{"query_echo":{"q":"","filters":{"analysis_type":["labor market analysis"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'labor market analysis' for facet 'analysis_type' is not in the controlled vocabulary."}]},"total":{"value":4,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=labor+market+analysis","stability":"beta","ai_marking":{"digital_source_type":{"uri":"http://cv.iptc.org/newscodes/digitalsourcetype/trainedAlgorithmicMedia","name":"Created using Generative AI"},"notice":"Summary and key insights are generated using artificial intelligence."},"results":[{"id":"transfor-000088","url":"https://climateinsightsdirectory.org/document/transfor-000088","title":"Transición energética justa o crisis económica territorial: riesgos y oportunidades para Colombia","publisher":{"name":"Transforma","organization":"transforma"},"document_type":"policy brief","language":"es","date_published":"2026","source_url":"https://transforma.global/wp-content/uploads/2026/06/transicion-energetica-justa-crisis-economica-territorial-colombia-Transforma.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The policy brief assesses the macroeconomic, financial, and labor risks associated with Colombia's energy transition, particularly for five vulnerable departments. It warns that a disordered transition could lead to the loss of 448,000 jobs by 2035 and increased country risk. To mitigate this, the authors propose an integrated policy package comprising macro-fiscal-financial measures to lower capital costs, territorially differentiated labor protections, and a productive-territorial strategy focusing on 'lever sectors' like electric energy, efficient construction, and agroecology to create sustainable local employment.","ai_generated":true,"unit":"transfor-000088#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"A disordered energy transition in Colombia could result in the loss of 448,000 jobs by 2035, with 21% being direct and 79% indirect losses.","ai_generated":true,"unit":"transfor-000088#insight-1","date_modified":"2026-10-23"},{"text":"The risk of job loss is critically concentrated in five vulnerable departments: Meta, Cesar, La Guajira, Casanare, and Arauca, where the extractive sector represents 40% to 50% of departmental production. In these areas, 152,000 jobs are at risk by 2035, with only 7% being direct positions.","ai_generated":true,"unit":"transfor-000088#insight-2","date_modified":"2026-10-23"},{"text":"Renewable energy projects alone do not solve the employment crisis because they primarily generate temporary construction jobs; 85% of spending on solar projects and 70% on wind projects are directed toward imports, preventing the creation of local value chains.","ai_generated":true,"unit":"transfor-000088#insight-3","date_modified":"2026-10-23"},{"text":"Colombia faces significant macroeconomic risks if the transition is unmanaged, including higher capital costs, currency pressure, and limited fiscal space. As of the end of 2025, the central government's fiscal deficit was 6.4% of GDP and net debt reached 58.5% of GDP.","ai_generated":true,"unit":"transfor-000088#insight-4","date_modified":"2026-10-23"},{"text":"The document identifies six 'lever sectors' to drive economic diversification: electric energy, networks and storage (key sector); efficient construction and enabling manufactures (drag sectors); mobility and logistics (key sector); circular economy and bioeconomy (territorial drag); and enabling services (transversal diffusers).","ai_generated":true,"unit":"transfor-000088#insight-5","date_modified":"2026-10-23"},{"text":"A transition toward agroecological agro-industry could potentially generate up to 1.5 million jobs nationwide by 2035, specifically benefiting the most vulnerable territories.","ai_generated":true,"unit":"transfor-000088#insight-6","date_modified":"2026-10-23"},{"text":"The proposed policy framework requires a specific sequence: the macro-fiscal-financial package must be activated first (0-24 months) to stabilize capital costs and public income, followed by parallel labor protections in vulnerable areas and a longer-term (2-10 years) productive-territorial diversification strategy.","ai_generated":true,"unit":"transfor-000088#insight-7","date_modified":"2026-10-23"},{"text":"Regional lessons suggest that Colombia should adopt Brazil's model of linking financing to local content requirements to build permanent productive capacities, and