{"query_echo":{"q":"","filters":{"climate_tags":["employment"]},"warnings":[]},"total":{"value":55,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?climate_tags=employment","next":"https://climateinsightsdirectory.org/api/v1/search?climate_tags=employment&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":"eninnova-000009","url":"https://climateinsightsdirectory.org/document/eninnova-000009","title":"Infographics: The Economic, Consumer Cost, and Pollution Impacts of Recent Federal Energy Policy Changes","publisher":{"name":"Energy Innovation","organization":"energy-innovation"},"document_type":"report","language":"en","date_published":"2026-07-07","source_url":"https://energyinnovation.org/multimedia/infographics-the-economic-consumer-cost-and-pollution-impacts-of-recent-federal-energy-policy-changes/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The report uses Energy Policy Simulator modeling to analyze seven major federal policy shifts occurring between January 2025 and May 2026. The findings indicate that these changes will lead to increased energy costs, diminished public health outcomes, constraints on new power generation, and greater financial pressure on utilities and households through 2040.","ai_generated":true,"unit":"eninnova-000009#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Modeling from the Energy Policy Simulator indicates that federal policy changes between January 2025 and May 2026 will result in higher energy costs, poorer public health outcomes, restrictions on new power generation, and increased financial strain on utility and household budgets through 2040.","ai_generated":true,"unit":"eninnova-000009#insight-1","date_modified":"2026-10-23"},{"text":"The analysis evaluates the effects of seven primary policy shifts on the energy system, businesses, and families.","ai_generated":true,"unit":"eninnova-000009#insight-2","date_modified":"2026-10-23"}],"climate_tags":["energy price","economic growth","air pollution","employment","Power system reliability"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["impact assessment","economic modeling"]},{"id":"iejza-000236","url":"https://climateinsightsdirectory.org/document/iejza-000236","title":"The controversy around monetary policy and the inflation target - are we sacrificing sustainable growth and full employment?","publisher":{"name":"Institute for Economic Justice","organization":"institute-for-economic-justice"},"document_type":"briefing","language":"en","date_published":"2026-05-24","source_url":"https://iej.org.za/wp-content/uploads/2026/05/IEJ-x-SMWX-Concept-note-Episode-11.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document critiques the South African Reserve Bank's (SARB) restrictive interest-rate cycle and its shift toward a lower inflation target, arguing that such policies prioritize price stability over sustainable growth and employment. It proposes a more 'developmental' approach to monetary policy, including a 'look-through' rule for supply shocks and targeted funding tools for productive sectors.","ai_generated":true,"unit":"iejza-000236#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Since 2022, the South African Reserve Bank (SARB) has implemented a restrictive interest-rate cycle, raising the repo rate by approximately 475 basis points. Specifically, between March 2022 and May 2023, the repo rate increased from 4.25% to 8.25%.","ai_generated":true,"unit":"iejza-000236#insight-1","date_modified":"2026-10-23"},{"text":"In November 2025, South Africa's inflation target was changed from a 3-6% range to a point target of 3% with a 1 percentage point tolerance band (effectively 2-4%).","ai_generated":true,"unit":"iejza-000236#insight-2","date_modified":"2026-10-23"},{"text":"Evidence indicates that recent inflation surges in South Africa were primarily driven by global supply shocks, such as energy, logistics, food, and fuel prices, rather than domestic demand.","ai_generated":true,"unit":"iejza-000236#insight-3","date_modified":"2026-10-23"},{"text":"The document argues that the SARB has adopted a narrow interpretation of its constitutional mandate, prioritizing disinflation and credibility over the requirement to support balanced and sustainable growth.","ai_generated":true,"unit":"iejza-000236#insight-4","date_modified":"2026-10-23"},{"text":"The briefing proposes a 'developmental' monetary policy framework featuring a 'look-through' rule for temporary supply shocks, explicit assessments of repo decisions on the real economy, and targeted funding tools similar to the Bank of England's Term Funding Scheme or the ECB's Targeted longer-term refinancing operations.","ai_generated":true,"unit":"iejza-000236#insight-5","date_modified":"2026-10-23"}],"climate_tags":["economic growth","employment"],"geography_discussed":["World"],"frame_perspective":[],"analysis_type":["policy analysis","economic critique"]},{"id":"issafri-000307","url":"https://climateinsightsdirectory.org/document/issafri-000307","title":"Impact of the Manufacturing Scenario","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":"2026-03-29","source_url":"https://futures.issafrica.org/thematic/guide.pdf?thematic=07-manufacturing&topic=08-impact-manufacturing-scenario","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Manufacturing scenario projects a structural economic transformation for Africa by 2043, increasing the manufacturing sector's GDP share to 18.1% and adding US$282.8 billion to the continent's total GDP. This shift is expected to generate 34.6 million additional jobs, primarily unskilled roles in agro-processing and services, while increasing government revenue by US$81.6 billion. The scenario forecasts a reduction in extreme poverty, lifting 19.11 million more people out of poverty by 2043 than the Current Path, and predicts a long-term decrease in income inequality through the expansion of the middle class.","ai_generated":true,"unit":"issafri-000307#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"By 2043, the manufacturing sector's share of GDP is projected to reach 18.1%, which is 1.8 percentage points higher than the Current Path. The sector is expected to be US$168.2 billion larger than under the Current Path, totaling approximately US$1.04 trillion.","ai_generated":true,"unit":"issafri-000307#insight-1","date_modified":"2026-10-23"},{"text":"The scenario is expected to create 34.6 million additional jobs by 2043, consisting of approximately 30.94 million unskilled and 3.73 million skilled positions. Unskilled labour demand is most pronounced in agriculture, specifically within the agro-processing sub-sector.","ai_generated":true,"unit":"issafri-000307#insight-2","date_modified":"2026-10-23"},{"text":"Africa's average annual GDP growth would increase from 4.3% to 4.5% under this scenario. By 2043, the total GDP would reach US$6.67 trillion, an increase of US$282.8 billion over the Current Path.","ai_generated":true,"unit":"issafri-000307#insight-3","date_modified":"2026-10-23"},{"text":"Government revenue as a share of GDP is projected to be 0.3 percentage points higher by 2043 than the Current Path, representing an additional US$81.6 billion. This is attributed to a larger economy and the formalisation of businesses.","ai_generated":true,"unit":"issafri-000307#insight-4","date_modified":"2026-10-23"},{"text":"The scenario projects an increase in GDP per capita of US$190 for Africa as a whole by 2043. Specific countries are expected to see higher gains, with Botswana leading at US$1,018, followed by Namibia (US$670), Egypt (US$624), Zimbabwe (US$545), and Djibouti (US$525).","ai_generated":true,"unit":"issafri-000307#insight-5","date_modified":"2026-10-23"},{"text":"Extreme poverty (at US$2.15/day) is expected to be 0.82 percentage points lower by 2043 compared to the Current Path. This would lift 3.8 million additional people out of poverty by 2030 and 19.11 million more by 2043.","ai_generated":true,"unit":"issafri-000307#insight-6","date_modified":"2026-10-23"},{"text":"The most significant absolute reductions in poverty headcounts by 2043 are expected in Nigeria (4.45 million), DR Congo (3.44 million), Mozambique (1.79 million), Uganda (813,300), and Niger (782,800).","ai_generated":true,"unit":"issafri-000307#insight-7","date_modified":"2026-10-23"},{"text":"While income inequality may rise slightly until 2036/2037, the Gini index is expected to improve by 2043. The greatest improvements in inequality are projected for Côte d'Ivoire, Botswana, Benin, and Senegal.","ai_generated":true,"unit":"issafri-000307#insight-8","date_modified":"2026-10-23"}],"climate_tags":["industrial manufacturing","employment","poverty reduction"],"geography_discussed":["Botswana","Namibia","Egypt","Zimbabwe","Djibouti","Sudan","Central African Republic","Chad","Burundi","Somalia","Mozambique","Malawi","Liberia","Nigeria","Democratic Republic of the Congo","Uganda","Niger","Seychelles","Mauritius","Ivory Coast","Benin","Senegal","Ethiopia","Guinea-Bissau","Tanzania"],"frame_perspective":[],"analysis_type":["economic forecasting","scenario analysis"]},{"id":"iisd-003217","url":"https://climateinsightsdirectory.org/document/iisd-003217","title":"Local Content Policies in Mining","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2026-01","source_url":"https://www.iisd.org/system/files/2026-01/local-content-policies-mining.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report examines how mining-producer countries use local content policies to translate extractive activities into domestic economic development. Key findings indicate a primary focus on local employment and contracting, with a significant emphasis on benefits for communities near mine sites. While many governments employ mandatory requirements and incentives, the report identifies critical gaps in the use of 'rules of origin' and data-based monitoring tools. Despite challenges such as limited technical capacity and infrastructure deficits, the report concludes that these policies are generally successful when they balance local community benefits with national development and avoid unrealistic industry burdens.","ai_generated":true,"unit":"iisd-003217#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Governments primarily prioritize local employment and contracting in their local content strategies, with significantly less focus on mineral processing or mineral-based manufacturing.","ai_generated":true,"unit":"iisd-003217#insight-1","date_modified":"2026-10-23"},{"text":"Local content policies are frequently designed to benefit specific geographic areas, with 80% of respondents targeting communities near mine sites, though 37% combine these with national-level measures.","ai_generated":true,"unit":"iisd-003217#insight-2","date_modified":"2026-10-23"},{"text":"The determination of a firm's 'local' status is mostly based on registration and operational location, which may not guarantee that economic benefits actually accrue to local communities.","ai_generated":true,"unit":"iisd-003217#insight-3","date_modified":"2026-10-23"},{"text":"The most common tools for encouraging local hiring include fixed percentage requirements for local employees, the adoption of localization or succession plans, and mandates for training locals.","ai_generated":true,"unit":"iisd-003217#insight-4","date_modified":"2026-10-23"},{"text":"To boost the competitiveness of local suppliers, governments frequently provide technical support, which is the most popular supply-side measure.","ai_generated":true,"unit":"iisd-003217#insight-5","date_modified":"2026-10-23"},{"text":"Rules of origin, which define the proportion of local value added to a product, are rarely well-defined or understood by the surveyed governments.","ai_generated":true,"unit":"iisd-003217#insight-6","date_modified":"2026-10-23"},{"text":"Governments seeking to promote in-country mineral processing and manufacturing most commonly use requirements that minerals undergo a specific level of processing before they can be exported.","ai_generated":true,"unit":"iisd-003217#insight-7","date_modified":"2026-10-23"},{"text":"There is low awareness and limited use of data-based tools like the Local Procurement Reporting Mechanism (LPRM) and the Local Investment Opportunities in Natural Resources (LION) tool, although those who used them generally found them helpful.","ai_generated":true,"unit":"iisd-003217#insight-8","date_modified":"2026-10-23"},{"text":"Implementation of local content policies is hindered by a lack of technical capacity, insufficient financial and data resources, and poor coordination between government agencies.","ai_generated":true,"unit":"iisd-003217#insight-9","date_modified":"2026-10-23"},{"text":"Successful examples of local content policy revisions and implementation are noted in Nigeria, Australia, Botswana, Senegal, Ghana, Indonesia, and China.","ai_generated":true,"unit":"iisd-003217#insight-10","date_modified":"2026-10-23"}],"climate_tags":["mining","economic diversity","industrial policy","employment","critical minerals"],"geography_discussed":["Philippines","Nigeria","Australia","Botswana","Senegal","Ghana","People's Republic of China","Indonesia","British Columbia"],"frame_perspective":[],"analysis_type":["survey analysis","policy assessment","case study"]},{"id":"prio-001676","url":"https://climateinsightsdirectory.org/document/prio-001676","title":"The evolution of African National Youth Policies","publisher":{"name":"Peace Research Institute Oslo","organization":"peace-research-institute-oslo"},"document_type":"policy brief","language":"en","date_published":"2025-09","source_url":"https://cdn.cloud.prio.org/files/98195593-1694-4c9d-97a0-390f008f1ca3/PRIO Policy Brief 9 - 2025.pdf?inline=true","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document examines the evolution of National Youth Policies (NYPs) in Africa, noting a steep increase in adoption that peaked in 2020. While these policies frequently address education, employment, and health, they often neglect youth political participation and face significant implementation gaps. Adoption is driven more by political and institutional factors, such as democracy and administrative capacity, than by demographic needs.","ai_generated":true,"unit":"prio-001676#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"There has been a significant increase in the adoption of national youth policies across Africa between 1990 and 2022, peaking in 2020 when 40 countries had an active policy. By 2022, 44 African countries had an active, identifiable youth policy, while ten did not.","ai_generated":true,"unit":"prio-001676#insight-1","date_modified":"2026-10-23"},{"text":"National Youth Policies (NYPs) primarily focus on human capital development, specifically education and employment, followed by health. More recent policies have expanded to include security concerns, gender equality, and gender-based violence (GBV), but they largely ignore youth political participation.","ai_generated":true,"unit":"prio-001676#insight-2","date_modified":"2026-10-23"},{"text":"The adoption of NYPs is not predicted by the size of a country's youth population or its secondary school completion rates. Instead, adoption is more likely in states with greater