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Green Pressure, Lean Measures: Unveiling Corporate Downsizing Within the European Union Emissions Trading System

Published online by Cambridge University Press:  31 March 2025

Jana Boeckx
Affiliation:
IESEG School of Management j.boeckx@ieseg.fr
Kristof Struyfs
Affiliation:
Open Universiteit & KU Leuven kristof.struyfs@ou.nl
Wouter Torsin*
Affiliation:
University of Liège, HEC Management School
*
wtorsin@uliege.be (corresponding author)

Abstract

In 2017, the European Union Emissions Trading System underwent a policy intervention that resulted in a surge in carbon prices. Using this setting as a quasi-natural experiment, we focus on employment, productivity, and emission outcomes among covered enterprises. Results show that emission-intensive private firms, particularly those with financial constraints, are more likely to downsize by divesting production assets, reducing both workforce and emissions. Smaller, cash-strapped listed firms are also prone to downsize by decreasing their operating leverage while maintaining emission output and asset levels. Positive productivity outcomes indicate that both private and listed firms become leaner postintervention.

Information

Type
Research Article
Copyright
© The Author(s), 2025. Published by Cambridge University Press on behalf of the Michael G. Foster School of Business, University of Washington

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Footnotes

We are grateful to Ran Duchin (the editor) and an anonymous reviewer for their constructive comments and feedback. We would also like to thank Jan Abrell, Frank Betz, Nico Dewaelheyns, Marie Dutordoir, Hans Degryse, Ashita Goyal, Stefanie Kleimeier, Xinyu Liu, Maurizio Montone, Frederiek Schoubben, Naciye Sekerci, and Gertjan Verdickt. We are also grateful to seminar participants at the 2023 Belgium Environmental Economics Day, the 2023 World Finance Conference, the 2023 World Finance and Banking Symposium, and the 2024 Finance and Accounting Research Symposium.

