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Green Jobs in the EU Renewable Energy Sector: Quantile Regression Approach

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  • Łukasz Jarosław Kozar

    (Department of Labour and Social Policy, Faculty of Economics and Sociology, University of Lodz, ul. Rewolucji 1905 r. nr 37, 90-214 Lodz, Poland)

  • Robert Matusiak

    (Kuyavia-Pomerania Branch, Polish Association of European Studies, ul. Fordońska 74, 89-719 Bydgoszcz, Poland)

  • Marta Paduszyńska

    (Department of Central Banking and Financial Intermediation, Institute of Finance, University of Lodz, ul. Rewolucji 1905 r. nr 39, 90-214 Lodz, Poland)

  • Adam Sulich

    (Department of Advanced Research in Management, Faculty of Business Management, Wroclaw University of Economics and Business, ul. Komandorska 118/120, 53-345 Wroclaw, Poland
    Schulich School of Business, York University, 4700 Keele Street, Toronto, ON M3J 1P3, Canada)

Abstract

This article explores the ongoing green transition in the energy sector in EU countries. The greening process is brought about by the growth of the Renewable Energy Sources (RES) sector and Green Jobs (GJ). The goal of this paper is to find out how certain factors in the RES sector affect the creation of GJ. This study uses Quantile Regression for Panel Data (QRPD), a method that addresses fixed effects. Based on secondary data from Eurostat and EurObserv’ER reports, the model was made for the EU27 countries for the years 2013–2020. The impact of the adopted variables on GJ generation is heterogeneous. Significantly, the volume of turnover in the RES, across the entire studied cross-section, influences the increase in GJ number. It is also observed that, in the case of economy-wide R&D expenditure, a negative impact on GJ creation is observed. In contrast, interestingly, in the case of R&D expenditure in the business sector, a positive effect on GJ formation is noted. A possible direction for research into the topic of GJ in the RES should be qualitative research, which could provide additional information regarding, for example, the degree of the greening of such jobs.

