 for every dollar spent, potentially cutting climate costs in half.","ai_generated":true,"unit":"cliinstca-000058#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Climate change creates a cumulative drag on the Canadian economy rather than just periodic shocks, with GDP estimated to be $25 billion lower by 2025 than if global warming had stabilized in 2015.","ai_generated":true,"unit":"cliinstca-000058#insight-1","date_modified":"2026-10-23"},{"text":"The economic costs are projected to increase over time, with GDP losses reaching $35 billion by 2030 and between $80 billion and $103 billion by 2055.","ai_generated":true,"unit":"cliinstca-000058#insight-2","date_modified":"2026-10-23"}],"climate_tags":["gross domestic product","climate change adaptation","climate change mitigation","greenhouse gas emissions"],"geography_discussed":["British Columbia"],"frame_perspective":[],"analysis_type":["economic modelling","scenario analysis"]},{"id":"iisd-003586","url":"https://climateinsightsdirectory.org/document/iisd-003586","title":"Achieving Sustainable Food Systems in a Global Crisis: NIGERIA","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2022-09","source_url":"https://www.iisd.org/system/files/2022-09/sustainable-food-systems-global-crisis-nigeria.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"Nigeria is not on track to meet the UN Sustainable Development Goals by 2030, with poverty and hunger projected to rise without significant intervention. The report identifies a massive financing gap, estimating that an additional USD 4.9 billion in annual public investment is required from 2023 to 2030 to achieve a sustainable food system transformation. This includes USD 2.3 billion from external donors and USD 2.6 billion from domestic resources. Key priorities include increasing agricultural productivity, integrating climate resilience, and transitioning to healthier diets through nutrition education and social protection. The report highlights a critical underfunding of long-term agricultural investments compared to short-term emergency food assistance.","ai_generated":true,"unit":"iisd-003586#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Without additional public investment, extreme poverty in Nigeria is projected to increase from 40% in 2019 to 46% by 2030, and chronic hunger is predicted to rise from 14% in 2019 to 21% in 2030.","ai_generated":true,"unit":"iisd-003586#insight-1","date_modified":"2026-10-23"},{"text":"Sustainable food system transformation in Nigeria requires an additional annual public investment of USD 4.9 billion from 2023 to 2030. This funding would be split between domestic resources (USD 2.6 billion) and external donor grants (USD 2.3 billion).","ai_generated":true,"unit":"iisd-003586#insight-2","date_modified":"2026-10-23"},{"text":"There is a significant imbalance in funding, where official development assistance (ODA) for short-term emergency food assistance has increased while long-term agricultural and food security investments have stagnated.","ai_generated":true,"unit":"iisd-003586#insight-3","date_modified":"2026-10-23"},{"text":"Dietary quality is poor and varies by region; cereals and starches account for 68% of total caloric intake. Southern Nigeria generally exhibits higher dietary diversity than the north, with higher consumption of fish, seafood, and fruits.","ai_generated":true,"unit":"iisd-003586#insight-4","date_modified":"2026-10-23"},{"text":"Agricultural greenhouse gas (GHG) emissions are increasing, with livestock accounting for 78% of these emissions in 2018. Total agricultural GHG emissions are projected to grow by 2.3% per year, or 25% over a decade.","ai_generated":true,"unit":"iisd-003586#insight-5","date_modified":"2026-10-23"},{"text":"Climate change is expected to increase the frequency and severity of droughts and floods, leading to desertification in the north and sea level rise, saltwater intrusion, and flooding in the south.","ai_generated":true,"unit":"iisd-003586#insight-6","date_modified":"2026-10-23"},{"text":"The report identifies three primary areas for spending the required additional funds: on-farm productivity and incomes (USD 2.0 billion/year), social protection, education, and school feeding (USD 1.6 billion/year), and market infrastructure to move food (USD 1.3 billion/year).","ai_generated":true,"unit":"iisd-003586#insight-7","date_modified":"2026-10-23"},{"text":"Post-harvest loss rates for perishable crops in Nigeria can reach as high as 60%, necessitating investments in road networks and cold storage to improve food safety and availability.","ai_generated":true,"unit":"iisd-003586#insight-8","date_modified":"2026-10-23"},{"text":"A review of donor projects from GIZ, EU, and USAID found that while they focus on increasing production, none of the reviewed projects specifically targeted the livestock sector or addressed the rising levels of obesity and diabetes.","ai_generated":true,"unit":"iisd-003586#insight-9","date_modified":"2026-10-23"}],"climate_tags":["food system","climate change adaptation","greenhouse gas emissions","Climate-smart agriculture","desertification","sea level rise","Nationally Determined Contributions","Post-harvest losses","food security"],"geography_discussed":["Ethiopia","Malawi"],"frame_perspective":[],"analysis_type":["economic modelling","policy analysis","literature review","stakeholder consultation"]},{"id":"cliinstca-000399","url":"https://climateinsightsdirectory.org/document/cliinstca-000399","title":"DUE NORTH: Facing the costs of climate change for Northern infrastructure","publisher":{"name":"Canadian Climate Institute","organization":"canadian-climate-institute"},"document_type":"report","language":"en","date_published":"2022-06","source_url":"https://climateinstitute.ca/wp-content/uploads/2022/06/Due-North.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"Northern Canada faces a double threat of inadequate existing infrastructure and a climate warming three times faster than the global average. Permafrost thaw is causing runways to warp, roads to collapse, and building foundations to crack. The report finds that while incremental adaptations like thermosyphons and embankment cooling can reduce costs, transformative adaptations—such as relocating infrastructure or leapfrogging to new technologies—are necessary for long-term resilience. The analysis highlights a significant 'infrastructure gap' rooted in colonial history, where many communities lack basic services like piped water and broadband internet, exacerbating the vulnerability of Indigenous Peoples.","ai_generated":true,"unit":"cliinstca-000399#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Northern Canada is warming at approximately three times the global average, with projected temperature increases of 3.5 to 6.7 degrees Celsius by the end of the century under a high-emissions scenario.","ai_generated":true,"unit":"cliinstca-000399#insight-1","date_modified":"2026-10-23"},{"text":"Permafrost thaw is causing significant structural damage to runways, roads, and buildings, with annual costs for runway damage alone projected to reach a median of $7 million by 2040.","ai_generated":true,"unit":"cliinstca-000399#insight-2","date_modified":"2026-10-23"},{"text":"Winter road viability is declining rapidly; more than half of winter roads in the Northwest Territories could become unusable by 2050, and nearly all by 2080.","ai_generated":true,"unit":"cliinstca-000399#insight-3","date_modified":"2026-10-23"},{"text":"Damage to all-season roads in Yukon and Northwest Territories represents a major financial burden, with projected annual costs in Yukon between $73 million and $85 million for the next two decades.","ai_generated":true,"unit":"cliinstca-000399#insight-4","date_modified":"2026-10-23"},{"text":"Building damage costs across the North are projected to reach $38 to $76 million per year by the end of the century without adaptation.","ai_generated":true,"unit":"cliinstca-000399#insight-5","date_modified":"2026-10-23"},{"text":"Incremental adaptations, such as thermosyphons for buildings and embankment cooling for roads, can reduce costs