administrative capacity and in democracies, where youth have more opportunities to pressure governments.","ai_generated":true,"unit":"prio-001676#insight-3","date_modified":"2026-10-23"},{"text":"While many countries have adopted NYPs, there is a lack of continuity and a gap between policy formulation and delivery. Some countries, such as Senegal and Guinea, let their policies lapse by 2022, and many others suffer from limited budget allocations and weak interministerial coordination.","ai_generated":true,"unit":"prio-001676#insight-4","date_modified":"2026-10-23"},{"text":"African NYPs frequently align with regional and international frameworks. The African Union’s African Youth Charter (2006) was particularly influential, and more recent policies often reference the African Union’s Agenda 2063 and the UN Millennium Development Goals (MDGs).","ai_generated":true,"unit":"prio-001676#insight-5","date_modified":"2026-10-23"},{"text":"Youth involvement in the creation of NYPs is inconsistent. In countries like Cabo Verde, Rwanda, and Gambia, consultation involved youth associations or councils, whereas in Senegal, Niger, and the Central African Republic, policies were primarily drafted by government officials.","ai_generated":true,"unit":"prio-001676#insight-6","date_modified":"2026-10-23"}],"climate_tags":["governance","employment","gender equality"],"geography_discussed":["The Gambia","Guinea","Namibia","Zambia","Seychelles","Botswana","Malawi","Mozambique","Tanzania","Burundi","Ghana","Mali","Rwanda","Cape Verde","Central African Republic","Niger","Senegal"],"frame_perspective":[],"analysis_type":["policy analysis","cross-national mapping"]},{"id":"iejza-000375","url":"https://climateinsightsdirectory.org/document/iejza-000375","title":"LEVERAGING MONETARY POLICY TO SUPPORT THE TRANSITIONAL NEEDS OF SOUTH AFRICAN WORKERS","publisher":{"name":"Institute for Economic Justice","organization":"institute-for-economic-justice"},"document_type":"policy brief","language":"en","date_published":"2025-02","source_url":"https://iej.org.za/wp-content/uploads/2025/02/IEJ-policybrief-PBMonetaryPolicy.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document examines how South Africa's current growth model and monetary governance reinforce a capital-intensive economy and inequality. It identifies significant unexploited liquidity in the banking and retirement sectors and proposes reforms to the South African Green Finance Taxonomy (SAGFT), the adoption of corporate transition plans, and the use of direct and indirect credit allocation tools to fund a just transition for workers.","ai_generated":true,"unit":"iejza-000375#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Just Energy Transition Partnership (JETP) is criticized for primarily directing its $8.5 billion in committed finance toward electricity infrastructure rather than economic diversification, which the author argues is unlikely to reshape the financial and industrial status quo or reduce wealth inequality.","ai_generated":true,"unit":"iejza-000375#insight-1","date_modified":"2026-10-23"},{"text":"South Africa's growth model is dominated by the 'Mineral Energy Complex' (MEC), where investment is concentrated in capital-intensive sectors like mining. Total investment remains below the 25% of GDP threshold required for dynamic economic growth, and mining companies have often diverted credit toward speculative assets rather than job-creating activities.","ai_generated":true,"unit":"iejza-000375#insight-2","date_modified":"2026-10-23"},{"text":"The South African Reserve Bank's (SARB) current approach to monetary governance, characterized by operational independence and a formal inflation-targeting regime, is argued to inhibit economic dynamism and prioritize price stability over employment, often channeling funds toward speculative financial sectors.","ai_generated":true,"unit":"iejza-000375#insight-3","date_modified":"2026-10-23"},{"text":"There is substantial unexploited liquidity in the South African financial system: allocating 10% of banks' ten-year average lending to a developmental agenda would provide approximately R52.41bn, and returning the retirement industry's maximum offshore investment limit to 30% could increase onshore assets by an estimated R600bn.","ai_generated":true,"unit":"iejza-000375#insight-4","date_modified":"2026-10-23"},{"text":"The South African Green Finance Taxonomy (SAGFT) requires three primary reforms to support workers: the introduction of mandatory disclosure of taxonomy-related information, integration into a broader sustainable finance strategy, and the inclusion of 'transition support' for workers within the definition of 'green'.","ai_generated":true,"unit":"iejza-000375#insight-5","date_modified":"2026-10-23"},{"text":"The author proposes that the government and SARB mandate corporate transition plans for firms, requiring disclosures on skills needed for the transition, training measures for current employees, and the extent to which the workforce was consulted in the planning process.","ai_generated":true,"unit":"iejza-000375#insight-6","date_modified":"2026-10-23"},{"text":"Proposed credit allocation mechanisms include direct price-based controls (such as state investment banks and dual/subsidized interest rates), indirect price-based policies (such as targeted refinancing lines and green-differentiated capital requirements), and direct quantity-based policies (such as asset prescription for pension funds).","ai_generated":true,"unit":"iejza-000375#insight-7","date_modified":"2026-10-23"}],"climate_tags":["just transition","climate finance","renewable energy","employment"],"geography_discussed":["France","Germany","United Kingdom","United States","European Union"],"frame_perspective":[],"analysis_type":["policy analysis","economic modeling","regulatory review"]},{"id":"gga-000218","url":"https://climateinsightsdirectory.org/document/gga-000218","title":"The State of the Informal Economy in Ethiopia: Insights from Addis Ababa City Administration","publisher":{"name":"Good Governance Africa","organization":"good-governance-africa"},"document_type":"research paper","language":"en","date_published":"2025","source_url":"https://digitalmallblobstorage.blob.core.windows.net/wp-content/2026/04/GGA-HoA-Informal-Economy-Final-Monograph.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document assesses the pervasive role of the informal economy in Ethiopia, noting that it accounts for 80-90% of national employment and approximately one-third of GDP. It highlights a disconnect between official national surveys, which show a decline in informality, and international estimates that suggest the sector remains dominant. The analysis focuses on the drivers of informality—including rural-to-urban migration and structural exclusion—and the challenges of formalization, such as bureaucratic burdens and limited financial access. In Addis Ababa, the city administration has shifted from viewing informal trade as 'illegal' to implementing regulations (such as Regulation No. 184/2025) to recognize and gradually integrate street vendors into the formal economy.","ai_generated":true,"unit":"gga-000218#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The informal economy is a dominant force in Ethiopia's labour market, estimated to account for 80%-90% of national employment and approximately one-third of the national GDP.","ai_generated":true,"unit":"gga-000218#insight-1","date_modified":"2026-10-23"},{"text":"There is a significant discrepancy between official Ethiopian national surveys and international data; while national surveys show a