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Returns to Green Tasks in Europe: Evidence from Online Job Vacancies

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  • Cass, Leanne
  • Frattini, Federico Fabio
  • Saussay, Aurélien
  • Sato, Misato
  • Vona, Francesco

Abstract

There is growing evidence that green jobs have higher skill requirements, but whether they offer sufficient wage incentives to encourage workers to acquire those skills remains unclear. We study the green wage premium and its drivers to isolate the average return to green tasks using online job vacancy (OJV) data for EU countries over the period 2018-2023. We develop a transparent LLM-based approach to classify job vacancies as green when they list at least one green task. Green jobs pay a premium of 5.5% relative to comparable postings within the same occupation, and this estimate is little changed when controlling for nonmonetary job attributes making these jobs more attractive. Roughly half of this premium is explained by firm fixed effects, consistent with an important role for firm rents. An Oaxaca-Blinder decomposition shows that the higher skill complexity explains a further one tenth of the premium, leaving a residual return to green tasks of around 2%. The green wage premium is higher outside the manufacturing sector, and for low-carbon roles.

Suggested Citation

  • Cass, Leanne & Frattini, Federico Fabio & Saussay, Aurélien & Sato, Misato & Vona, Francesco, 2026. "Returns to Green Tasks in Europe: Evidence from Online Job Vacancies," FEEM Working Papers 401248, Fondazione Eni Enrico Mattei (FEEM).
  • Handle: RePEc:ags:feemwp:401248
    DOI: 10.22004/ag.econ.401248
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    as
    1. Frattini, Federico Fabio & Vona, Francesco & Bontadini, Filippo & Colantone, Italo, "undated". "The Local Job Multipliers of Green Industrialization," FEEM Working Papers 358792, Fondazione Eni Enrico Mattei (FEEM).
    2. Marin, Giovanni & Vona, Francesco, 2023. "Finance and the reallocation of scientific, engineering and mathematical talent," Research Policy, Elsevier, vol. 52(5).
    3. Emanuele Colonnelli & Timothy McQuade & Gabriel Ramos & Thomas Rauter & Olivia Xiong, 2025. "ESG Is The Most Polarizing Nonwage Amenity: Evidence from a Field Experiment in Brazil," NBER Working Papers 33455, National Bureau of Economic Research, Inc.
    4. Michele Pellizzari, 2010. "Do Friends and Relatives Really Help in Getting a Good Job?," ILR Review, Cornell University, ILR School, vol. 63(3), pages 494-510, April.
    5. Hafstead, Marc A.C. & Williams, Roberton C., 2018. "Unemployment and environmental regulation in general equilibrium," Journal of Public Economics, Elsevier, vol. 160(C), pages 50-65.
    6. David Popp & Francesco Vona & Giovanni Marin & Ziqiao Chen, 2021. "The Employment Impact of a Green Fiscal Push: Evidence from the American Recovery and Reinvestment Act," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 52(2 (Fall)), pages 1-69.
    7. Juhász, Réka & Lane, Nathaniel & Oehlsen, Emily & Perez, Veronica, 2025. "Measuring Industrial Policy: A Text-Based Approach," CEPR Discussion Papers 20333, Centre for Economic Policy Research.
    8. Francesco Vona, 2019. "Job losses and political acceptability of climate policies: why the ‘job-killing’ argument is so persistent and how to overturn it," Climate Policy, Taylor & Francis Journals, vol. 19(4), pages 524-532, April.
    9. repec:spo:wpmain:info:hdl:2441/6d7es28iae9pjoil7092hs41h3 is not listed on IDEAS
    10. Réka Juhász & Nathan J. Lane & Emily Oehlsen & Veronica C. Perez, 2025. "Measuring Industrial Policy: A Text-Based Approach," NBER Working Papers 33895, National Bureau of Economic Research, Inc.