but may be insufficient under high-emissions scenarios where temperatures rise too high to prevent thawing.","ai_generated":true,"unit":"cliinstca-000399#insight-6","date_modified":"2026-10-23"},{"text":"The 'Northern infrastructure gap' is characterized by severe shortages in housing, drinking water, telecommunications, and energy, with 80% of communities in Inuit Nunangat lacking piped water.","ai_generated":true,"unit":"cliinstca-000399#insight-7","date_modified":"2026-10-23"},{"text":"Infrastructure vulnerability in the North is deeply linked to a legacy of colonialism and racism, where decisions are often made in Ottawa without meaningful input from Indigenous Peoples.","ai_generated":true,"unit":"cliinstca-000399#insight-8","date_modified":"2026-10-23"},{"text":"Climate change creates cascading impacts beyond direct infrastructure costs, including threats to food security by disrupting the storage of country food in traditional underground ice cellars.","ai_generated":true,"unit":"cliinstca-000399#insight-9","date_modified":"2026-10-23"}],"climate_tags":["housing","climate finance","food security","indigenous rights","coastal erosion","sea level rise","renewable energy","microgrid"],"geography_discussed":["Iqaluit","Inuvik","Tuktoyaktuk","Ulukhaktok"],"frame_perspective":[],"analysis_type":["economic modelling","qualitative interviews","policy analysis"]},{"id":"wmbco-000280","url":"https://climateinsightsdirectory.org/document/wmbco-000280","title":"CUTTING BILLS AND CREATING JOBS: THE ECONOMIC OPPORTUNITIES OF A CLEAN ENERGY TRANSITION","publisher":{"name":"We Mean Business Coalition","organization":"we-mean-business-coalition"},"document_type":"executive summary","language":"en","date_published":"2022-06","source_url":"https://www.wemeanbusinesscoalition.org/wp-content/uploads/2022/06/Summary_economicopportunities.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report argues that an accelerated clean energy transition is economically beneficial, reducing household energy bills, creating jobs, and increasing GDP growth compared to business-as-usual scenarios. It outlines specific policy levers—such as decarbonizing power systems by 2035/2040 and phasing out coal—that can drive these gains. Modelling shows significant per capita energy savings in G7 nations and substantial job creation in developing economies like India and Indonesia.","ai_generated":true,"unit":"wmbco-000280#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Accelerating the clean energy transition will reduce total household energy expenditure (electricity, natural gas, and gasoline) across all modelled geographies in 2025, 2030, and 2035.","ai_generated":true,"unit":"wmbco-000280#insight-1","date_modified":"2026-10-23"},{"text":"For G7 countries, the average resident would see their annual energy bill per capita decrease by $135 in 2025, $488 (25%) by 2030, and $825 (almost 45%) by 2035 compared to a business-as-usual scenario.","ai_generated":true,"unit":"wmbco-000280#insight-2","date_modified":"2026-10-23"},{"text":"The transition is projected to generate additional employment across all modelled periods, with the G7 reaching a peak of over 1.92 million additional jobs in 2025.","ai_generated":true,"unit":"wmbco-000280#insight-3","date_modified":"2026-10-23"},{"text":"Developing economies with large populations show significant absolute job growth: India is projected to create 15.4 million additional jobs, and Indonesia nearly 5 million additional jobs by 2030.","ai_generated":true,"unit":"wmbco-000280#insight-4","date_modified":"2026-10-23"},{"text":"GDP growth is expected to be higher under the accelerated transition than under business-as-usual for most modelled geographies, with G7 GDP being 1.8%, 1.3%, and 0.8% higher in 2025, 2030, and 2035 respectively.","ai_generated":true,"unit":"wmbco-000280#insight-5","date_modified":"2026-10-23"},{"text":"The European Union is expected to see a cumulative discounted GDP increase of €7.3 trillion between 2022 and 2036, which is equivalent to 50% of its 2021 GDP.","ai_generated":true,"unit":"wmbco-000280#insight-6","date_modified":"2026-10-23"},{"text":"India's GDP in the accelerated transition scenario is projected to be 9.9% higher in 2025, 7.3% higher in 2030, and 5.1% higher in 2035 compared to the business-as-usual scenario.","ai_generated":true,"unit":"wmbco-000280#insight-7","date_modified":"2026-10-23"}],"climate_tags":["energy transition","Net-zero emissions","decarbonization","renewable energy","energy efficiency","zero-emissions vehicle","carbon price","climate finance","green job"],"geography_discussed":["United States","United Kingdom","Japan","Canada","Germany"],"frame_perspective":[],"analysis_type":["socio-economic analysis","economic modelling"]},{"id":"iisd-001242","url":"https://climateinsightsdirectory.org/document/iisd-001242","title":"Country Diagnostic Report: MALAWI","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2022-05","source_url":"https://www.iisd.org/system/files/2022-05/country-diagnostic-malawi-food-systems-climate-change-diets.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report identifies a high prevalence of extreme poverty (69%) and undernourishment (19%) in Malawi, driven by the vulnerability of smallholder farmers to crop failure and climate shocks. Projections to 2030 suggest that while chronic hunger may decrease, poverty will remain extremely high, and agricultural GHG emissions—particularly from livestock—are expected to rise by 4.4% annually. The Malawian diet is heavily reliant on maize, leading to significant micronutrient deficiencies and a lack of dietary diversity, especially in low-income households. The document notes the absence of a national definition for a 'healthy diet' and highlights the critical role of Official Development Assistance (ODA), with USD 360 million disbursed annually (2014–2018) to food system projects. Climate change impacts, including increased floods and droughts, are exacerbating food insecurity, prompting the government to implement adaptation strategies such as crop diversification and climate-smart agriculture.","ai_generated":true,"unit":"iisd-001242#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Malawi faces severe socio-economic challenges, with extreme poverty affecting 69% of the population and undernourishment at 19% as of 2018. This is primarily attributed to poor farmers lacking sufficient income or food reserves to withstand the growing season or crop failures.","ai_generated":true,"unit":"iisd-001242#insight-1","date_modified":"2026-10-23"},{"text":"Projections for 2030 indicate that while economic growth may reduce chronic undernourishment, poverty levels will remain extremely high. Furthermore, agricultural GHG emissions, driven largely by livestock, are projected to increase by 4.4% per year, significantly higher than the global average of 0.2%.","ai_generated":true,"unit":"iisd-001242#insight-2","date_modified":"2026-10-23"},{"text":"Agricultural expansion is expected to cause a reduction in forested areas by approximately 10% over the next decade due to land-use change from forestry to agriculture.","ai_generated":true,"unit":"iisd-001242#insight-3","date_modified":"2026-10-23"},{"text":"The Malawian diet is dominated by cereals, specifically maize flour used for nsima, which contributes to high rates of micronutrient deficiencies. Low-income households show a higher share of vegetables (18.7%) compared to wealthy households (10.6%), while wealthy households consume significantly more meat and animal products (23.7% vs 10.4%).","ai_generated":true,"unit":"iisd-001242#insight-4","date_modified":"2026-10-23"},{"text":"There is currently no official national definition of a 'healthy diet' or a set of food-based dietary guidelines in Malawi, although various national strategies address undernourishment and food security.","ai_generated":true,"unit":"iisd-001242#insight-5","date_modified":"2026-10-23"},{"text":"Climate change and extreme weather events, such as droughts and floods, have severely impacted agricultural production and nutrition. Historical data shows a mean annual temperature