Uruguay's model of institutionalized tripartite dialogue for organized labor exits.","ai_generated":true,"unit":"transfor-000088#insight-8","date_modified":"2026-10-23"}],"climate_tags":["energy transition","just transition","decarbonization","renewable energy","solar energy","wind power","climate finance","climate bond","economic diversity","agroecology","biobased economy","circular economy","fiscal policy","stranded asset"],"geography_discussed":["Meta Department","Cesar","La Guajira Department","Casanare Department","Arauca Department","Chile","Uruguay","Brazil","South Africa","European Union"],"frame_perspective":[],"analysis_type":["policy brief","economic impact assessment","labor market analysis"]},{"id":"fsdafri-000143","url":"https://climateinsightsdirectory.org/document/fsdafri-000143","title":"Forecasting Green Jobs in Africa","publisher":{"name":"FSD Africa","organization":"fsd-africa"},"document_type":"report","language":"en","date_published":"2024-07","source_url":"https://fsdafrica.org/wp-content/uploads/2025/05/Forecasting-Green-Jobs-in-Africa-2024.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report forecasts that Africa will create between 1.5 and 3.3 million new direct green jobs by 2030 across 12 material value chains. The energy and power sector is the primary driver, with solar energy alone projected to generate up to 1.7 million jobs. The analysis highlights a significant need for both unskilled labor (40% of total) and specialized skills (30%), particularly in solar, climate-smart agriculture, and waste recycling. Five focus countries—South Africa, Kenya, Nigeria, Ethiopia, and the DRC—are expected to contribute up to 720,000 of these jobs, with South Africa, Kenya, and Nigeria showing the highest potential. The report emphasizes that while long-term estimates suggest up to 100 million green jobs by 2050, immediate investment in human capital and vocational training is required to realize this growth.","ai_generated":true,"unit":"fsdafri-000143#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Africa is forecasted to create between 1.5 and 3.3 million new direct green jobs by 2030 across 12 material value chains.","ai_generated":true,"unit":"fsdafri-000143#insight-1","date_modified":"2026-10-23"},{"text":"The energy and power sector is the largest employer, expected to generate up to 2 million jobs, which is 70% of the total forecast. Solar energy is the dominant sub-sector, accounting for up to 1.7 million jobs (57% of the total).","ai_generated":true,"unit":"fsdafri-000143#insight-2","date_modified":"2026-10-23"},{"text":"Agriculture and nature are projected to provide up to 700,000 jobs (25% of the total), led by climate smart agriculture technology (CSA) at up to 377,000 jobs.","ai_generated":true,"unit":"fsdafri-000143#insight-3","date_modified":"2026-10-23"},{"text":"Five specific countries are forecast to contribute up to 720,000 jobs, representing 22% of the total. South Africa, Kenya, and Nigeria have the highest potential, jointly representing 25% of total expected jobs (755,000 jobs).","ai_generated":true,"unit":"fsdafri-000143#insight-4","date_modified":"2026-10-23"},{"text":"Job demand is distributed across four skill levels: unskilled jobs (casual laborers, sales) represent the largest share at 40% (up to 1.3 million), followed by specialized skills at 30% (up to 970,000), general/administrative at 20% (up to 650,000), and advanced skills at 10% (up to 320,000).","ai_generated":true,"unit":"fsdafri-000143#insight-5","date_modified":"2026-10-23"},{"text":"Waste remediation and recycling is expected to create between 40,000 and 200,000 jobs, with 50% of these being unskilled roles such as sorting.","ai_generated":true,"unit":"fsdafri-000143#insight-6","date_modified":"2026-10-23"},{"text":"Electric 2-wheelers (E2W) are projected to create between 28,000 and 43,000 jobs, with Kenya (14.2K) and Ethiopia (7.5K) leading due to favorable policies and startup presence.","ai_generated":true,"unit":"fsdafri-000143#insight-7","date_modified":"2026-10-23"},{"text":"Hydroelectric power is forecasted to create between 20,000 and 170,000 jobs, with Ethiopia's Grand Ethiopian Renaissance Dam expected to create over 33,000 direct jobs.","ai_generated":true,"unit":"fsdafri-000143#insight-8","date_modified":"2026-10-23"},{"text":"Ecosystem conservation and nature-based solutions (NBS) are projected to create between 30,000 and 115,000 jobs, with 