    11. Antoni, Manfred & Janser, Markus & Lehmer, Florian, 2015. "The hidden winners of renewable energy promotion: Insights into sector-specific wage differentials," Energy Policy, Elsevier, vol. 86(C), pages 595-613.
    12. David J. Deming, 2022. "Four Facts about Human Capital," Journal of Economic Perspectives, American Economic Association, vol. 36(3), pages 75-102, Summer.
    13. Erik Lindqvist & Roine Vestman, 2011. "The Labor Market Returns to Cognitive and Noncognitive Ability: Evidence from the Swedish Enlistment," American Economic Journal: Applied Economics, American Economic Association, vol. 3(1), pages 101-128, January.
    14. Alexandra Spitz-Oener, 2006. "Technical Change, Job Tasks, and Rising Educational Demands: Looking outside the Wage Structure," Journal of Labor Economics, University of Chicago Press, vol. 24(2), pages 235-270, April.
    15. Jeffrey Lin, 2011. "Technological Adaptation, Cities, and New Work," The Review of Economics and Statistics, MIT Press, vol. 93(2), pages 554-574, May.
    16. Landini, Fabio & Lunardon, Davide & Marzucchi, Alberto, 2025. "Green Jobs and Meaningful Work," GLO Discussion Paper Series 1639, Global Labor Organization (GLO).
    17. David Autor & Caroline Chin & Anna Salomons & Bryan Seegmiller, 2024. "New Frontiers: The Origins and Content of New Work, 1940–2018," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 139(3), pages 1399-1465.
    18. Consoli, Davide & Marin, Giovanni & Marzucchi, Alberto & Vona, Francesco, 2016. "Do green jobs differ from non-green jobs in terms of skills and human capital?," Research Policy, Elsevier, vol. 45(5), pages 1046-1060.
    19. John M. Abowd & Francis Kramarz & David N. Margolis, 1999. "High Wage Workers and High Wage Firms," Econometrica, Econometric Society, vol. 67(2), pages 251-334, March.
    20. Emanuele Colonnelli & Tim McQuade & Gabriel Ramos & Thomas Rauter & Olivia Xiong, 2025. "ESG Is the Most Polarizing Nonwage Amenity: Evidence from a Field Experiment in Brazil," AEA Papers and Proceedings, American Economic Association, vol. 115, pages 146-152, May.
    21. Elliott, Robert J.R. & Lindley, Joanne K., 2017. "Environmental Jobs and Growth in the United States," Ecological Economics, Elsevier, vol. 132(C), pages 232-244.
    22. Francesco Vona & Giovanni Marin & Davide Consoli, 2019. "Measures, drivers and effects of green employment: evidence from US local labor markets, 2006–2014," Journal of Economic Geography, Oxford University Press, vol. 19(5), pages 1021-1048.
    23. Florian H. Schneider & Fanny Brun & Roberto A. Weber, 2024. "Sorting and wage premiums in immoral work," CEBI working paper series 24-12, University of Copenhagen. Department of Economics. The Center for Economic Behavior and Inequality (CEBI).
    24. repec:spo:wpmain:info:hdl:2441/2vteelu0n785l82j764n6ul273 is not listed on IDEAS
    25. David H. Autor & Frank Levy & Richard J. Murnane, 2003. "The Skill Content of Recent Technological Change: An Empirical Exploration," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(4), pages 1279-1333.
    26. Joseph G. Altonji & Erica Blom & Costas Meghir, 2012. "Heterogeneity in Human Capital Investments: High School Curriculum, College Major, and Careers," Annual Review of Economics, Annual Reviews, vol. 4(1), pages 185-223, July.
    27. Vanessa C. Burbano, 2016. "Social Responsibility Messages and Worker Wage Requirements: Field Experimental Evidence from Online Labor Marketplaces," Organization Science, INFORMS, vol. 27(4), pages 1010-1028, August.
    28. Gilbert E. Metcalf & James H. Stock, 2020. "Measuring the Macroeconomic Impact of Carbon Taxes," AEA Papers and Proceedings, American Economic Association, vol. 110, pages 101-106, May.