increase of 0.9°C between 1960 and 2006.","ai_generated":true,"unit":"iisd-001242#insight-6","date_modified":"2026-10-23"},{"text":"Official Development Assistance (ODA) is vital to Malawi's food system, with an average of USD 360 million disbursed annually between 2014 and 2018, representing one quarter of all ODA grants and philanthropic donations. The United States is the largest donor, contributing USD 100 million of this annual amount.","ai_generated":true,"unit":"iisd-001242#insight-7","date_modified":"2026-10-23"},{"text":"The government has identified several adaptation measures to combat malnutrition and climate risk, including the promotion of winter cropping, crop diversification, and the use of irrigation technologies.","ai_generated":true,"unit":"iisd-001242#insight-8","date_modified":"2026-10-23"}],"climate_tags":["food system","climate change adaptation","greenhouse gas emissions","deforestation","Climate-smart agriculture","food security","climate finance","extreme weather event"],"geography_discussed":["Africa, South of the Sahara","World"],"frame_perspective":[],"analysis_type":["diagnostic report","economic modelling","policy review"]},{"id":"iisd-001243","url":"https://climateinsightsdirectory.org/document/iisd-001243","title":"Country Diagnostic Report: NIGERIA","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2022-05","source_url":"https://www.iisd.org/system/files/2022-05/country-diagnostic-nigeria-food-systems-climate-change-diets.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report examines Nigeria's food systems, highlighting a projected increase in chronic hunger and extreme poverty by 2030. It identifies livestock as the primary source of agricultural GHG emissions and notes significant climate vulnerabilities, particularly for rice yields. The analysis reveals a stark dietary divide between income groups, with wealthier households consuming more animal-based proteins. While national dietary guidelines and climate policies exist, the report finds a substantial gap in Official Development Assistance (ODA) required to meet SDG 2 targets.","ai_generated":true,"unit":"iisd-001243#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Projections indicate that without additional measures, extreme poverty in Nigeria will stagnate or slightly increase from 40% in 2020 to 41% by 2030, while chronic hunger is predicted to rise from 13% in 2020 to 17% in 2030.","ai_generated":true,"unit":"iisd-001243#insight-1","date_modified":"2026-10-23"},{"text":"Agricultural greenhouse gas emissions are increasing, primarily driven by livestock production, which accounted for 78% of agricultural production emissions in 2018; rice production followed at 11%.","ai_generated":true,"unit":"iisd-001243#insight-2","date_modified":"2026-10-23"},{"text":"Climate change is expected to reduce agricultural yields by 2050, with rice being the most vulnerable crop, showing projected yield drops between 7% and 25% over short- and long-term horizons.","ai_generated":true,"unit":"iisd-001243#insight-3","date_modified":"2026-10-23"},{"text":"Nigeria faces a 'double burden' of malnutrition, where persistent undernutrition—such as stunting affecting 37% of children under 5 in 2018—coexists with rising adult obesity, estimated at 9% in 2016.","ai_generated":true,"unit":"iisd-001243#insight-4","date_modified":"2026-10-23"},{"text":"Dietary patterns vary significantly by income: the poorest households spend the largest share of their food budget on grains and flours (29.6%), whereas the richest households allocate a much higher share (27.4%) to animal-based proteins.","ai_generated":true,"unit":"iisd-001243#insight-5","date_modified":"2026-10-23"},{"text":"There is a significant gap between current Official Development Assistance (ODA) and the funding needed to achieve Sustainable Development Goal 2 (SDG 2) in Nigeria, a gap that is the largest among the three countries studied in the project.","ai_generated":true,"unit":"iisd-001243#insight-6","date_modified":"2026-10-23"},{"text":"National dietary guidelines, last updated in 2006, are described as general rather than prescriptive, focusing on variety and the reduction of salt, sugary foods, and animal-sourced fats.","ai_generated":true,"unit":"iisd-001243#insight-7","date_modified":"2026-10-23"},{"text":"Climate impacts are geographically divergent: the northern region is projected to become drier with increased desertification, while the southern region is expected to become wetter with increased flooding and saltwater intrusion.","ai_generated":true,"unit":"iisd-001243#insight-8","date_modified":"2026-10-23"}],"climate_tags":["food system","climate change adaptation","greenhouse gas emissions","agricultural productivity","climate finance","land-use change","deforestation"],"geography_discussed":["Africa, South of the Sahara","Malawi","Ethiopia","Borno State","Lake Chad"],"frame_perspective":[],"analysis_type":["diagnostic","economic modelling","policy review"]},{"id":"iisd-002724","url":"https://climateinsightsdirectory.org/document/iisd-002724","title":"Country Diagnostic Report: ETHIOPIA","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2022-05","source_url":"https://www.iisd.org/system/files/2022-05/country-diagnostic-ethiopia-food-systems-climate-change-diets.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report assesses Ethiopia's progress toward healthy and sustainable food systems, highlighting a projected decrease in extreme poverty and undernourishment by 2030 alongside a significant increase in livestock-driven GHG emissions. It examines the country's vulnerability to drought, the role of climate-smart agriculture in improving dietary diversity, and the influence of Official Development Assistance (ODA), with the United States as the primary donor. The document also details the development of national dietary guidelines and analyzes household consumption patterns, noting that wealthier households have higher dietary diversity and meat consumption.","ai_generated":true,"unit":"iisd-002724#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Projections for 2030 indicate a significant reduction in both extreme poverty and undernourishment, with the prevalence of extreme poverty expected to fall to 18% (or 17.5% in the baseline table) and undernourishment to 8.5%.","ai_generated":true,"unit":"iisd-002724#insight-1","date_modified":"2026-10-23"},{"text":"Greenhouse gas (GHG) emissions from the livestock sector are projected to grow by 5.8% annually through 2030, a rate substantially higher than the global average of 0.2% and the Sub-Saharan African average of 1.2%.","ai_generated":true,"unit":"iisd-002724#insight-2","date_modified":"2026-10-23"},{"text":"Ethiopia is highly susceptible to drought, which severely impacts agricultural productivity and exacerbates food insecurity and malnutrition because approximately 98% of cultivated land relies on rain-fed production.","ai_generated":true,"unit":"iisd-002724#insight-3","date_modified":"2026-10-23"},{"text":"The adoption of climate-smart agriculture (CSA) and related technologies is linked to improved nutritional outcomes, specifically by increasing dietary diversity and the availability of calories and proteins.","ai_generated":true,"unit":"iisd-002724#insight-4","date_modified":"2026-10-23"},{"text":"Dietary patterns vary significantly by income level; the poorest households spend 43.8% of their food budget on cereals, while the wealthiest spend 21.5% on meat and fish (including dairy), nearly double the share of the lowest quintile (12.9%).","ai_generated":true,"unit":"iisd-002724#insight-5","date_modified":"2026-10-23"},{"text":"Official Development Assistance (ODA) plays a major role in the food system, with an annual average disbursement of USD 1.4 billion between 2014 and 2018, of which the United States provided 36%.","ai_generated":true,"unit":"iisd-002724#insight-6","date_modified":"2026-10-23"},{"text":"Ethiopia is currently developing food-based dietary guidelines through the Ethiopian Public Health Institute, though it already employs indirect nutrition policies such as a 40% ad valorem tax on sugary beverages.","ai_generated":true,"unit":"iisd-002724#insight-7","date_modified":"2026-10-23"}],"climate_tags":["food system","climate change","greenhouse gas emissions","Climate-smart agriculture","drought","climate change adaptation","climate change mitigation","national adaptation plan","climate finance"],"geography_discussed":["Addis Ababa","Tigray Region","Afar Region","Somali Region","Southern Nations, Nationalities and Peoples’ Region"],"frame_perspective":[],"analysis_type":["diagnostic report","economic modelling","policy review"]},{"id":"cliinstca-000411","url":"https://climateinsightsdirectory.org/document/cliinstca-000411","title":"2030 Emissions Reduction Plan","publisher":{"name":"Canadian Climate Institute","organization":"canadian-climate-institute"},"document_type":"report","language":"en","date_published":"2022-04","source_url":"https://climateinstitute.ca/wp-content/uploads/2022/04/ERP-Volume-2-FINAL.