Suggested Citation

  • Łukasz Jarosław Kozar & Robert Matusiak & Marta Paduszyńska & Adam Sulich, 2022. "Green Jobs in the EU Renewable Energy Sector: Quantile Regression Approach," Energies, MDPI, vol. 15(18), pages 1-21, September.
  • Handle: RePEc:gam:jeners:v:15:y:2022:i:18:p:6578-:d:910075
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    as
    1. 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.
    2. Kemp-Benedict, Eric, 2018. "Investing in a Green Transition," Ecological Economics, Elsevier, vol. 153(C), pages 218-236.
    3. Damette, Olivier & Delacote, Philippe, 2012. "On the economic factors of deforestation: What can we learn from quantile analysis?," Economic Modelling, Elsevier, vol. 29(6), pages 2427-2434.
    4. Hilary S. Boudet, 2019. "Public perceptions of and responses to new energy technologies," Nature Energy, Nature, vol. 4(6), pages 446-455, June.
    5. Tomasz Zema & Adam Sulich, 2022. "Models of Electricity Price Forecasting: Bibliometric Research," Energies, MDPI, vol. 15(15), pages 1-18, August.
    6. Ivan A. Canay, 2011. "A simple approach to quantile regression for panel data," Econometrics Journal, Royal Economic Society, vol. 14(3), pages 368-386, October.
    7. Koenker, Roger, 2004. "Quantile regression for longitudinal data," Journal of Multivariate Analysis, Elsevier, vol. 91(1), pages 74-89, October.
    8. Philips, R. & Guttman, I., 1998. "A new criterion for variable selection," Statistics & Probability Letters, Elsevier, vol. 38(1), pages 11-19, May.
    9. Bogdan Klepacki & Barbara Kusto & Piotr Bórawski & Aneta Bełdycka-Bórawska & Konrad Michalski & Aleksandra Perkowska & Tomasz Rokicki, 2021. "Investments in Renewable Energy Sources in Basic Units of Local Government in Rural Areas," Energies, MDPI, vol. 14(11), pages 1-17, May.
    10. Megan Devonald & Nicola Jones & Sally Youssef, 2022. "‘We Have No Hope for Anything’: Exploring Interconnected Economic, Social and Environmental Risks to Adolescents in Lebanon," Sustainability, MDPI, vol. 14(4), pages 1-17, February.
    11. Adam Sulich & Letycja Sołoducho-Pelc, 2021. "Renewable Energy Producers’ Strategies in the Visegrád Group Countries," Energies, MDPI, vol. 14(11), pages 1-21, May.
    12. Zhu, Huiming & Duan, Lijun & Guo, Yawei & Yu, Keming, 2016. "The effects of FDI, economic growth and energy consumption on carbon emissions in ASEAN-5: Evidence from panel quantile regression," Economic Modelling, Elsevier, vol. 58(C), pages 237-248.
    13. Oscar Ruíz-Carmona & Jorge M. Islas-Samperio & Lourdes Larrondo-Posadas & Fabio Manzini & Genice K. Grande-Acosta & Christian Álvarez-Escobedo, 2021. "Solid Biofuels Scenarios from Rural Agricultural and Forestry Residues for Mexican Industrial SMEs," Energies, MDPI, vol. 14(20), pages 1-19, October.
    14. Chen, Wenhui & Lei, Yalin, 2018. "The impacts of renewable energy and technological innovation on environment-energy-growth nexus: New evidence from a panel quantile regression," Renewable Energy, Elsevier, vol. 123(C), pages 1-14.
    15. Jung Eun Kim, 2019. "Sustainable energy transition in developing countries: the role of energy aid donors," Climate Policy, Taylor & Francis Journals, vol. 19(1), pages 1-16, January.
    16. Donald Ukpanyang & Julio Terrados-Cepeda, 2022. "Decarbonizing Vehicle Transportation with Hydrogen from Biomass Gasification: An Assessment in the Nigerian Urban Environment," Energies, MDPI, vol. 15(9), pages 1-23, April.
    17. Nick SOFRONIOU & Pauline ANDERSON, 2021. "The green factor: Unpacking green job growth," International Labour Review, International Labour Organization, vol. 160(1), pages 21-41, March.
    18. Gertjan Dordmond & Heder Carlos Oliveira & Ivair Ramos Silva & Julia Swart, 2021. "The complexity of green job creation: An analysis of green job development in Brazil," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 23(1), pages 723-746, January.
    19. Edward B. Barbier, 2020. "Greening the Post-pandemic Recovery in the G20," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 76(4), pages 685-703, August.
    20. Marc A. C. Hafstead & Roberton C. Williams III, 2020. "Jobs and Environmental Regulation," Environmental and Energy Policy and the Economy, University of Chicago Press, vol. 1(1), pages 192-240.
