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Environmental Policy and Heterogeneous Labor Market Effects: Evidence from Europe

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  • Rutzer, Christian

    (University of Basel)

  • Niggli, Matthias

    (University of Basel)

Abstract

In this paper, we use a data-driven approach to predict the "green potential" of ISCO occupations based on their corresponding skills. With this information, we can investigate the relationship between environmental regulations and occupation-level employment in the manufacturing sector of 19 European countries for the period 1992-2010. Our empirical results highlight heterogeneous occupational employment changes in response to an increase in environmental policy stringency. More specically, we nd a decrease in labor demand for occupations with relatively low green potential and an increase for occupations with relatively high green potential. Thus, at least in the short term, greening the economy may create winners and losers across occupations and countries.

Suggested Citation

  • Rutzer, Christian & Niggli, Matthias, 2020. "Environmental Policy and Heterogeneous Labor Market Effects: Evidence from Europe," Working papers 2020/09, Faculty of Business and Economics - University of Basel.
    • Handle: RePEc:bsl:wpaper:2020/09
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    References listed on IDEAS

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    1. Cristina Martinez-Fernandez & Carlos Hinojosa & Gabriela Miranda, 2010. "Greening Jobs and Skills: Labour Market Implications of Addressing Climate Change," OECD Local Economic and Employment Development (LEED) Papers 2010/2, OECD Publishing.
    2. 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.
    3. Adam Isen & Maya Rossin-Slater & W. Reed Walker, 2017. "Every Breath You Take—Every Dollar You’ll Make: The Long-Term Consequences of the Clean Air Act of 1970," Journal of Political Economy, University of Chicago Press, vol. 125(3), pages 848-902.
    4. Berman, Eli & Bui, Linda T. M., 2001. "Environmental regulation and labor demand: evidence from the South Coast Air Basin," Journal of Public Economics, Elsevier, vol. 79(2), pages 265-295, February.
    5. Francesco Vona & Giovanni Marin & Davide Consoli & David Popp, 2018. "Environmental Regulation and Green Skills: An Empirical Exploration," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 5(4), pages 713-753.
    6. Gregory, Terry & Salomons, Anna & Zierahn, Ulrich, 2016. "Racing With or Against the Machine? Evidence from Europe," VfS Annual Conference 2016 (Augsburg): Demographic Change 145843, Verein für Socialpolitik / German Economic Association.
    7. Barry Eichengreen, 2010. "The Breakup of the Euro Area," NBER Chapters, in: Europe and the Euro, pages 11-51, National Bureau of Economic Research, Inc.
    8. repec:hal:spmain:info:hdl:2441/1fkb59dcsg9alqqq6qv18jj5us is not listed on IDEAS
    9. Verdolini, Elena & Vona, Francesco & Popp, David, 2018. "Bridging the gap: Do fast-reacting fossil technologies facilitate renewable energy diffusion?," Energy Policy, Elsevier, vol. 116(C), pages 242-256.
    10. Barbieri, Nicolò & Consoli, Davide, 2019. "Regional diversification and green employment in US metropolitan areas," Research Policy, Elsevier, vol. 48(3), pages 693-705.
    11. repec:hal:spmain:info:hdl:2441/jff6fcqc8e6bbhnlvps4rou6 is not listed on IDEAS
    12. David H. Autor & David Dorn & Gordon H. Hanson, 2013. "The China Syndrome: Local Labor Market Effects of Import Competition in the United States," American Economic Review, American Economic Association, vol. 103(6), pages 2121-2168, October.
    13. Maarten Goos & Alan Manning & Anna Salomons, 2009. "Job Polarization in Europe," American Economic Review, American Economic Association, vol. 99(2), pages 58-63, May.
    14. Adam B. Jaffe & Karen Palmer, 1997. "Environmental Regulation And Innovation: A Panel Data Study," The Review of Economics and Statistics, MIT Press, vol. 79(4), pages 610-619, November.
    15. Maarten Goos & Alan Manning & Anna Salomons, 2014. "Explaining Job Polarization: Routine-Biased Technological Change and Offshoring," American Economic Review, American Economic Association, vol. 104(8), pages 2509-2526, August.
    16. W. Reed Walker, 2013. "The Transitional Costs of Sectoral Reallocation: Evidence From the Clean Air Act and the Workforce," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(4), pages 1787-1835.
    17. Eli Berman & Linda T. M. Bui, 2001. "Environmental Regulation And Productivity: Evidence From Oil Refineries," The Review of Economics and Statistics, MIT Press, vol. 83(3), pages 498-510, August.
    18. repec:hal:spmain:info:hdl:2441/2vteelu0n785l82j764n6ul273 is not listed on IDEAS
    19. Bohlmann, H.R. & Horridge, J.M. & Inglesi-Lotz, R. & Roos, E.L. & Stander, L., 2019. "Regional employment and economic growth effects of South Africa’s transition to low-carbon energy supply mix," Energy Policy, Elsevier, vol. 128(C), pages 830-837.
    20. David H. Autor & David Dorn, 2013. "The Growth of Low-Skill Service Jobs and the Polarization of the US Labor Market," American Economic Review, American Economic Association, vol. 103(5), pages 1553-1597, August.