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Canadian Climate Institute concludes that Canada's 2030 Emissions Reduction Plan is credible and capable of delivering deep emissions reductions, putting the country on a path to meet its 2026 targets and nearly meeting its 2030 milestone. However, the assessment warns that success depends entirely on the timely execution of a complex policy package, with at least 43 per cent of reductions coming from policies that are announced but not yet developed. Five critical policies—carbon pricing, the oil and gas cap, the Clean Electricity Standard, the Clean Fuel Standard, and land-use reductions—are identified as accounting for 62 per cent of the total reductions needed by 2030.","ai_generated":true,"unit":"cliinstca-000411#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The 2030 Emissions Reduction Plan is considered credible and puts Canada on a trajectory to meet its 2026 targets and nearly meet its 2030 targets, though a small gap remains that requires policy adjustments.","ai_generated":true,"unit":"cliinstca-000411#insight-1","date_modified":"2026-10-23"},{"text":"Five specific policies are critical to achieving the 2030 milestone, collectively representing 62 per cent of Canada's total required reductions: the carbon price and Clean Fuel Standard (26%), the oil and gas emissions cap (18%), the Clean Electricity Standard (11%), and land-use reduction policies (7%).","ai_generated":true,"unit":"cliinstca-000411#insight-2","date_modified":"2026-10-23"},{"text":"There is significant implementation risk because a large portion of the projected emissions reductions rely on policies that have not yet been legislated. At least 43 per cent of reductions come from announced policies still needing development, and this figure rises to 69 per cent when including the proposed carbon price increase and Clean Fuel Standard.","ai_generated":true,"unit":"cliinstca-000411#insight-3","date_modified":"2026-10-23"},{"text":"Independent modelling shows that under a 'more stringent' scenario for announced policies, Canada's emissions would be 452 megatonnes in 2030, representing a 39 per cent decrease from 2005 levels, which falls just short of the 40 per cent target.","ai_generated":true,"unit":"cliinstca-000411#insight-4","date_modified":"2026-10-23"},{"text":"Sectoral analysis reveals varying levels of alignment with net zero pathways: the oil and gas sector is on track for 2026 and 2030 under stringent scenarios, while the electricity sector's emissions in the more stringent scenario significantly exceed the net zero pathway trajectory for 2030.","ai_generated":true,"unit":"cliinstca-000411#insight-5","date_modified":"2026-10-23"},{"text":"The buildings sector is on a net zero pathway to 2030 across most scenarios, but its emissions are only 28 per cent below 2005 levels, missing the 'equal-share' target of a 40 per cent reduction.","ai_generated":true,"unit":"cliinstca-000411#insight-6","date_modified":"2026-10-23"}],"climate_tags":["carbon price","sustainable energy","carbon neutrality","greenhouse gas emissions","Building retrofit"],"geography_discussed":["Quebec","Ontario","British Columbia"],"frame_perspective":[],"analysis_type":["independent assessment","economic modelling","policy analysis"]},{"id":"newclim-000092","url":"https://climateinsightsdirectory.org/document/newclim-000092","title":"Transition risks for Argentina’s agricultural sector","publisher":{"name":"NewClimate Institute","organization":"newclimate-institute"},"document_type":"research paper","language":"en","date_published":"2021-11-05","source_url":"https://newclimate.org/resources/publications/working-paper-transition-risks-for-argentinas-agricultural-sector","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report examines the tension between Argentina's agri-export model and its goal of carbon neutrality by 2050, noting that the agricultural sector accounts for 37% of national greenhouse gas emissions. While domestic stakeholders perceive low risk from GHG mitigation commitments, the study warns that an EU carbon tariff on agricultural imports would significantly decrease the competitiveness of Argentine soybean derivatives and bovine meat, leading to adverse impacts on GDP and employment.","ai_generated":true,"unit":"newclim-000092#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Argentina's agricultural sector is central to its economy, providing over 65% of total export revenues in 2020, but it also contributes 37% of the nation's total greenhouse gas emissions.","ai_generated":true,"unit":"newclim-000092#insight-1","date_modified":"2026-10-23"},{"text":"There is a conflict between Argentina's goal to increase agricultural output for soybean derivatives and bovine meat and its stated climate ambition to reach carbon neutrality by 2050.","ai_generated":true,"unit":"newclim-000092#insight-2","date_modified":"2026-10-23"},{"text":"Stakeholders in the cropping, dairy, and livestock sectors generally do not expect stricter domestic GHG commitments and perceive the economic risks from climate action in third countries, such as the EU, as low.","ai_generated":true,"unit":"newclim-000092#insight-3","date_modified":"2026-10-23"},{"text":"Modelling indicates that an EU carbon tariff covering agricultural imports would disrupt global trade and cause significant negative impacts on Argentina's GDP and domestic employment due to reduced EU demand for bovine meat and soybean derivatives.","ai_generated":true,"unit":"newclim-000092#insight-4","date_modified":"2026-10-23"}],"climate_tags":["greenhouse gas emissions","carbon neutrality","decarbonization"],"geography_discussed":["European Union"],"frame_perspective":[],"analysis_type":["economic modelling","stakeholder survey"]},{"id":"cer-001546","url":"https://climateinsightsdirectory.org/document/cer-001546","title":"Assessment of new coal generation capacity targets in South Africa’s 2019 Integrated Resource Plan for Electricity","publisher":{"name":"Centre for Environmental Rights","organization":"centre-for-environmental-rights"},"document_type":"report","language":"en","date_published":"2021-11-01","source_url":"https://cer.org.za/wp-content/uploads/2021/11/ESRG_New-coal-plants-South-Africa_021121.pdf?x21779","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report finds that new coal capacity in the IRP 2019 is unnecessary for energy security, more expensive than renewable alternatives, and incompatible with the Paris Agreement. Modelling shows that forcing 1.5 GW of new coal into the system increases total discounted power system costs by R23 billion in a reference scenario and up to R109 billion in a climate policy scenario. Furthermore, the study argues that a high-renewable pathway creates more jobs and supports higher GDP growth than a coal-dominated future.","ai_generated":true,"unit":"cer-001546#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"A least-cost electricity build plan for South Africa would not include any new investments in coal power.","ai_generated":true,"unit":"cer-001546#insight-1","date_modified":"2026-10-23"},{"text":"In a reference scenario reflecting current economic reality, forcing 1.5 GW of new coal