    21. Dogan, Eyup & Altinoz, Buket & Madaleno, Mara & Taskin, Dilvin, 2020. "The impact of renewable energy consumption to economic growth: A replication and extension of Inglesi-Lotz (2016)," Energy Economics, Elsevier, vol. 90(C).
    22. Verbruggen, Aviel, 2008. "Renewable and nuclear power: A common future?," Energy Policy, Elsevier, vol. 36(11), pages 4036-4047, November.
    23. Ponta, Linda & Raberto, Marco & Teglio, Andrea & Cincotti, Silvano, 2018. "An Agent-based Stock-flow Consistent Model of the Sustainable Transition in the Energy Sector," Ecological Economics, Elsevier, vol. 145(C), pages 274-300.
    24. Alexey Bilgaev & Erzhena Sadykova & Anna Mikheeva & Taisiya Bardakhanova & Svetlana Ayusheeva & Fujia Li & Suocheng Dong, 2022. "Green Economy Development Progress in the Republic of Buryatia (Russia)," IJERPH, MDPI, vol. 19(13), pages 1-16, June.
    25. Marcin Łuszczyk & Adam Sulich & Barbara Siuta-Tokarska & Tomasz Zema & Agnieszka Thier, 2021. "The Development of Electromobility in the European Union: Evidence from Poland and Cross-Country Comparisons," Energies, MDPI, vol. 14(24), pages 1-18, December.
    26. Bogdanov, Dmitrii & Gulagi, Ashish & Fasihi, Mahdi & Breyer, Christian, 2021. "Full energy sector transition towards 100% renewable energy supply: Integrating power, heat, transport and industry sectors including desalination," Applied Energy, Elsevier, vol. 283(C).
    27. Lehr, Ulrike & Lutz, Christian & Edler, Dietmar, 2012. "Green jobs? Economic impacts of renewable energy in Germany," Energy Policy, Elsevier, vol. 47(C), pages 358-364.
    28. Lamarche, Carlos, 2010. "Robust penalized quantile regression estimation for panel data," Journal of Econometrics, Elsevier, vol. 157(2), pages 396-408, August.
    29. repec:aud:audfin:v:21:y:2019:i:50:p:60 is not listed on IDEAS
    30. Paula Benevene & Ilaria Buonomo, 2020. "Green Human Resource Management: An Evidence-Based Systematic Literature Review," Sustainability, MDPI, vol. 12(15), pages 1-25, July.
    31. Rafał Trzaska & Adam Sulich & Michał Organa & Jerzy Niemczyk & Bartosz Jasiński, 2021. "Digitalization Business Strategies in Energy Sector: Solving Problems with Uncertainty under Industry 4.0 Conditions," Energies, MDPI, vol. 14(23), pages 1-21, November.
    32. Marina Blohm, 2021. "An Enabling Framework to Support the Sustainable Energy Transition at the National Level," Sustainability, MDPI, vol. 13(7), pages 1-20, March.
    33. Galvao Jr., Antonio F., 2011. "Quantile regression for dynamic panel data with fixed effects," Journal of Econometrics, Elsevier, vol. 164(1), pages 142-157, September.
    34. Hemant Kulkarni & Jayabrata Biswas & Kiranmoy Das, 2019. "A joint quantile regression model for multiple longitudinal outcomes," AStA Advances in Statistical Analysis, Springer;German Statistical Society, vol. 103(4), pages 453-473, December.
    35. Polzin, Friedemann & Sanders, Mark, 2020. "How to finance the transition to low-carbon energy in Europe?," Energy Policy, Elsevier, vol. 147(C).
    36. Joanna Radomska & Przemysław Wołczek & Letycja Sołoducho-Pelc & Susana Silva, 2019. "The Impact of Trust on the Approach to Management—A Case Study of Creative Industries," Sustainability, MDPI, vol. 11(3), pages 1-16, February.
    37. Fernando Martins & Pedro Moura & Aníbal T. de Almeida, 2022. "The Role of Electrification in the Decarbonization of the Energy Sector in Portugal," Energies, MDPI, vol. 15(5), pages 1-35, February.
    38. Bellhouse, David R. & Philips, Robert & Stafford, James E., 1997. "Symbolic operators for multiple sums," Computational Statistics & Data Analysis, Elsevier, vol. 24(4), pages 443-454, June.
    39. Edward B. Barbier, 2016. "Building the Green Economy," Canadian Public Policy, University of Toronto Press, vol. 42(s1), pages 1-9, November.
    40. Jae-Hyup Lee & Jisuk Woo, 2020. "Green New Deal Policy of South Korea: Policy Innovation for a Sustainability Transition," Sustainability, MDPI, vol. 12(23), pages 1-17, December.
    41. Tomasz Rokicki & Aleksandra Perkowska, 2021. "Diversity and Changes in the Energy Balance in EU Countries," Energies, MDPI, vol. 14(4), pages 1-19, February.
    42. Luigi Aldieri & Jonas Grafström & Concetto Paolo Vinci, 2021. "The Effect of Marshallian and Jacobian Knowledge Spillovers on Jobs in the Solar, Wind and Energy Efficiency Sector," Energies, MDPI, vol. 14(14), pages 1-16, July.
