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Disentangling the greening of the labour market: The role of changing occupations and worker flows

Author

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  • Bachmann, Ronald
  • Janser, Markus
  • Lehmer, Florian
  • Vonnahme, Christina

Abstract

Using a text-mining approach applied to task descriptions of occupations together with worker-level administrative data, we explore the growth in the greenness of employment in Germany between 2012 and 2022. We first show that the greening of occupations over time ("within-effect") is as important for the overall greening of employment as shifting occupational employment shares ("between-effect"). Second, we examine which occupations and task types contribute most to the within-effect, and which worker flows are mainly responsible for the between-effect. Third, we demonstrate that the employment prospects of foreign and of low-skilled workers are most at risk from the green transition.

Suggested Citation

  • Bachmann, Ronald & Janser, Markus & Lehmer, Florian & Vonnahme, Christina, 2024. "Disentangling the greening of the labour market: The role of changing occupations and worker flows," Ruhr Economic Papers 1099, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen.
  • Handle: RePEc:zbw:rwirep:306826
    DOI: 10.4419/96973277
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    References listed on IDEAS

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    Cited by:

    1. Bachmann, Ronald & Heinze, Inga & Klauser, Roman, 2025. "New jobs, new joys? Monetary and non-monetary returns to occupational mobility," Ruhr Economic Papers 1182, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen.
    2. Esther Arenas-Arroyo & Jacob Fabian & Friederike Mengel & Bernhard Schmidpeter & Michel Serafinelli, 2025. "Demand for Green Skills in an Evolving Landscape," CESifo Working Paper Series 12110, CESifo.
    3. Bachmann, Ronald & Eßer, Jana & Fitzthum, Mirjam & Vonnahme, Christina, 2024. "Die ökologische Transformation des Arbeitsmarktes: Individuelle Betroffenheit und Erwartungen," RWI Materialien 170, RWI - Leibniz-Institut für Wirtschaftsforschung.
    4. Luis Fernández Intriago & Sharan Burrow & Shouvik Chakraborty & Reza Daniels & Alan Finkelstein Shapiro & Helena Garcia & Raphael Heffron & Michael Jakob & Markus Janser & Suzi Kerr & Catherine Leinin, 2025. "Overcoming five key challenges to make the energy transition a just labor transition," Nature Communications, Nature, vol. 16(1), pages 1-3, December.
    5. Bachmann, Ronald & Heinze, Inga & Hörnig, Lukas & Klauser, Roman, 2025. "Erfolgreiche Jobwechsel. Wie berufliche Mobilität Einkommen und Arbeitszufriedenheit steigert," EconStor Books, ZBW - Leibniz Information Centre for Economics, number 322261 edited by Bertelsmann Stiftung.

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    Keywords

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    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
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes
    • Q55 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Environmental Economics: Technological Innovation
    • R23 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Household Analysis - - - Regional Migration; Regional Labor Markets; Population

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