into the power system increases total discounted costs by R23 billion and raises the average unit cost of electricity by 0.8 c/kWh (approximately 0.5%).","ai_generated":true,"unit":"cer-001546#insight-2","date_modified":"2026-10-23"}],"climate_tags":["coal-fired power station","renewable energy","greenhouse gas emissions","Paris Agreement","Nationally Determined Contributions","energy security","just transition","carbon capture and storage","electricity price","employment"],"geography_discussed":["World","United States","European Union","Australia","Germany","Poland","Czech Republic","Vietnam","Pakistan","People's Republic of China","Mexico","Indonesia","Colombia","Argentina","United Kingdom","Denmark","Ireland","Brazil","Turkey","Japan"],"frame_perspective":[],"analysis_type":["economic modelling","policy assessment","comparative analysis"]},{"id":"iejza-000371","url":"https://climateinsightsdirectory.org/document/iejza-000371","title":"Designing a Basic Income Guarantee","publisher":{"name":"Institute for Economic Justice","organization":"institute-for-economic-justice"},"document_type":"policy brief","language":"en","date_published":"2021-10","source_url":"https://iej.org.za/wp-content/uploads/2026/02/IEJ-policy-brief-UBIG-3_2.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document examines the trade-offs between universal and targeted Basic Income Guarantees (BIG) for South Africans aged 18-59. It argues that targeting creates administrative burdens, high exclusion errors, and social stigma, whereas a Universal Basic Income Guarantee (UBIG) ensures broader coverage and social cohesion. The brief contends that a UBIG is fiscally feasible through progressive taxation, such as a Social Security Tax, and provides superior poverty reduction by allowing households to pool resources. It specifically critiques the use of employment status or household-level targeting, noting that the latter can exacerbate gender inequalities. The brief recommends a universal BIG as the most efficient path to economic recovery and social stability.","ai_generated":true,"unit":"iejza-000371#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Targeting a basic income grant at specific vulnerable groups often fails in practice due to administrative burdens, stigmatisation, and unwarranted exclusions, whereas universality minimises these risks.","ai_generated":true,"unit":"iejza-000371#insight-1","date_modified":"2026-10-23"},{"text":"Economic modelling indicates that a universal basic income, even at lower amounts, can have a more positive impact on household income and poverty reduction than targeted grants set at higher levels because it allows multiple adults in low-income households to pool their income.","ai_generated":true,"unit":"iejza-000371#insight-2","date_modified":"2026-10-23"},{"text":"The claim that social assistance creates dependency is unsupported by evidence; conversely, targeted grants may actually discourage formal employment because recipients risk losing the benefit if they find work.","ai_generated":true,"unit":"iejza-000371#insight-3","date_modified":"2026-10-23"},{"text":"A Universal Basic Income Guarantee (UBIG) is financially feasible in South Africa through progressive financing, such as a Social Security Tax (SST) that recoups benefits from high-income earners.","ai_generated":true,"unit":"iejza-000371#insight-4","date_modified":"2026-10-23"},{"text":"Targeting based on employment status is problematic because it is nearly impossible to accurately distinguish the unemployed from those not registered in formal databases, such as informal sector workers.","ai_generated":true,"unit":"iejza-000371#insight-5","date_modified":"2026-10-23"},{"text":"Targeting grants at the household level rather than the individual can deepen internal power imbalances, entrench women's reliance on male heads of household, and increase the risk of gender-based violence.","ai_generated":true,"unit":"iejza-000371#insight-6","date_modified":"2026-10-23"},{"text":"The COVID-19 Social Relief of Distress (SRD) grant demonstrated the failures of targeting, with an estimated exclusion of almost 40% of the target population and significant administrative errors.","ai_generated":true,"unit":"iejza-000371#insight-7","date_modified":"2026-10-23"},{"text":"Phasing-in a BIG by age cohorts is viewed as an arbitrary approach that ignores the urgency of the current socioeconomic crisis and would be slower to implement than a universal model due to SASSA's capacity constraints.","ai_generated":true,"unit":"iejza-000371#insight-8","date_modified":"2026-10-23"}],"climate_tags":["social protection","poverty reduction","fiscal policy"],"geography_discussed":["Brazil","Georgia","Mongolia","Rwanda","Guatemala","Mexico","Philippines","Kenya","Ghana","Zimbabwe","Lesotho"],"frame_perspective":[],"analysis_type":["policy analysis","economic modelling","comparative study"]},{"id":"cer-001496","url":"https://climateinsightsdirectory.org/document/cer-001496","title":"Assessment of new coal generation capacity targets in South Africa’s 2019 Integrated Resource Plan for Electricity","publisher":{"name":"Centre for Environmental Rights","organization":"centre-for-environmental-rights"},"document_type":"research paper","language":"en","date_published":"2021-08-27","source_url":"https://cer.org.za/wp-content/uploads/2021/09/Annexure-A_ESRG_New-coal-plants-South-Africa.pdf?x21779","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The study finds that new coal generation is unnecessary for energy security, more expensive than renewable alternatives, and incompatible with the Paris Agreement. Modelling shows that forcing 1.5 GW of new coal into the power system increases total discounted costs by R23 billion in a reference scenario and R109 billion in a climate policy scenario, while reducing GDP and employment.","ai_generated":true,"unit":"cer-001496#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"A least-cost electricity build plan for South Africa would not include any new investments in coal power.","ai_generated":true,"unit":"cer-001496#insight-1","date_modified":"2026-10-23"},{"text":"In a reference scenario reflecting current economic reality, forcing 1.5 GW of new coal into the build plan increases total discounted electricity system costs by at least R23 billion and raises the average unit cost of electricity by 0.5% (0.8 c/kWh).","ai_generated":true,"unit":"cer-001496#insight-2","date_modified":"2026-10-23"},{"text":"The inclusion of new coal capacity in the reference scenario increases cumulative national greenhouse gas emissions by 289 Mt CO2-eq by 2050 compared to an optimal plan without new coal.","ai_generated":true,"unit":"cer-001496#insight-3","date_modified":"2026-10-23"},{"text":"Forcing new coal into a climate policy scenario—where emissions are capped to align with the Paris Agreement—increases total discounted power sector costs by R109 billion, raising unit costs by 3.5% (8.0 c/kWh).","ai_generated":true,"unit":"cer-001496#insight-4","date_modified":"2026-10-23"},{"text":"New coal capacity negatively impacts the economy, reducing GDP growth by 0.11% in 2030 and 0.08% in 2040, and resulting in approximately 25,000 job losses in 2030 across the economy.","ai_generated":true,"unit":"cer-001496#insight-5","date_modified":"2026-10-23"},{"text":"Renewable energy creates more jobs per unit of electricity produced than coal, and a high-renewable system generates the highest overall employment across the economy.","ai_generated":true,"unit":"cer-001496#insight-6","date_modified":"2026-10-23"},{"text":"The concept of 'baseload' power is outdated; modern power systems can maintain reliability using a complementary mix of variable renewable energy and flexible dispatchable generators.","ai_generated":true,"unit":"cer-001496#insight-7","date_modified":"2026-10-23"},{"text":"New coal plants are incompatible with the Paris Agreement goals of limiting warming to 1.5°C or well below 2°C, as they would either become stranded assets or force the earlier retirement of existing coal plants to stay within carbon budgets.","ai_generated":true,"unit":"cer-001496#insight-8","date_modified":"2026-10-23"}],"climate_tags":["coal power","renewable energy","greenhouse gas emissions","Paris Agreement","energy security","just transition","employment","climate finance","Nationally Determined Contributions","carbon budget"],"geography_discussed":["United States","European Union","Australia","Germany","Poland","Czech Republic","Vietnam","India","People's Republic of China","United Kingdom","Mexico","Denmark","Ireland","Brazil","Turkey","Japan"],"frame_perspective":[],"analysis_type":["economic modelling","policy assessment","environmental impact analysis"]},{"id":"foei-000607","url":"https://climateinsightsdirectory.org/document/foei-000607","title":"a Just Recovery renewable Energy Plan for africa","publisher":{"name":"Friends of the Earth International","organization":"friends-of-the-earth-international"},"document_type":"report","language":"en","date_published":"2021-08","source_url":"https://www.foei.org/wp-content/uploads/2021/08/Friends-of-the-Earth-Just-Recovery-Renewable-Energy-Plan-for-Africa-2021.