decline in urban informal employment (e.g., a 74.2% decline in Addis Ababa between 2004 and 2022), international reports suggest informality remains as high as 90% in sub-Saharan Africa, including Ethiopia.","ai_generated":true,"unit":"gga-000218#insight-2","date_modified":"2026-10-23"},{"text":"The underreporting of informality in official statistics is attributed to narrow operational definitions (focusing primarily on the possession of a business licence and book of accounts) and administrative pressures that compel operators to formalize or face harassment.","ai_generated":true,"unit":"gga-000218#insight-3","date_modified":"2026-10-23"},{"text":"Informality in Ethiopia is driven by structural exclusion, rapid rural-to-urban migration, and a mismatch between the surplus of low-skilled labour and the limited growth of formal job opportunities.","ai_generated":true,"unit":"gga-000218#insight-4","date_modified":"2026-10-23"},{"text":"Sole proprietorship is the overwhelming business structure in the urban informal economy, with rates remaining nearly constant at approximately 98-99% between 2002 and 2021.","ai_generated":true,"unit":"gga-000218#insight-5","date_modified":"2026-10-23"},{"text":"Women are disproportionately represented in the informal sector, particularly in low-paying roles such as street vending, domestic work, and home-based production.","ai_generated":true,"unit":"gga-000218#insight-6","date_modified":"2026-10-23"},{"text":"The 'gig economy' is emerging in Ethiopia, driven by digital platforms for ride-hailing (e.g., RIDE, Feres) and e-commerce, which attract urban youth but introduce new precarieties such as 'algorithmic control'.","ai_generated":true,"unit":"gga-000218#insight-7","date_modified":"2026-10-23"},{"text":"Informal and formal sectors are deeply interlinked; informal enterprises act as essential suppliers of raw materials and intermediate goods to formal businesses and serve as key distributors of formal sector products to underserved areas.","ai_generated":true,"unit":"gga-000218#insight-8","date_modified":"2026-10-23"},{"text":"The Addis Ababa City Administration has transitioned from treating informal trade as illegal to recognizing it through Regulation No. 184/2025, which defines informal street trade as activities with capital up to 200,000 Birr.","ai_generated":true,"unit":"gga-000218#insight-9","date_modified":"2026-10-23"},{"text":"Formalization efforts are hindered by significant barriers, including complex registration procedures, high compliance costs, frequent government restructuring, and a lack of access to formal credit due to high collateral requirements.","ai_generated":true,"unit":"gga-000218#insight-10","date_modified":"2026-10-23"}],"climate_tags":["urbanization","employment","poverty reduction","climate migration","recycling"],"geography_discussed":["East Africa","sub-Saharan Africa","Hawassa"],"frame_perspective":[],"analysis_type":["socio-economic assessment","policy analysis","governance review"]},{"id":"iejza-000389","url":"https://climateinsightsdirectory.org/document/iejza-000389","title":"Imisebenzi Xa Ithelekiswa Nenkxaso-Mali","publisher":{"name":"Institute for Economic Justice","organization":"institute-for-economic-justice"},"document_type":"fact sheet","language":"sw","date_published":"2023-11","source_url":"https://iej.org.za/wp-content/uploads/2024/02/IEJ-UBIG-3-factsheet-isiXhosa.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document challenges the notion that social grants create a 'cycle of dependency' or hinder economic growth in South Africa. It argues that basic income supports job seekers by reducing poverty-related barriers, stimulates local economies through increased spending, and provides a safety net that empowers workers to negotiate better wages and conditions. The text emphasizes that employment and social support are complementary rather than contradictory, particularly for unpaid caregivers and those in structural poverty.","ai_generated":true,"unit":"iejza-000389#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Evidence contradicts the claim that social grants discourage people from seeking employment; instead, they can increase the motivation to find meaningful work and help people access job opportunities by reducing financial barriers.","ai_generated":true,"unit":"iejza-000389#insight-1","date_modified":"2026-10-23"},{"text":"In South Africa, the cost of searching for work was R938 per month in 2019, which is above the poverty line, meaning basic income enables people to actually apply for jobs. Specifically, the SRD grant increased the ability to look for work by an estimated 25 percentage points, with 27% of youth using the grant to support themselves while job hunting.","ai_generated":true,"unit":"iejza-000389#insight-2","date_modified":"2026-10-23"},{"text":"Basic income stimulates local economic growth and human development. In Zambia, it led to a 50% increase in production value through expanded cultivation and non-farm businesses. In Kenya, property ownership with production increased by 51 percentage points, and in Lesotho, there was an 8% increase in the use of agricultural inputs.","ai_generated":true,"unit":"iejza-000389#insight-3","date_modified":"2026-10-23"},{"text":"Research from UNICEF and the World Bank indicates that cash transfers do not increase spending on 'temptation goods' like alcohol and tobacco. In South Africa, 93.3% of SRD grant recipients spent the majority of the R350 grant on food, followed by electricity at 31.8%.","ai_generated":true,"unit":"iejza-000389#insight-4","date_modified":"2026-10-23"},{"text":"A universal basic income provides workers with an 'exit option,' allowing them to refuse exploitative work and negotiate for better wages and conditions, provided it is paired with labor protections and minimum wages.","ai_generated":true,"unit":"iejza-000389#insight-5","date_modified":"2026-10-23"}],"climate_tags":["poverty reduction","employment","economic growth","gender equality"],"geography_discussed":["Namibia","Iran","Zambia","Lesotho","Kenya","Ghana","Mexico"],"frame_perspective":[],"analysis_type":["policy analysis","socio-economic assessment"]},{"id":"sei-002775","url":"https://climateinsightsdirectory.org/document/sei-002775","title":"Energía solar y eólica en Colombia: panorama y resumen de políticas 2022","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"briefing","language":"es","date_published":"2023-03","source_url":"https://www.sei.org/wp-content/uploads/2023/03/solar-eolica-colombia-sei2023.016.