    29. Federico Fabio Frattini & Francesco Vona & Filippo Bontadini & Italo Colantone, 2025. "The Local Job Multipliers of Green Industrialization," Sciences Po Economics Publications (main) hal-05305541, HAL.
    30. Giovanni Marin & Marianna Marino & Claudia Pellegrin, 2018. "The Impact of the European Emission Trading Scheme on Multiple Measures of Economic Performance," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 71(2), pages 551-582, October.
    31. Marin, Giovanni & Vona, Francesco, 2019. "Climate policies and skill-biased employment dynamics: Evidence from EU countries," Journal of Environmental Economics and Management, Elsevier, vol. 98(C).
    32. Giovanni Marin & Marianna Marino & Claudia Pellegrin, 2018. "The impact of the European Union Emission Trading Scheme on Multiple Measures of Economic Performance," Post-Print hal-01768870, HAL.
    33. Rud, Juan-Pablo & Simmons, Michael & Toews, Gerhard & Aragon, Fernando, 2024. "Job displacement costs of phasing out coal," Journal of Public Economics, Elsevier, vol. 236(C).
    34. David H. Autor & Frank Levy & Richard J. Murnane, 2003. "The skill content of recent technological change: an empirical exploration," Proceedings, Federal Reserve Bank of San Francisco, issue nov.
    35. David Card & Ana Rute Cardoso & Joerg Heining & Patrick Kline, 2018. "Firms and Labor Market Inequality: Evidence and Some Theory," Journal of Labor Economics, University of Chicago Press, vol. 36(S1), pages 13-70.
    36. Elliott, Robert J.R. & Kuai, Wenjing & Maddison, David & Ozgen, Ceren, 2024. "Eco-innovation and (green) employment: A task-based approach to measuring the composition of work in firms," Journal of Environmental Economics and Management, Elsevier, vol. 127(C).
    37. David Popp & Francesco Vona & Myriam Grégoire-Zawilski & Giovanni Marin, 2024. "The Next Wave of Energy Innovation: Which Technologies? Which Skills?," Review of Environmental Economics and Policy, University of Chicago Press, vol. 18(1), pages 45-65.
    38. David J. Deming, 2017. "The Growing Importance of Social Skills in the Labor Market," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(4), pages 1593-1640.
    39. Fabio Landini & Davide Lunardon & Alberto Marzucchi, 2025. "Green Jobs and Meaningful Work," SEEDS Working Papers 0625, SEEDS, Sustainability Environmental Economics and Dynamics Studies, revised Jul 2025.
    40. Bluedorn, John & Hansen, Niels-Jakob & Noureldin, Diaa & Shibata, Ippei & Tavares, Marina M., 2023. "Transitioning to a greener labor market: Cross-country evidence from microdata," Energy Economics, Elsevier, vol. 126(C).
    41. repec:eee:labchp:v:1:y:1986:i:c:p:641-692 is not listed on IDEAS
    42. Michael Greenstone, 2002. "The Impacts of Environmental Regulations on Industrial Activity: Evidence from the 1970 and 1977 Clean Air Act Amendments and the Census of Manufactures," Journal of Political Economy, University of Chicago Press, vol. 110(6), pages 1175-1219, December.
    43. Florian H. Schneider & Fanny Brun & Roberto A. Weber, 2020. "Sorting and Wage Premiums in Immoral Work," CESifo Working Paper Series 8456, CESifo.
    44. Burdett, Kenneth & Mortensen, Dale T, 1998. "Wage Differentials, Employer Size, and Unemployment," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 39(2), pages 257-273, May.
    45. E. Mark Curtis, 2018. "Who Loses under Cap-and-Trade Programs? The Labor Market Effects of the NOx Budget Trading Program," The Review of Economics and Statistics, MIT Press, vol. 100(1), pages 151-166, March.
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    JEL classification:

    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • J6 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers
    • F64 - International Economics - - Economic Impacts of Globalization - - - Environment

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