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document proposes a 'Just Recovery Renewable Energy Plan for Africa' aiming for 100% renewable energy by 2050. Based on modelling by Dr. Sven Teske, it argues that this transition is technically and financially feasible, requiring an annual investment of approximately US$130 billion. The plan emphasizes energy sovereignty, decentralization, and a just transition for workers, projecting the creation of 7 million jobs by 2050. It identifies key funding sources including the cancellation of African debt, the elimination of illicit financial flows, and the fulfillment of climate finance obligations by developed nations.","ai_generated":true,"unit":"foei-000607#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The plan aims for a 100% renewable energy independent Africa by 2050, requiring over 300 GW of new renewable energy by 2030 and over 2000 GW by 2050.","ai_generated":true,"unit":"foei-000607#insight-1","date_modified":"2026-10-23"},{"text":"Achieving the 100% renewable energy goal is estimated to require an annual investment of approximately US$130 billion between now and 2050, which includes US$109 billion for electricity and US$21 billion for heating.","ai_generated":true,"unit":"foei-000607#insight-2","date_modified":"2026-10-23"},{"text":"The transition to a renewable energy independent Africa is projected to create over 5 million jobs by 2030 and 7 million jobs by 2050 in sectors such as manufacturing, construction, operations, administration, trade, and maintenance.","ai_generated":true,"unit":"foei-000607#insight-3","date_modified":"2026-10-23"},{"text":"Energy poverty in Africa is severe, with approximately 580 million people lacking basic electricity access in 2019 and nearly 900 million relying on traditional biomass for cooking.","ai_generated":true,"unit":"foei-000607#insight-4","date_modified":"2026-10-23"},{"text":"The report identifies three primary funding mechanisms to finance the transition: stopping tax avoidance and illicit financial flows, requiring developed nations to meet climate finance obligations, and the cancellation of African debt.","ai_generated":true,"unit":"foei-000607#insight-5","date_modified":"2026-10-23"},{"text":"The proposed energy system prioritizes decentralized, small-scale renewable technologies to ensure rural access and community control, while utilizing large-scale wind or concentrated solar power (CSP) only to complement supply for large towns and cities.","ai_generated":true,"unit":"foei-000607#insight-6","date_modified":"2026-10-23"},{"text":"The plan advocates for a total ban on new fossil fuel developments and the rapid phase-out of existing ones, as well as opposing large-scale hydro dams and industrial agrofuels.","ai_generated":true,"unit":"foei-000607#insight-7","date_modified":"2026-10-23"},{"text":"The report highlights that the Covid-19 pandemic exacerbated existing inequalities and exposed the vulnerability of African health and energy systems, including the lack of refrigeration and electricity needed for vaccine distribution.","ai_generated":true,"unit":"foei-000607#insight-8","date_modified":"2026-10-23"}],"climate_tags":["renewable energy","energy poverty","climate finance","just transition","photovoltaics","onshore wind farm","geothermal energy","hydropower","bioenergy"],"geography_discussed":["South Africa","Mozambique","Malawi","Zimbabwe","Togo","Somalia","Madagascar","Morocco","Zambia","Senegal"],"frame_perspective":[],"analysis_type":["policy proposal","economic modelling","political statement"]},{"id":"iisd-002065","url":"https://climateinsightsdirectory.org/document/iisd-002065","title":"In Search of Prosperity","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"executive summary","language":"en","date_published":"2021-05","source_url":"https://www.iisd.org/system/files/2021-05/search-prosperity-oil-alberta-canada-summary.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report concludes that Alberta's oil sector faces a bleak long-term outlook due to technological shifts, climate action, and market volatility. It argues that the sector will become a diminishing contributor to provincial prosperity, making economic diversification imperative. Modelling shows that price volatility has a more severe negative impact on GDP, employment, and royalties than consistently low prices. The authors recommend that oil for combustion should not be a target of industrial policy and that the transition for workers and communities must be managed immediately.","ai_generated":true,"unit":"iisd-002065#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Alberta's oil sector is projected to experience a long-term decline by the end of the 2020s, driven by geopolitics, market forces, climate action, and technological change, meaning it will not contribute to future prosperity as it did previously.","ai_generated":true,"unit":"iisd-002065#insight-1","date_modified":"2026-10-23"},{"text":"The adoption of electric vehicles (EVs) is identified as the most significant factor influencing future oil demand, as road transport represents 44% of global crude oil demand.","ai_generated":true,"unit":"iisd-002065#insight-2","date_modified":"2026-10-23"},{"text":"Canadian oil production is characterized by high GHG intensity, remaining more than 50% higher than the U.S. average and over three times higher than Saudi Arabia's average.","ai_generated":true,"unit":"iisd-002065#insight-3","date_modified":"2026-10-23"},{"text":"Modelling a low-oil-price scenario (average USD 55/bbl Brent out to 2050) suggests an average annual decrease of CAD 4.4 billion in oil and gas GDP, a loss of 6,300 FTE jobs, and a drop in oil sands royalties by just under CAD 2 billion per year.","ai_generated":true,"unit":"iisd-002065#insight-4","date_modified":"2026-10-23"},{"text":"Price volatility is found to be more economically damaging than low prices; a 'Shocks Scenario' predicts an average annual GDP decrease of CAD 24.3 billion and a 43% drop in oil sands royalties.","ai_generated":true,"unit":"iisd-002065#insight-5","date_modified":"2026-10-23"},{"text":"The report recommends that governments avoid using industrial policy to support oil for combustion and instead invest in diversifying the economy to protect workers and communities.","ai_generated":true,"unit":"iisd-002065#insight-6","date_modified":"2026-10-23"}],"climate_tags":["electric vehicle","greenhouse gas emissions","Paris Agreement","oil sands","petrochemical product","plastic production","emission intensity","fossil-fuel divestment","economic diversity","energy transition","industrial policy"],"geography_discussed":["United States","Saudi Arabia","Russia","World"],"frame_perspective":[],"analysis_type":["economic modelling","policy analysis"]},{"id":"iisd-003481","url":"https://climateinsightsdirectory.org/document/iisd-003481","title":"In Search of Prosperity","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2021-05","source_url":"https://www.iisd.org/system/files/2021-05/search-prosperity-oil-alberta-canada.