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"Colombia possesses significant wind and solar potential, estimated at 30 GW and 32 GW respectively, though installed capacity remained low at approximately 1.5% of the electrical matrix in 2022. A strong increase is projected by 2027, potentially reaching nearly 40% of capacity if approved projects are operationalized. The document details a robust incentive framework including tax deductions and VAT exemptions, alongside mechanisms for community benefit distribution and indigenous rights. While investment reached record levels in 2021, the sector faces challenges in gender representation and the need for stronger policies to ensure local employment and social equity.","ai_generated":true,"unit":"sei-002775#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Colombia has high-quality wind and solar energy potential, estimated at 30 GW and 32 GW respectively, which exceeds the country's total installed capacity of 18.8 GW. The La Guajira region is particularly significant, holding 18 GW of the national wind potential with average wind speeds of 9.8 m/s.","ai_generated":true,"unit":"sei-002775#insight-1","date_modified":"2026-10-23"},{"text":"Despite high potential, installed capacity for solar and wind was very low in 2022, representing only 1.5% and 0.1% of electrical capacity respectively (290 MW for solar and 18.4 MW for wind). However, if approved projects enter operation, solar and wind could represent 38% of installed capacity by 2027.","ai_generated":true,"unit":"sei-002775#insight-2","date_modified":"2026-10-23"},{"text":"The Colombian government provides several financial incentives for renewable energy, including a 50% income tax deduction on total investment (applicable for up to 15 years), VAT exemptions for equipment and services, import duty exemptions for non-locally produced equipment, and accelerated depreciation of up to 33.33% annually.","ai_generated":true,"unit":"sei-002775#insight-3","date_modified":"2026-10-23"},{"text":"To ensure social equity, projects over 10 MW must transfer 1% of gross energy sales to the project's area of influence, with 60% designated for indigenous or Afro-Colombian communities. This rate is set to increase to 2% once non-conventional renewable capacity exceeds 20% of the total.","ai_generated":true,"unit":"sei-002775#insight-4","date_modified":"2026-10-23"},{"text":"Renewable energy investment in Colombia reached record levels in 2021 with 952 million USD, of which 71% went to wind energy and 29% to solar energy.","ai_generated":true,"unit":"sei-002775#insight-5","date_modified":"2026-10-23"},{"text":"The sector shows a significant gender gap; while official data is lacking, project-level reports indicate a male majority. For example, the La Loma solar park (187 MW) employed 15% women, whereas the San Fernando solar park (61 MW) had approximately 38% women employees.","ai_generated":true,"unit":"sei-002775#insight-6","date_modified":"2026-10-23"}],"climate_tags":["solar energy","wind power","offshore wind power","energy transition","climate finance","gender equality","indigenous rights","environmental impact assessment","employment","decarbonization"],"geography_discussed":["La Guajira Department"],"frame_perspective":[],"analysis_type":["policy review","sectoral overview"]},{"id":"newclim-000331","url":"https://climateinsightsdirectory.org/document/newclim-000331","title":"Natural Gas in Africa","publisher":{"name":"NewClimate Institute","organization":"newclimate-institute"},"document_type":"report","language":"en","date_published":"2022-05","source_url":"https://climateactiontracker.org/documents/1048/CAT_2022-05_Report_NaturalGasinAfrica.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report contends that natural gas expansion in Africa contradicts the Paris Agreement and poses significant economic and environmental risks. It argues that renewable energy is more cost-effective and creates more sustainable employment than the fossil fuel industry. Through case studies of Egypt, Nigeria, and Senegal, the document demonstrates that shifting from gas-based power to high-renewable scenarios would increase job creation and, in the case of Egypt, significantly reduce premature deaths from air pollution. It concludes that developed nations must stop financing fossil fuels and increase climate finance to support Africa's transition to zero-emissions energy systems.","ai_generated":true,"unit":"newclim-000331#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"To align with the Paris Agreement's 1.5°C goal, there should be no new investments in natural gas exploration and production, and unabated gas-fired power must be phased out globally by 2050, and in some countries by 2040.","ai_generated":true,"unit":"newclim-000331#insight-1","date_modified":"2026-10-23"},{"text":"Relying on natural gas for development is risky because current global infrastructure already meets required volumes, making new additions potential stranded assets; furthermore, African fossil fuel exporters often experience slower economic growth than other countries on the continent.","ai_generated":true,"unit":"newclim-000331#insight-2","date_modified":"2026-10-23"},{"text":"Renewable energy is more labor-intensive than the oil and gas industry, which is technology-intensive and provides few high-skilled jobs and short-term construction roles.","ai_generated":true,"unit":"newclim-000331#insight-3","date_modified":"2026-10-23"},{"text":"In Egypt, a 'high renewable energy scenario' (82% renewables by 2035) could create 1.8 million additional job years compared to the government's 2035 Energy Strategy and avoid over 5,300 premature deaths from air pollution within two decades.","ai_generated":true,"unit":"newclim-000331#insight-4","date_modified":"2026-10-23"},{"text":"Nigeria's 'Decade of Gas' strategy risks locking the country into carbon-intensive infrastructure; a 1.5°C compatible scenario would create over 3,400 job years per MWh per year, compared to approximately 1,300 annual job years per MWh under the current gas-based strategy.","ai_generated":true,"unit":"newclim-000331#insight-5","date_modified":"2026-10-23"},{"text":"Senegal's 'Gas-to-Power Strategy' aims to reduce oil import dependence but risks stranded assets; a 1.5°C compatible pathway focusing on renewables would create on average 6,700 job years per MWh annually, versus 1,500 under current policies from 2021 to 2030.","ai_generated":true,"unit":"newclim-000331#insight-6","date_modified":"2026-10-23"},{"text":"Africa holds nearly 9% of global natural gas reserves and produced about 6% of global natural gas in 2019, with Algeria, Egypt, and Nigeria accounting for roughly 85% of the continent's production.","ai_generated":true,"unit":"newclim-000331#insight-7","date_modified":"2026-10-23"}],"climate_tags":["natural gas","renewable energy","energy transition","Paris Agreement","stranded asset","climate finance","green hydrogen","photovoltaics","onshore wind farm","methane emissions","gas flaring","air pollution","employment","energy security","liquefied natural gas"],"geography_discussed":["Mozambique","Algeria","Mauritania","Libya","Sudan","Israel","Jordan","Ghana","World"],"frame_perspective":[],"analysis_type":["policy analysis","economic assessment","employment analysis","health impact assessment"]},{"id":"clipolin-000616","url":"https://climateinsightsdirectory.org/document/clipolin-000616","title":"INFRAESTRUTURA DE TRANSPORTE E EMPREGO","publisher":{"name":"Climate Policy Initiative","organization":"climate-policy-initiative"},"document_type":"report","language":"pt","date_published":"2022-03","source_url":"https://www.climatepolicyinitiative.org/wp-content/uploads/2022/03/Infraestrutura-transporte-emprego.