    21. Alan S. Blinder & Alan B. Krueger, 2013. "Alternative Measures of Offshorability: A Survey Approach," Journal of Labor Economics, University of Chicago Press, vol. 31(S1), pages 97-128.
    22. Cai, Wenjia & Wang, Can & Chen, Jining & Wang, Siqiang, 2011. "Green economy and green jobs: Myth or reality? The case of China’s power generation sector," Energy, Elsevier, vol. 36(10), pages 5994-6003.
    23. 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.
    24. Francesco Vona & Giovanni Marin & Davide Consoli & David Popp, 2018. "Environmental Regulation and Green Skills: An Empirical Exploration," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 5(4), pages 713-753.
    25. Croissant, Yves & Millo, Giovanni, 2008. "Panel Data Econometrics in R: The plm Package," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 27(i02).
    26. Chiara Franco & Giovanni Marin, 2017. "The Effect of Within-Sector, Upstream and Downstream Environmental Taxes on Innovation and Productivity," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 66(2), pages 261-291, February.
    27. Rutzer, Christian & Niggli, Matthias & Weder, Rolf, 2020. "Estimating the Green Potential of Occupations: A New Approach Applied to the U.S. Labor Market," Working papers 2020/03, Faculty of Business and Economics - University of Basel.
    28. Daron Acemoglu & Pascual Restrepo, 2017. "Robots and Jobs: Evidence from US Labor Markets," Boston University - Department of Economics - Working Papers Series dp-297, Boston University - Department of Economics.
    29. Albrizio, Silvia & Kozluk, Tomasz & Zipperer, Vera, 2017. "Environmental policies and productivity growth: Evidence across industries and firms," Journal of Environmental Economics and Management, Elsevier, vol. 81(C), pages 209-226.
    30. 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).
    31. Kenneth Y. Chay & Michael Greenstone, 2003. "The Impact of Air Pollution on Infant Mortality: Evidence from Geographic Variation in Pollution Shocks Induced by a Recession," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(3), pages 1121-1167.
    32. Leiter, Andrea M. & Parolini, Arno & Winner, Hannes, 2011. "Environmental regulation and investment: Evidence from European industry data," Ecological Economics, Elsevier, vol. 70(4), pages 759-770, February.
    33. Philip R. Lane, 2012. "The European Sovereign Debt Crisis," Journal of Economic Perspectives, American Economic Association, vol. 26(3), pages 49-68, Summer.
    34. Daron Acemoglu & Pascual Restrepo, 2020. "Robots and Jobs: Evidence from US Labor Markets," Journal of Political Economy, University of Chicago Press, vol. 128(6), pages 2188-2244.
    35. Croissant, Yves & Millo, Giovanni, 2008. "Panel Data Econometrics in R: The plm Package," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 27(i02).
    36. Bowen, Alex & Kuralbayeva, Karlygash & Tipoe, Eileen L., 2018. "Characterising green employment: The impacts of ‘greening’ on workforce composition," Energy Economics, Elsevier, vol. 72(C), pages 263-275.
    37. Cole Matthew A & Elliott Rob J, 2007. "Do Environmental Regulations Cost Jobs? An Industry-Level Analysis of the UK," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 7(1), pages 1-27, June.
    38. Enrico Botta & Tomasz Koźluk, 2014. "Measuring Environmental Policy Stringency in OECD Countries: A Composite Index Approach," OECD Economics Department Working Papers 1177, OECD Publishing.
    39. Yamazaki, Akio, 2017. "Jobs and climate policy: Evidence from British Columbia's revenue-neutral carbon tax," Journal of Environmental Economics and Management, Elsevier, vol. 83(C), pages 197-216.
    40. Bowen, Alex & Kuralbayeva, Karlygash & Tipoe, Eileen L., 2018. "Characterising green employment: The impacts of ‘greening’ on workforce composition," Energy Economics, Elsevier, vol. 72(C), pages 263-275.
    41. Simon, Noah & Friedman, Jerome H. & Hastie, Trevor & Tibshirani, Rob, 2011. "Regularization Paths for Cox's Proportional Hazards Model via Coordinate Descent," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 39(i05).
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    Cited by:

    1. Lobsiger, Michael & Rutzer, Christian, 2021. "Jobs with green potential in Switzerland: Demand and possible skills shortages," Working papers 2021/01, Faculty of Business and Economics - University of Basel.
    2. Michael Lobsiger & Christian Rutzer, 2021. "The green potential of occupations in Switzerland," Swiss Journal of Economics and Statistics, Springer;Swiss Society of Economics and Statistics, vol. 157(1), pages 1-21, December.

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    More about this item

    Keywords

    environmental regulation; green transition; labor market; supervised learning;
    All these keywords.

    JEL classification:

    • J23 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Labor Demand
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • Q52 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Pollution Control Adoption and Costs; Distributional Effects; Employment Effects

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