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report argues that while the oil sector has historically driven Alberta's economy, its long-term outlook is bleak due to the rise of electric vehicles, global climate action, and price volatility. It recommends that the government shift industrial policy support away from combustible hydrocarbons toward economic diversification and managed transitions for workers.","ai_generated":true,"unit":"iisd-003481#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Alberta oil sector's long-term market outlook is poor, with a combination of technological change, climate action, and geopolitics expected to drive a long-term decline by the end of the decade.","ai_generated":true,"unit":"iisd-003481#insight-1","date_modified":"2026-10-23"},{"text":"Electric vehicle (EV) adoption is identified as the most significant influence on future oil demand, as road transport accounts for 44% of global crude oil demand.","ai_generated":true,"unit":"iisd-003481#insight-2","date_modified":"2026-10-23"},{"text":"Canadian oil production is significantly more GHG-intense than its global peers; on a well-to-refinery basis, oil sands crude is on average 2.7 times as emissions intensive as U.S. conventional crude.","ai_generated":true,"unit":"iisd-003481#insight-3","date_modified":"2026-10-23"},{"text":"Access to capital for the oil sands is increasingly constrained by divestment movements from sovereign wealth and pension funds, as well as the 2019 Supreme Court of Canada Redwater decision, which prioritizes environmental obligations over creditor repayment.","ai_generated":true,"unit":"iisd-003481#insight-4","date_modified":"2026-10-23"},{"text":"Modelling a 'low-oil-price' scenario (average USD 55/bbl Brent out to 2050) compared to a USD 70/bbl reference case results in an average annual GDP decrease of CAD 4.4 billion for Alberta's oil and gas sector and a loss of 6,300 FTE jobs per year.","ai_generated":true,"unit":"iisd-003481#insight-5","date_modified":"2026-10-23"},{"text":"Price volatility has a more severe impact than low flat prices; in a 'Shocks Scenario', oil and gas sector GDP contributions in Alberta drop by an average of CAD 24.3 billion per year, and royalties drop by 43%.","ai_generated":true,"unit":"iisd-003481#insight-6","date_modified":"2026-10-23"},{"text":"The report concludes that oil for combustion is no longer an appropriate target for industrial policy support and urges an immediate shift toward diversifying the economy using existing strengths like geothermal energy and lithium production.","ai_generated":true,"unit":"iisd-003481#insight-7","date_modified":"2026-10-23"},{"text":"While petrochemical demand for plastics is projected to grow, it is unlikely to offset the demand loss from the transition to electric vehicles.","ai_generated":true,"unit":"iisd-003481#insight-8","date_modified":"2026-10-23"}],"climate_tags":["oil sands","electric vehicle","greenhouse gas emissions","climate finance","fossil-fuel divestment","economic diversity","petrochemical product","emission intensity","energy transition","industrial policy","Paris Agreement","geothermal energy","blue hydrogen"],"geography_discussed":["United States","Saudi Arabia","Russia","People's Republic of China","European Union"],"frame_perspective":[],"analysis_type":["economic modelling","market analysis","policy recommendation"]},{"id":"iejza-000179","url":"https://climateinsightsdirectory.org/document/iejza-000179","title":"Introducing a Universal Basic Income Guarantee for South Africa","publisher":{"name":"Institute for Economic Justice","organization":"institute-for-economic-justice"},"document_type":"policy brief","language":"en","date_published":"2021-03","source_url":"https://iej.org.za/wp-content/uploads/2026/02/IEJ-policy-brief-UBIG_2.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Institute for Economic Justice proposes a Universal Basic Income Guarantee (UBIG) for South African adults aged 18-59 to address widespread hunger and job losses. The brief argues that a universal, unconditional grant is superior to targeted measures due to administrative ease and broader reach. It suggests starting with a grant at the food poverty line (R585 per month), funded by R158 billion in progressive tax increases, including a Social Security Tax and the elimination of certain tax credits. In the medium term, the document recommends a wealth tax to increase the grant to lower-bound (R840) or upper-bound (R1,268) poverty lines. Immediate recommendations include extending and increasing the COVID-19 social relief grant and incorporating caregivers.","ai_generated":true,"unit":"iejza-000179#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The South African government has a constitutional and international legal obligation to provide social security, yet a significant gap exists for adults aged 18-59 who are currently excluded from the grant system.","ai_generated":true,"unit":"iejza-000179#insight-1","date_modified":"2026-10-23"},{"text":"The COVID-19 social relief grant of R350 and the Caregiver's Allowance of R500 provided essential relief, but the COVID-19 grant faced administrative bottlenecks and under-coverage, with only 34-46% of eligible people receiving payment by August 2020.","ai_generated":true,"unit":"iejza-000179#insight-2","date_modified":"2026-10-23"},{"text":"A universal grant is preferred over targeted or phased approaches because targeting creates allocative inefficiencies and administrative burdens that often exclude eligible people unjustly.","ai_generated":true,"unit":"iejza-000179#insight-3","date_modified":"2026-10-23"},{"text":"The document identifies three primary poverty line benchmarks for the UBIG: the food poverty line (FPL) at R585, the lower-bound poverty line (LBPL) at R840, and the upper-bound poverty line (UBPL) at R1,268 per person per month.","ai_generated":true,"unit":"iejza-000179#insight-4","date_modified":"2026-10-23"},{"text":"Implementing a UBIG for all adults (18-59) at the food poverty line (R585) would cost R239 billion per annum, while a version targeted only at those 'not formally employed' (NFE) at the same level would cost R157 billion per annum.","ai_generated":true,"unit":"iejza-000179#insight-5","date_modified":"2026-10-23"},{"text":"The IEJ proposes a package of progressive tax measures totaling R158 billion to fund the initial UBIG, including a Social Security Tax (SST) of 1.5% to 3% on taxable personal income, which would generate R64.7 billion.","ai_generated":true,"unit":"iejza-000179#insight-6","date_modified":"2026-10-23"},{"text":"A proposed wealth tax on the top 1% of earners at a 1% rate could raise R63 billion, while a 3% tax on the richest 0.1% could raise R103 billion.","ai_generated":true,"unit":"iejza-000179#insight-7","date_modified":"2026-10-23"},{"text":"The document recommends an immediate extension of the COVID-19 grant until the end of the 2021/22 financial year, increasing its value to R585 per month and including caregivers.","ai_generated":true,"unit":"iejza-000179#insight-8","date_modified":"2026-10-23"}],"climate_tags":["social protection","poverty reduction","carbon tax"],"geography_discussed":["Kenya"],"frame_perspective":[],"analysis_type":["policy brief","economic modelling","fiscal analysis"]},{"id":"seforall-000213","url":"https://climateinsightsdirectory.org/document/seforall-000213","title":"Achieving Economies of Scale in the Nigerian Solar Value Chain","publisher":{"name":"Sustainable Energy for All","organization":"sustainable-energy-for-all"},"document_type":"report","language":"en","date_published":"2021-02","source_url":"https://www.seforall.org/system/files/2021-02/Solar-Value-Chain-Project-SEforALL.