References

Abrell, J.; Faye, A. Ndoye; and Zachmann, G.. “Assessing the Impact of the EU ETS Using Firm Level Data.” Bruegel Working Paper No. 2011/08 (2011).Google Scholar
Ahmadjian, C. L., and Robinson, P.. “Safety in Numbers: Downsizing and the Deinstitutionalization of Permanent Employment in Japan.” Administrative Science Quarterly, 46 (2001), 622654.Google Scholar
Akey, P., and Appel, I.. “The Limits of Limited Liability: Evidence from Industrial Pollution.” Journal of Finance, 76 (2021), 555.Google Scholar
Albanese, A.; Picchio, M.; and Ghirelli, C.. “Timed to Say Goodbye: Does Unemployment Benefit Eligibility Affect Worker Layoffs?Labour Economics, 65 (2020), 101846.Google Scholar
Alexeeva-Talebi, V.Cost Pass-Through of the EU Emissions Allowances: Examining the European Petroleum Markets.” Energy Economics, 33 (2011), S75S83.Google Scholar
Andreou, P. C., and Kellard, N. M.. “Corporate Environmental Proactivity: Evidence from the European Union’s Emissions Trading System.” British Journal of Management, 32 (2021), 630647.Google Scholar
Anger, N., and Oberndorfer, U.. “Firm Performance and Employment in the EU Emissions Trading Scheme: an Empirical Assessment for Germany.” Energy Policy, 36 (2008), 1222.Google Scholar
Arslan-Ayaydin, Ö.; Florackis, C.; and Ozkan, A.. “Financial Flexibility, Corporate Investment and Performance: Evidence from Financial Crises.” Review of Quantitative Finance and Accounting, 42 (2014), 211250.Google Scholar
Baghai, R. P.; Silva, R. C.; Thell, V.; and Vig, V.. “Talent in Distressed Firms: Investigating the Labor Costs of Financial Distress.” Journal of Finance, 76 (2021), 29072961.Google Scholar
Bai, J.; Fairhurst, D.; and Serfling, M.. “Employment Protection, Investment, and Firm Growth.” Review of Financial Studies, 33 (2019), 644688.Google Scholar
Barrot, J. N., and Nanda, R.. “The Employment Effects of Faster Payment: Evidence from the Federal Quickpay Reform.” Journal of Finance, 75 (2020), 31393173.Google Scholar
Bayer, P., and Aklin, M.. “The European Union Emissions Trading System Reduced CO2 Emissions Despite Low Prices.” Proceedings of the National Academy of Sciences, 117 (2020), 88048812.Google Scholar
Beaver, W. H.; Cascino, S.; and Correia, M. M.. “Bankruptcy in Groups.” Review of Accounting Studies, 29 (2024), 34493496.Google Scholar
Bel, G., and Joseph, S.. “Emission Abatement: Untangling the Impacts of the EU ETS and the Economic Crisis.” Energy Economics, 49 (2015), 531539.Google Scholar
Bellon, A. “Does Private Equity Ownership Make Firms Cleaner? The Role of Environmental Liability Risks.” European Corporate Governance Institute–Finance Working Paper No. 799 (2020).Google Scholar
Bena, J., and Xu, T.. “Competition and Ownership Structure of Closely Held Firms.” Review of Financial Studies, 30 (2017), 15831626.Google Scholar
Beuselinck, C.; Markarian, G.; and Verriest, A.. “Employee Protection Shocks and Corporate Cash Holdings.” Journal of Corporate Finance, 69 (2021), 102027.Google Scholar
Bossler, M., and Gerner, H.-D.. “Employment Effects of the New German Minimum Wage: Evidence from Establishment-Level Microdata.” ILR Review, 73 (2020), 10701094.Google Scholar
Black, S.; Parry, I.; and Zhunussova, K.. “More Countries Are Pricing Carbon, But Emissions are Still Too Cheap.” Retrieved online at: https://www.imf.org/en/Blogs/Articles/2022/07/21/blog-more-countries-are-pricing-carbon-but-emissions-are-still-too-cheap (2022).Google Scholar
Cascio, W. F.; Chatrath, A.; and Christie-David, R. A.. “Antecedents and Consequences of Employee and Asset Restructuring.” Academy of Management Journal, 64 (2021), 587613.Google Scholar
Cembureau “Proposal for a Carbon Border Adjustment Mechanism (CBAM).” Retrieved online at: https://cembureau.eu/media/ft1j1kaw/cembureau-position-paper-carbon-border-adjustment-mechanisms-october-2021.pdf (2021)Google Scholar
Chan, H. S. R.; Li, S.; and Zhang, F.. “Firm Competitiveness and the European Union Emissions Trading Scheme.” Energy Policy, 63 (2013), 10561064.Google Scholar
Chang, X.; Fu, K.; Li, T.; Tam, L.; and Wong, G.. “Corporate Environmental Liabilities and Capital Structure.” Working Paper, available at https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3200991 (2021).Google Scholar
Chen, M.-Y., and Kao, C.-L.. “Women on Boards of Directors and Firm Performance: The Mediation of Employment Downsizing.” International Journal of Human Resource Management, 33 (2022), 25972629.Google Scholar
Chen, P.; Mehrotra, V.; Sivakumar, R.; and Yu, W. W.. “Layoffs, Shareholders’ Wealth, and Corporate Performance.” Journal of Empirical Finance, 8 (2001), 171199.Google Scholar
Clò, S.Grandfathering, Auctioning and Carbon Leakage: Assessing the Inconsistencies of the New ETS Directive.” Energy Policy, 38 (2010), 24202430.Google Scholar