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes the relationship between transport infrastructure and employment in Brazil from 1990 to 2019. Using a 'market access' methodology, it finds that increased connectivity positively impacts employment, particularly in poorer and more isolated regions, thereby potentially reducing regional inequality. The study highlights that tradable sectors, such as agriculture and manufacturing, benefit most from these improvements.","ai_generated":true,"unit":"clipolin-000616#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Increased market access has a statistically significant positive impact on employment in Brazil. Based on Ordinary Least Squares (OLS) estimates, the elasticity is between 0.7 and 0.8, while Instrumental Variables (IV) estimates place it around 0.5, meaning a 1% increase in market access leads to a 0.5% to 0.8% increase in employment.","ai_generated":true,"unit":"clipolin-000616#insight-1","date_modified":"2026-10-23"},{"text":"The positive effects of transport infrastructure are heterogeneous across different regions. Municipalities that are initially smaller, poorer, and more isolated experience stronger employment growth from improvements in accessibility, suggesting that such investments can reduce regional inequality.","ai_generated":true,"unit":"clipolin-000616#insight-2","date_modified":"2026-10-23"},{"text":"Employment gains from improved accessibility are primarily driven by the growth of tradable sectors, specifically agriculture and manufacturing. Approximately 40% of the jobs created due to improved accessibility occur within these tradable sectors.","ai_generated":true,"unit":"clipolin-000616#insight-3","date_modified":"2026-10-23"},{"text":"The number of firms is more sensitive to market access than formal employment alone. OLS estimates show an elasticity of approximately 1, while IV estimates are around 0.8, suggesting that a 10% increase in market access generates an 8% to 10% increase in the number of firms.","ai_generated":true,"unit":"clipolin-000616#insight-4","date_modified":"2026-10-23"},{"text":"The Brazilian transport matrix remains heavily concentrated in road transport (67.6%), while railways account for 21.5% and the aquaviary sector 9.5%. Road transport is significantly more expensive, costing approximately 2.5 times more than aquaviary and 6.4 times more than rail transport per ton per 1,000 km.","ai_generated":true,"unit":"clipolin-000616#insight-5","date_modified":"2026-10-23"}],"climate_tags":["employment","road transport","rail transport","water transport"],"geography_discussed":["Amazon rainforest"],"frame_perspective":[],"analysis_type":["econometric analysis","general equilibrium modeling","impact evaluation"]},{"id":"sei-001553","url":"https://climateinsightsdirectory.org/document/sei-001553","title":"Beyond closing the loop – integrating social considerations into circular economy transitions in cities","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"research paper","language":"en","date_published":"2022","source_url":"https://www.sei.org/wp-content/uploads/2020/01/rezaie-et-al.-2022-beyond-closing-the-loop.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The paper examines stakeholder perceptions of the circular economy (CE) transition in Umeå, Sweden. It finds that current social impact considerations are narrow, focusing primarily on employment shifts and community cohesion, while neglecting health, well-being, and property rights. The authors argue for a broader assessment framework that includes job quality, accessibility for vulnerable groups, and the implications of digitalization.","ai_generated":true,"unit":"sei-001553#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Stakeholders in Umeå generally perceive the circular economy as a means to achieve positive environmental and economic gains, often associating it with the sharing economy and sustainability. Their understanding focuses on four main areas: prolonging product lifespans through reusing, rethinking, and recycling; sharing initiatives; sustainable production and consumption; and the use of renewable resources.","ai_generated":true,"unit":"sei-001553#insight-1","date_modified":"2026-10-23"},{"text":"Employment is the most frequently discussed social impact area, with stakeholders identifying potential job gains from CE strategies but also significant job losses in the retail market, construction sector, and car industry. There is a noted risk that local circular gains could lead to negative impacts on exporting nations with emerging economies.","ai_generated":true,"unit":"sei-001553#insight-2","date_modified":"2026-10-23"},{"text":"While many stakeholders believe CE initiatives can enhance social cohesion and trust by creating new social ties, others highlight pitfalls. These include the lack of sustainability in some sharing services (e.g., Uber), physical and digital accessibility barriers, and the time-intensive nature of CE activities.","ai_generated":true,"unit":"sei-001553#insight-3","date_modified":"2026-10-23"},{"text":"There is a perceived social divide in the governance of Umeå's CE transition. Many stakeholders, particularly from civil society, feel that current collaborations are insufficient and that grassroots participation is limited to those already supportive of the vision.","ai_generated":true,"unit":"sei-001553#insight-4","date_modified":"2026-10-23"},{"text":"Digital transformation within the circular economy is identified as a risk for marginalized groups, specifically elderly people and migrants, who may lack the necessary technology and skills for digital empowerment.","ai_generated":true,"unit":"sei-001553#insight-5","date_modified":"2026-10-23"},{"text":"The study concludes that social impact considerations in circular city transitions are currently too narrow. The authors recommend expanding assessments to include job quality (rather than just quantity), the accessibility of initiatives, and the impacts on personal and property rights, which are currently barely discussed.","ai_generated":true,"unit":"sei-001553#insight-6","date_modified":"2026-10-23"}],"climate_tags":["circular economy","employment","waste management","greenhouse gas emissions"],"geography_discussed":["Europe","People's Republic of China"],"frame_perspective":[],"analysis_type":["stakeholder analysis","qualitative research","case study"]},{"id":"iisd-003073","url":"https://climateinsightsdirectory.org/document/iisd-003073","title":"Impact of New Mining Technologies on Large-Scale and Artisanal Mining in Burkina Faso","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2021-12","source_url":"https://www.iisd.org/system/files/2021-12/impact-new-mining-technologies-burkina-faso-en.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report examines how technological advancements in the mining sector of Burkina Faso affect employment across industrial, artisanal, and administrative levels. While industrial mines are slowly adopting automation and remote work, artisanal mining is seeing a shift toward semi-mechanization. The document highlights significant risks of job losses for low-skilled workers and women, while proposing policies for skill redevelopment, local content enhancement, and transparency in technology adoption.","ai_generated":true,"unit":"iisd-003073#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Large-scale mining companies in Burkina Faso often withhold information about technological changes to avoid community conflicts over potential job losses, arguing that low local labour costs make older, more labour-intensive methods a \"win–win\" strategy for profitability and social stability.","ai_generated":true,"unit":"iisd-003073#insight-1","date_modified":"2026-10-23"},{"text":"Technological progress in industrial mining threatens a high proportion of the workforce, particularly those in routine, repetitive roles. A study of three companies (Houndé Gold, Riverstone Karma, and IAMGOLD Essakane) indicates that 78.4% of their combined workforce, or 3,487 employees, are likely to be impacted by technological change.","ai_generated":true,"unit":"iisd-003073#insight-2","date_modified":"2026-10-23"},{"text":"The transition from open-cast to underground mining is a significant driver of job loss, as underground operations are often contracted to subcontractors who bring their own expatriate staff, typically resulting in the loss of at least half of the previous jobs.","ai_generated":true,"unit":"iisd-003073#insight-3","date_modified":"2026-10-23"},{"text":"Artisanal