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report argues that achieving economies of scale in Nigeria's solar sector requires a transition from accelerated importation to local assembly and eventually local manufacturing. It identifies that approximately 7 million Nigerian households are ready for immediate solar home system (SHS) deployment based on geospatial data. The analysis demonstrates that combining four key enablers—import tariff waivers, reduced cost of debt, increased plant capacity, and product subsidies—could reduce SHS prices by 34% and increase the number of households able to afford these systems by 288%.","ai_generated":true,"unit":"seforall-000213#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Geospatial analysis identifies approximately 7 million Nigerian households ready for immediate deployment of solar home systems (SHS). These households meet three criteria: the ability to pay for Tier 2 electricity (at least 50Wp), living in communities where at least 30% of homes are unelectrified and are more than 5km from a mini-grid, and residing in communities where over 50% of households are determined as high or moderate repayers.","ai_generated":true,"unit":"seforall-000213#insight-1","date_modified":"2026-10-23"},{"text":"The report proposes a three-phase systematic approach to localization: first, 'Accelerated Importation' (short term, ~9 months) using semi-knocked-down kits; second, 'Local Assembly' of key components like PV and batteries (short to medium term, ~10–22 months); and third, 'Local Manufacturing' of components such as silicon cells (long term, ~22-36 months).","ai_generated":true,"unit":"seforall-000213#insight-2","date_modified":"2026-10-23"},{"text":"Economic modelling shows that the combined application of four enablers—import tariff waivers, reduction of the cost of debt from 12% to 5%, increasing plant capacity from 20MW to 100MW, and a 20% product subsidy—would result in a 34% reduction in the price of SHS and a 288% increase in the number of households able to afford the systems.","ai_generated":true,"unit":"seforall-000213#insight-3","date_modified":"2026-10-23"},{"text":"The report identifies significant barriers in the current value chain, including a high dependency on imports from China, inconsistent tariff applications where components in SHS kits attract higher duties than individual panels, and a lack of strict regulations leading to a proliferation of low-quality imports.","ai_generated":true,"unit":"seforall-000213#insight-4","date_modified":"2026-10-23"},{"text":"Localization of the solar value chain is projected to create substantial socio-economic benefits, including the creation of 193,053 jobs and the saving of 356,486 metric tons of greenhouse gas emissions.","ai_generated":true,"unit":"seforall-000213#insight-5","date_modified":"2026-10-23"}],"climate_tags":["renewable energy policy","climate finance","greenhouse gas emissions","energy access","industrial manufacturing"],"geography_discussed":["ECOWAS","Kenya","Ghana","People's Republic of China"],"frame_perspective":[],"analysis_type":["economic modelling","geospatial analysis","policy assessment"]},{"id":"gclifun-006184","url":"https://climateinsightsdirectory.org/document/gclifun-006184","title":"Scaling up climate finance in the context of Covid-19","publisher":{"name":"Green Climate Fund","organization":"green-climate-fund"},"document_type":"report","language":"en","date_published":"2021","source_url":"https://www.greenclimate.fund/sites/default/files/document/scaling-climate-finance-context-covid-19-full-report_0.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document argues that the financial system's current inertia and short-term bias prevent the redirection of private capital toward net-zero, climate-resilient economies. It emphasizes that limiting warming to 1.5°C is technically feasible but requires a dramatic scale-up of investment in energy, land, urban, and industrial systems. The report advocates for a dual approach of 'market fixing' (carbon pricing and risk disclosure) and 'market shaping' (de-risking and policy support) to overcome investment barriers. In the context of Covid-19, it highlights the risk of 'colourless' recovery packages entrenching fossil fuel dependence and proposes integrating NDCs into investment plans, alleviating debt through climate swaps, utilizing multi-sovereign guarantee funds, and expanding green bond markets to support developing nations.","ai_generated":true,"unit":"gclifun-006184#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Limiting global warming to 1.5°C is technically feasible but requires steep emissions reductions by 2030 and reaching net-zero CO2 emissions by 2050.","ai_generated":true,"unit":"gclifun-006184#insight-1","date_modified":"2026-10-23"},{"text":"Current Nationally Determined Contributions (NDCs) are insufficient, with full implementation projected to result in warming between 2.9°C and 3.4°C by the end of the century.","ai_generated":true,"unit":"gclifun-006184#insight-2","date_modified":"2026-10-23"},{"text":"Global low-carbon investment needs are estimated to be between 3.9% and 8.7% of world GDP over the next two decades, while the infrastructure investment gap could be as high as 15.9% to 32% between 2035 and 2040.","ai_generated":true,"unit":"gclifun-006184#insight-3","date_modified":"2026-10-23"},{"text":"There is a significant geographical misalignment of capital flows; three quarters of global climate finance is invested in the country where it is sourced, leaving sub-Saharan Africa with only 5% of climate-related financial flows in non-OECD countries ($19 billion).","ai_generated":true,"unit":"gclifun-006184#insight-4","date_modified":"2026-10-23"},{"text":"A 'market-fixing' approach, relying on carbon pricing and risk disclosure, is insufficient on its own because carbon price signals are often overwhelmed by other market noises and business uncertainty.","ai_generated":true,"unit":"gclifun-006184#insight-5","date_modified":"2026-10-23"},{"text":"A 'market-shaping' approach is necessary to remove political, regulatory, macroeconomic, and technical barriers that deter private investment in low-carbon infrastructure.","ai_generated":true,"unit":"gclifun-006184#insight-6","date_modified":"2026-10-23"},{"text":"Blended finance has historically been concentrated in mature technologies and high-income countries, with only 5.3% of mobilised private finance going to Least Developed Countries (LDCs) and other Low-Income Countries between 2012 and 2018.","ai_generated":true,"unit":"gclifun-006184#insight-7","date_modified":"2026-10-23"},{"text":"The Covid-19 pandemic caused a deep recession, with global growth contracting by 3.5% in 2020, and disproportionately affected developing countries where GDP contracted by 2.6% to 5% (excluding China).","ai_generated":true,"unit":"gclifun-006184#insight-8","date_modified":"2026-10-23"},{"text":"Recovery spending in the 50 largest economies is largely 'colourless'; only 18% of recovery spending and 2.5% of total spending will enhance sustainability.","ai_generated":true,"unit":"gclifun-006184#insight-9","date_modified":"2026-10-23"},{"text":"Developing countries face a severe debt crisis, with 55% of the poorest countries in or at high risk of debt distress as of January 2021.","ai_generated":true,"unit":"gclifun-006184#insight-10","date_modified":"2026-10-23"},{"text":"Integrating climate, sustainable development, and Covid-19 stimulus policies could reduce investment needs by 40%.","ai_generated":true,"unit":"gclifun-006184#insight-11","date_modified":"2026-10-23"},{"text":"Multi-sovereign guarantee funds, where AAA-AA rated developed countries provide backing, can reduce creditworthiness risks and expand access to capital markets for small states.","ai_generated":true,"unit":"gclifun-006184#insight-12","date_modified":"2026-10-23"},{"text":"The potential for green bonds is estimated at €29.4 trillion by 2030, but actual issuance remains far below this, with only $1 trillion issued in the ten years since launch.","ai_generated":true,"unit":"gclifun-006184#insight-13","date_modified":"2026-10-23"}],"climate_tags":["climate finance","Net-zero emissions","Paris Agreement","carbon price","carbon dioxide removal","Blended Finance","climate bond","climate change adaptation","climate change mitigation","Nationally Determined Contributions","energy transition"],"geography_discussed":["sub-Saharan Africa","Saint Lucia","Jamaica","Brazil","United States"],"frame_perspective":[],"analysis_type":["policy assessment","financial analysis","economic modelling"]}]}