45% requiring specialized skills such as park rangers and fence technicians.","ai_generated":true,"unit":"fsdafri-000143#insight-9","date_modified":"2026-10-23"},{"text":"While short-term forecasts focus on 2030, some expert organizations estimate the green economy could create up to 100 million new and improved jobs and livelihoods across Africa by 2050.","ai_generated":true,"unit":"fsdafri-000143#insight-10","date_modified":"2026-10-23"}],"climate_tags":["renewable energy","solar energy","wind power","geothermal energy","hydropower","battery energy storage system","electric vehicle","electric vehicle charging network","Climate-smart agriculture","aquaculture","nature-based solutions","recycling","green job","climate finance"],"geography_discussed":["Democratic Republic of the Congo","Ethiopia","Kenya","Nigeria","South Africa"],"frame_perspective":[],"analysis_type":["job forecasting","labor market analysis","skills gap analysis"]},{"id":"iisd-003743","url":"https://climateinsightsdirectory.org/document/iisd-003743","title":"A Gendered Analysis of Employment and Skills in the Large-Scale Mining Sector: Sweden","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2022-08","source_url":"https://www.iisd.org/system/files/2023-04/women-mine-of-the-future-sweden.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report examines the gender profile of Sweden's mining and quarrying industry, which is heavily male-dominated (77% men in 2020). It analyzes sex segregation across occupational levels, the impact of educational pipelines, and the influence of technological advancement on workplace culture. While women's representation has increased in some operational roles, it has decreased in top management. The report also discusses the persistence of 'macho masculinity' and the framing of gender equality as a business case for recruitment and competitiveness.","ai_generated":true,"unit":"iisd-003743#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Swedish mining and quarrying industry is strongly male-dominated, with men constituting 77% of the 9,092 employees in 2020, making it the fourth most male-dominated industry in Sweden.","ai_generated":true,"unit":"iisd-003743#insight-1","date_modified":"2026-10-23"},{"text":"Gender segregation is prominent across occupational levels; men dominate Craft and related workers (92%), Plant and Machine Operators and Assemblers (83%), and Management (79%). The only level dominated by women is Clerical and support workers at 78%.","ai_generated":true,"unit":"iisd-003743#insight-2","date_modified":"2026-10-23"},{"text":"Between 2014 and 2019, women's representation increased among Plant and Machine Operators and Assemblers from 13% to 17%, but decreased among top managers from 27% to 21%.","ai_generated":true,"unit":"iisd-003743#insight-3","date_modified":"2026-10-23"},{"text":"The industry is geographically concentrated in northern Sweden, with 67% of employees living in Norrbotten and Västerbotten counties.","ai_generated":true,"unit":"iisd-003743#insight-4","date_modified":"2026-10-23"},{"text":"Educational pipelines show significant sex segregation; men dominate the vocational upper-secondary programs from which the industry primarily recruits, though women's representation in higher education degrees for Science and Engineering, manufacturing, and construction increased from 22% in 1999/2000 to 31% in 2019/20.","ai_generated":true,"unit":"iisd-003743#insight-5","date_modified":"2026-10-23"},{"text":"Technological advancements and digitalization have reduced physically strenuous tasks, making mine work more accessible to women, but have also created a cultural divide where 'real' mining is still associated with manual labor and 'macho masculinity'.","ai_generated":true,"unit":"iisd-003743#insight-6","date_modified":"2026-10-23"},{"text":"Mining companies like LKAB and Boliden frame gender equality as a 'business case' to improve profitability, innovation, and attractiveness as employers, focusing primarily on recruitment strategies to increase the number of women.","ai_generated":true,"unit":"iisd-003743#insight-7","date_modified":"2026-10-23"},{"text":"Health and safety indicators show a significant long-term decline in the lost time injury frequency rate (LTIFR) from the 1980s to 2010s, though data from 2014-2020 shows a significant increase in work-related illnesses and accidents among women in 