mining is evolving toward semi-mechanization, with the introduction of pneumatic drills, explosives, and mechanical grinders. While this improves yields, it threatens traditional female-dominated roles; for example, a single crushing machine can replace 20 people, and a GoldKacha-type centrifuge can replace 20 to 30 employees in washing operations.","ai_generated":true,"unit":"iisd-003073#insight-4","date_modified":"2026-10-23"},{"text":"Governmental mine governance is also being streamlined by technology, leading to significant staff reductions. The use of GPS and drones for mapping and monitoring has reduced some staffing needs to a third, and the computerization of the Mining Registry is expected to cut staff from 26 to 15 people.","ai_generated":true,"unit":"iisd-003073#insight-5","date_modified":"2026-10-23"},{"text":"There is a potential for positive skills transfer from industrial to artisanal mining, as redundant workers from large mines may apply their expertise to semi-mechanized operations, potentially improving safety and yields in the artisanal sector.","ai_generated":true,"unit":"iisd-003073#insight-6","date_modified":"2026-10-23"}],"climate_tags":["mining","employment","renewable energy","carbon footprint","Green Climate Fund"],"geography_discussed":["Canada","Australia","South Africa","India","People's Republic of China"],"frame_perspective":[],"analysis_type":["socio-economic impact assessment","policy recommendation"]},{"id":"iisd-003074","url":"https://climateinsightsdirectory.org/document/iisd-003074","title":"L’IMPACT DES NOUVELLES TECHNOLOGIES SUR LE SECTEUR MINIER ARTISANAL ET INDUSTRIEL AU BURKINA FASO","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"fr","date_published":"2021-12","source_url":"https://www.iisd.org/system/files/2021-12/impact-new-mining-technologies-burkina-faso-fr.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report examines how technological advancements in Burkina Faso's mining sector—ranging from automated machinery in industrial mines to mechanical crushers in artisanal sites—threaten traditional employment, particularly for low-skilled workers and women. It highlights that while industrial companies often downplay these shifts, automation in excavation, topography, and administration is reducing the need for human labor. In the artisanal sector, the introduction of centrifuges and crushers is displacing women's traditional roles in ore processing. The document recommends enhancing transparency in technology adoption, investing in local skill development, and promoting 'local content' strategies to mitigate job losses and ensure sustainable economic benefits for local communities.","ai_generated":true,"unit":"iisd-003074#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Industrial mining in Burkina Faso has expanded rapidly, with the number of industrial mines growing from one in 2007 to seventeen by 2019, driven by gold price increases and the 2003 mining code's fiscal incentives.","ai_generated":true,"unit":"iisd-003074#insight-1","date_modified":"2026-10-23"},{"text":"Technological shifts in industrial mines, such as the use of larger autonomous dump trucks and automated drilling equipment, are reducing the number of required workers; for example, some blasting operations have seen the number of dynamiters drop from seven to two.","ai_generated":true,"unit":"iisd-003074#insight-2","date_modified":"2026-10-23"},{"text":"The transition from open-pit to underground mining is expected to result in a significant loss of employment, typically reducing the workforce by at least half.","ai_generated":true,"unit":"iisd-003074#insight-3","date_modified":"2026-10-23"},{"text":"In the artisanal sector, the introduction of mechanical crushers and centrifuges (such as GoldKacha) is displacing women who traditionally performed ore crushing and washing, with a single centrifuge potentially replacing 20 to 30 female employees.","ai_generated":true,"unit":"iisd-003074#insight-4","date_modified":"2026-10-23"},{"text":"Mining administration is also seeing workforce reductions due to technology; the use of GPS and drones for mapping has reduced the personnel required for some missions from 50 people to five.","ai_generated":true,"unit":"iisd-003074#insight-5","date_modified":"2026-10-23"},{"text":"There is a potential for informal technology and skill transfer from industrial to artisanal mining, as displaced industrial workers may apply their expertise to semi-mechanized artisanal operations.","ai_generated":true,"unit":"iisd-003074#insight-6","date_modified":"2026-10-23"}],"climate_tags":["mining","employment","renewable energy","solar energy","gender equality"],"geography_discussed":["Canada","Australia","South Africa","India","People's Republic of China"],"frame_perspective":[],"analysis_type":["socio-economic impact assessment","policy recommendation"]},{"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":"iisd-000248","url":"https://climateinsightsdirectory.org/document/iisd-000248","title":"Just Transition to a Green Economy","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2021-09-30","source_url":"https://www.iisd.org/publications/report/just-transition-green-economy","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report examines the application of just transition principles across various sectors in developing and emerging economies to ensure social justice and sustainable development. It specifically analyzes the impacts of policy instruments on employment and identifies ways for the German Development Cooperation to support these efforts. The study covers sectors including coal phase-out, fossil fuel subsidy reform, renewable energy, circular economy, and sustainable agriculture, utilizing case studies from countries such as Bangladesh, Colombia, India, Indonesia, Nigeria, and South Africa.","ai_generated":true,"unit":"iisd-000248#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"While just transition is frequently linked to the energy sector, its principles are applicable to any sector undergoing difficult reforms affecting workers, employers, and government as countries pursue the Paris Agreement, the Sustainable Development Goals, and the Agenda 2030.","ai_generated":true,"unit":"iisd-000248#insight-1","date_modified":"2026-10-23"},{"text":"The report analyzes specific transition areas including the phase-out of coal, the reform of fossil fuel subsidies, the expansion of renewable energy, waste management and circular economy, and sustainable land use and agriculture.","ai_generated":true,"unit":"iisd-000248#insight-2","date_modified":"2026-10-23"}],"climate_tags":["just transition","sustainable development","employment","Coal phase-out","renewable energy","circular economy","waste management","sustainable agriculture","land use","Paris Agreement","Nationally Determined Contributions","Sustainable Development Goals"],"geography_discussed":["Bangladesh","Colombia","India","Indonesia","Nigeria","South Africa","Germany"],"frame_perspective":[],"analysis_type":["policy assessment","case study"]},{"id":"sei-000061","url":"https://climateinsightsdirectory.org/document/sei-000061","title":"Lack of social impact in urban circular economy transitions","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"research paper","language":"en","date_published":"2021-09-24","source_url":"https://www.sei.org/publications/lack-social-impact-urban-circular/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The research finds that social impacts are rarely considered in studies of circular cities, and when they are, the focus is limited