    43. Patrick Bottazzi, 2019. "Work and Social-Ecological Transitions: A Critical Review of Five Contrasting Approaches," Sustainability, MDPI, vol. 11(14), pages 1-19, July.
    44. Vera, Ivan & Langlois, Lucille, 2007. "Energy indicators for sustainable development," Energy, Elsevier, vol. 32(6), pages 875-882.
    45. Lancaster, Tony, 2000. "The incidental parameter problem since 1948," Journal of Econometrics, Elsevier, vol. 95(2), pages 391-413, April.
    46. Gheorghe Epuran & Claudia-Ioana Ciobanu & Adrian V. Horodnic & Gheorghe Epuran & Claudia-Ioana Ciobanu & Adrian V. Horodnic, 2019. "Green Jobs Creation – Main Element in the Implementation of Bioeconomic Mechanisms," The AMFITEATRU ECONOMIC journal, Academy of Economic Studies - Bucharest, Romania, vol. 21(50), pages 1-60, February.
    47. Tomasz Rokicki & Piotr Bórawski & Barbara Gradziuk & Piotr Gradziuk & Aldona Mrówczyńska-Kamińska & Joanna Kozak & Danuta Jolanta Guzal-Dec & Kamil Wojtczuk, 2021. "Differentiation and Changes of Household Electricity Prices in EU Countries," Energies, MDPI, vol. 14(21), pages 1-21, October.
    48. Corrado Zoppi, 2020. "Ecosystem Services, Green Infrastructure and Spatial Planning," Sustainability, MDPI, vol. 12(11), pages 1-4, May.
    49. Adam Sulich & Malgorzata Rutkowska & Uma Shankar Singh, 2021. "Decision Towards Green Careers and Sustainable Development," Papers 2106.00465, arXiv.org.
    50. Mastini, Riccardo & Kallis, Giorgos & Hickel, Jason, 2021. "A Green New Deal without growth?," Ecological Economics, Elsevier, vol. 179(C).
    51. Domenico Morrone & Rosamartina Schena & Danilo Conte & Candida Bussoli & Angeloantonio Russo, 2022. "Between saying and doing, in the end there is the cost of capital: Evidence from the energy sector," Business Strategy and the Environment, Wiley Blackwell, vol. 31(1), pages 390-402, January.
    52. Perina, Bianca. & Ratynski, Michal, 2019. "From waste to jobs decent work challenges and opportunities in the management of e-waste in India," ILO Working Papers 995052492102676, International Labour Organization.
    53. Sanya Carley & David M. Konisky, 2020. "The justice and equity implications of the clean energy transition," Nature Energy, Nature, vol. 5(8), pages 569-577, August.
    54. Lamarche, Carlos, 2011. "Measuring the incentives to learn in Colombia using new quantile regression approaches," Journal of Development Economics, Elsevier, vol. 96(2), pages 278-288, November.
    55. Piotr Bórawski & Rafał Wyszomierski & Aneta Bełdycka-Bórawska & Bartosz Mickiewicz & Beata Kalinowska & James W. Dunn & Tomasz Rokicki, 2022. "Development of Renewable Energy Sources in the European Union in the Context of Sustainable Development Policy," Energies, MDPI, vol. 15(4), pages 1-20, February.
    56. Yunlong Liu & Xianlin Chang & Chengfeng Huang, 2022. "Research and Analysis on the Influencing Factors of China’s Carbon Emissions Based on a Panel Quantile Model," Sustainability, MDPI, vol. 14(13), pages 1-12, June.
    57. A. Erin Bass & Birgitte Grøgaard, 2021. "The long-term energy transition: Drivers, outcomes, and the role of the multinational enterprise," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 52(5), pages 807-823, July.
    58. Papadis, Elisa & Tsatsaronis, George, 2020. "Challenges in the decarbonization of the energy sector," Energy, Elsevier, vol. 205(C).
    59. Heffron, Raphael & Körner, Marc-Fabian & Wagner, Jonathan & Weibelzahl, Martin & Fridgen, Gilbert, 2020. "Industrial demand-side flexibility: A key element of a just energy transition and industrial development," Applied Energy, Elsevier, vol. 269(C).
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    Cited by:

    1. Łukasz Jarosław Kozar & Adam Sulich, 2023. "Green Jobs in the Energy Sector," Energies, MDPI, vol. 16(7), pages 1-20, March.
    2. Łukasz Jarosław Kozar & Adam Sulich, 2023. "Energy Sector’s Green Transformation towards Sustainable Development: A Review and Future Directions," Sustainability, MDPI, vol. 15(15), pages 1-18, July.
    3. Łukasz Jarosław Kozar & Adam Sulich, 2023. "Green Jobs: Bibliometric Review," IJERPH, MDPI, vol. 20(4), pages 1-16, February.

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