2019.","ai_generated":true,"unit":"iisd-003743#insight-8","date_modified":"2026-10-23"}],"climate_tags":["gender equality"],"geography_discussed":["Norrbotten County","Västerbotten County","Dalarna County","Örebro County","Stockholm"],"frame_perspective":[],"analysis_type":["gender analysis","baseline study","labor market analysis"]},{"id":"cliinstca-000353","url":"https://climateinsightsdirectory.org/document/cliinstca-000353","title":"CANADA ATLANTIQUE : risques et occasions de la transition mondiale vers la carboneutralité","publisher":{"name":"Canadian Climate Institute","organization":"canadian-climate-institute"},"document_type":"report","language":"fr","date_published":null,"source_url":"https://institutclimatique.ca/wp-content/uploads/2022/05/Atlantic-profile-FR.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report identifies Atlantic Canada as a leader in decoupling GDP growth from greenhouse gas emissions, though it faces significant fiscal risks due to a reliance on oil, gas, and coal. While Nova Scotia is a hub for transition-related innovation in batteries, smart grids, and low-carbon shipping, regional companies generally remain small and undercapitalized. Vulnerabilities are concentrated in rural areas and specific provinces, notably Newfoundland and Labrador, where oil and gas sectors are critical to government revenue.","ai_generated":true,"unit":"cliinstca-000353#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Atlantic Canada has successfully decoupled its GDP growth from greenhouse gas emissions, making it a leader in this area within Canada.","ai_generated":true,"unit":"cliinstca-000353#insight-1","date_modified":"2026-10-23"},{"text":"The region faces high fiscal and economic risks due to its dependence on declining fossil fuel sectors, particularly in Newfoundland and Labrador and New Brunswick. In Newfoundland and Labrador, oil and gas exports accounted for 11% of provincial merchandise exports in 2020 and represented one-sixth of government revenues in 2018-2019.","ai_generated":true,"unit":"cliinstca-000353#insight-2","date_modified":"2026-10-23"},{"text":"New Brunswick's economy is heavily tied to refined petroleum products, which represented 14% of the provincial GDP and 46% of international exports in 2020.","ai_generated":true,"unit":"cliinstca-000353#insight-3","date_modified":"2026-10-23"},{"text":"The region possesses diverse natural resources and innovation hubs, including offshore wind potential in Newfoundland and Labrador, Prince Edward Island, and Nova Scotia; smart grid expertise in New Brunswick and Nova Scotia; and battery storage in Nova Scotia.","ai_generated":true,"unit":"cliinstca-000353#insight-4","date_modified":"2026-10-23"},{"text":"Transition-related companies in Atlantic Canada are generally smaller, younger, and less profitable than those in other parts of Canada, with limited access to capital. As of 2021, the region had 56 such companies, with nearly two-thirds located in Nova Scotia.","ai_generated":true,"unit":"cliinstca-000353#insight-5","date_modified":"2026-10-23"},{"text":"Labor vulnerabilities are concentrated in specific communities and sectors. In Newfoundland and Labrador, 5.8% of the workforce is in vulnerable sectors (oil and gas), the highest rate in the region. Specific towns like Belledune, New Brunswick, are heavily dependent on the last remaining coal plant.","ai_generated":true,"unit":"cliinstca-000353#insight-6","date_modified":"2026-10-23"},{"text":"There is a geographic and demographic mismatch between growth opportunities and workforce readiness. Most transition companies are located in provincial capitals, while vulnerable workers are often in rural areas. Additionally, Black Nova Scotians face a higher unemployment rate (16.2%) compared to the general population in Nova Scotia (10%).","ai_generated":true,"unit":"cliinstca-000353#insight-7","date_modified":"2026-10-23"}],"climate_tags":["carbon neutrality","energy transition","petroleum industry","coal","offshore wind power","smart grid","battery energy storage system","hydrogen","greenhouse gas emissions","clean technology","Sustainable Aviation Fuel","renewable energy","climate finance","just transition"],"geography_discussed":["Nova Scotia","New Brunswick","Newfoundland and Labrador","Prince Edward Island","Kentville","Summerside","Belledune","United States"],"frame_perspective":[],"analysis_type":["economic risk assessment","opportunity analysis","labor market analysis"]}]}