primarily to governance and employment, particularly regarding informal sector workers. The authors argue that the lack of a coherent overview of social consequences hinders effective policy decision-making and that further research is required to understand effects on health, culture, and human aspirations.","ai_generated":true,"unit":"sei-000061#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Literature on circular cities rarely considers social impacts; when they are addressed, the scope is limited to governance practices and employment, with a specific focus on workers in the informal sector.","ai_generated":true,"unit":"sei-000061#insight-1","date_modified":"2026-10-23"},{"text":"There is a deficiency in research regarding how circular economy transitions affect culture, health, and the fears and aspirations of people.","ai_generated":true,"unit":"sei-000061#insight-2","date_modified":"2026-10-23"},{"text":"The fragmented nature of evidence regarding the intended and unintended social consequences of 'circular cities' can obstruct effective practice and policy decision-making.","ai_generated":true,"unit":"sei-000061#insight-3","date_modified":"2026-10-23"}],"climate_tags":["circular economy","employment","governance"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["scoping review","systematic mapping"]},{"id":"iisd-000650","url":"https://climateinsightsdirectory.org/document/iisd-000650","title":"New Tech, New Deal: Mining policy options in the face of new technology","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2021-09-13","source_url":"https://www.iisd.org/publications/new-mining-technology-policy-options","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The document examines how the Fourth Industrial Revolution's technologies—specifically digitization, big data, and automation—are altering the global mining industry. While these technologies can improve climate efficiency and safety, they risk reducing local employment and procurement, which are critical value streams for host communities. The report explores potential policy elements to replace the traditional mining 'deal' to protect livelihoods and marginalized groups.","ai_generated":true,"unit":"iisd-000650#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The adoption of technologies from the Fourth Industrial Revolution in the mining sector is leading to more efficient, climate-friendly operations and a reduction in workplace accidents.","ai_generated":true,"unit":"iisd-000650#insight-1","date_modified":"2026-10-23"},{"text":"Technological transitions in mining may decrease the number of employees and the volume of local goods and services purchased, creating acute livelihood risks for those living nearest to mine sites who have limited re-employment options.","ai_generated":true,"unit":"iisd-000650#insight-2","date_modified":"2026-10-23"},{"text":"Employment and procurement are identified as the most significant forms of value a mine provides to host communities, particularly in poor and less diversified economies, acting as a form of payment for environmental impacts and resource exploitation.","ai_generated":true,"unit":"iisd-000650#insight-3","date_modified":"2026-10-23"}],"climate_tags":["mining","employment","gender equality"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["policy analysis"]},{"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":"sei-001305","url":"https://climateinsightsdirectory.org/document/sei-001305","title":"Decline of the United Kingdom’s steel industry","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"case study","language":"en","date_published":"2021-07","source_url":"https://www.sei.org/wp-content/uploads/2021/07/decline-of-the-steel-industry-in-the-uk.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document analyzes the socio-economic and environmental consequences of the UK steel industry's decline since the 1970s, highlighting the failure of generic regional development policies that attempted to replicate old manufacturing models rather than transitioning to knowledge-based economies.","ai_generated":true,"unit":"sei-001305#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The UK steel industry experienced a massive contraction in employment over 50 years, falling from approximately 320,000 people in the early 1970s to a 2020 workforce that was only \"roughly 5% to 10% of the size of its 1971 workforce\".","ai_generated":true,"unit":"sei-001305#insight-1","date_modified":"2026-10-23"},{"text":"The decline was driven by a combination of factors: labour disputes and the 1975-76 oil-price recession in the 1970s; monetary policies from 1979 that increased currency value and reduced export competitiveness; and a more recent \"international glut in steel production\" caused by Chinese state-subsidized firms.","ai_generated":true,"unit":"sei-001305#insight-2","date_modified":"2026-10-23"},{"text":"Socio-economic impacts extended beyond direct job losses to include indirect effects such as reduced wages and job losses in supply-chain businesses. For example, the closure of the Scunthorpe plant was estimated to eliminate 3,000 direct jobs and potentially \"cost an estimated 20,000 other people their jobs through knock-on effects\".","ai_generated":true,"unit":"sei-001305#insight-3","date_modified":"2026-10-23"},{"text":"Environmental remediation of former steelworks sites has created significant public financial burdens. Following the 2015 bankruptcy of the Redcar steelworks, the \"site clean-up bill – which could total billions of pounds – was transferred to the public\".","ai_generated":true,"unit":"sei-001305#insight-4","date_modified":"2026-10-23"},{"text":"Re-employment for former steelworkers is hindered by a significant wage gap and identity loss. Steelmaking salaries are often much higher than alternatives; in Wales and Yorkshire, the average salary of £36,000 is \"around 50% higher than that of other workers\".","ai_generated":true,"unit":"sei-001305#insight-5","date_modified":"2026-10-23"},{"text":"UK regional development policies often failed because they were too generic and focused on \"bringing work to workers\" rather than industrial needs. Some policies had an \"overall negative effect on industrial development at the national level\" by discouraging expansion in prosperous areas via industrial development certificates.","ai_generated":true,"unit":"sei-001305#insight-6","date_modified":"2026-10-23"},{"text":"Cities that struggled most during the transition were \"replicators\" that replaced declining manufacturing with other lower-skilled, routinized jobs, such as \"swapping cotton mills for call centres and dock yards for distribution sheds\". In contrast, successful regeneration occurred in cities like Manchester and Leeds that invested in highly skilled workforces and knowledge-focused activities.","ai_generated":true,"unit":"sei-001305#insight-7","date_modified":"2026-10-23"},{"text":"The decline of manufacturing and subsequent austerity-induced welfare reforms are suggested to have played a role in reshaping politics, specifically contributing to the \"UK’s vote to leave the European Union in 2016\".","ai_generated":true,"unit":"sei-001305#insight-8","date_modified":"2026-10-23"}],"climate_tags":["decarbonization","industrial manufacturing","iron and steel industry","environmental remediation","employment"],"geography_discussed":["Scunthorpe","Redcar","Tees Valley","Ebbw Vale","Port Talbot","Swansea","Consett","Manchester","Leeds","Reading","Brighton","Australia","United States","South Africa"],"frame_perspective":[],"analysis_type":["case study"]}]}