Commins, N.; Lyons, S.; Schiffbauer, M.; and Tol, R. S.. “Climate Policy & Corporate Behavior.” Energy Journal, 32 (2011), 5168.Google Scholar
Compagnie, V.; Struyfs, K.; and Torsin, W.. “Tax Avoidance as an Unintended Consequence of Environmental Regulation: Evidence from the EU ETS.” Journal of Corporate Finance, 82 (2023), 102463.Google Scholar
Cousins, P.; Dutordoir, M.; Lawson, B.; and Frota Neto, J. Q.. “Shareholder Wealth Effects of Modern Slavery Regulation.” Management Science, 66 (2020), 52655289.Google Scholar
Crane, A. D., and Koch, A.. “Shareholder Litigation and Ownership Structure: Evidence from a Natural Experiment.” Management Science, 64 (2018), 523.Google Scholar
Dechezleprêtre, A.; Nachtigall, D.; and Venmans, F.. “The Joint Impact of the European Union Emissions Trading System on Carbon Emissions and Economic Performance.” Journal of Environmental Economics and Management, 118 (2022), 102758.Google Scholar
De Beule, F.; Dewaelheyns, N.; Schoubben, F.; Struyfs, K.; and Van Hulle, C.. “The Influence of Environmental Regulation on the FDI Location Choice of EU ETS-Covered MNEs.” Journal of Environmental Management, 321 (2022a), 115839.Google Scholar
De Beule, F.; Schoubben, F.; and Struyfs, K.. “The Pollution Haven Effect and Investment Leakage: The Case of the EU-ETS.” Economics Letters, 215 (2022b), 110536.Google Scholar
De Jonghe, O.; Mulier, K.; and Schepens, G.. “Going Green by Putting a Price on Pollution: Firm-Level Evidence from the EU” National Bank of Belgium Working Paper No. 390 (2020).Google Scholar
Dial, J., and Murphy, K. J.. “Incentives, Downsizing, and Value Creation at General Dynamics.” Journal of Financial Economics, 37 (1995), 261314.Google Scholar
Euractiv. “ETS Reform Agreement Catches its Architect by Surprise.” Retrieved online at: https://www.euractiv.com/section/emissions-trading-scheme/opinion/ets-reform-agreement-catches-its-architect-by-surprise/ (2017a).Google Scholar
Euractiv. “Oil Refiners Warn Increased CO2 Costs Could Force Them Out of Europe.” Retrieved online at: https://www.euractiv.com/section/energy/news/oil-refiners-warn-increased-co2-costs-could-force-them-out-of-europe/ (2017b).Google Scholar
Faleye, O.; Mehrotra, V.; and Morck, R.. “When Labor Has a Voice in Corporate Governance.” Journal of Financial and Quantitative Analysis, 41 (2006), 489510.Google Scholar
Filatotchev, I.; Buck, T.; and Zhukov, V.. “Downsizing in Privatized Firms in Russia, Ukraine, and Belarus.” Academy of Management Journal, 43 (2000), 286304.Google Scholar
FuelsEurope. “Recommendations from the Alliance for a Fair ETS Ahead of the October Trilogue Meeting.” Retrieved online at: https://www.fuelseurope.eu/wp-content/uploads/2017/09/Alliancefor-a-fair-ETS-Trilogue-Recommendations-2017-09-25.pdf (2017).Google Scholar
Gogineni, S.; Linn, S. C.; and Yadav, P. K.. “Vertical and Horizontal Agency Problems in Private Firms: Ownership Structure and Operating Performance.” Journal of Financial and Quantitative Analysis, 57 (2022), 12371278.Google Scholar
Granja, J.; Makridis, C.; Yannelis, C.; and Zwick, E.. “Did the Paycheck Protection Program Hit the Target?Journal of Financial Economics, 145 (2022), 725761.Google Scholar
Grubb, M.; Azar, C.; and Persson, U. M.. “Allowance Allocation in the European Emissions Trading System: A Commentary.” Climate Policy, 5 (2005), 127136.Google Scholar
Grupa Azoty Puławy. “Financial Statements 2017.” Retrieved online at: https://pulawy.grupaazoty.com/upload/3/files/raporty-okresowe/Separate_financial_statements_2017.pdf (2017).Google Scholar
Grupa Azoty Puławy. “Directors’ Report on the Operations 2018.” Retrieved online at: https://pulawy.grupaazoty.com/upload/3/files/raporty-okresowe/Directorsreportontheoperations2018.pdf (2018).Google Scholar
Grupa Azoty Zaklady Chemiczne Police Group. “Directors’ Report on the Operations 2018.” Retrieved online at: https://zchpolice.grupaazoty.com/upload/4/files/2019/20190423Sprawozdanie20ZarzC485du20z20dziaC582alnoC59Bci20GK20POLICE20za20rok202018final.pdf (2018)Google Scholar
Hallock, K. F.Layoffs, Top Executive Pay, and Firm Performance.” American Economic Review, 88 (1998), 711723.Google Scholar
Hillier, D.; Marshall, A.; McColgan, P.; and Werema, S.. “Employee Layoffs, Shareholder Wealth and Firm Performance: Evidence from the UK.” Journal of Business Finance & Accounting, 34 (2007), 467494.Google Scholar
Hitzemann, S., and Uhrig-Homburg, M.. “Equilibrium Price Dynamics of Emission Permits.” Journal of Financial and Quantitative Analysis, 53 (2018), 16531678.Google Scholar
ICAP. “Emissions Trading Worldwide: 2022 ICAP Status Report.” Retrieved online at: https://icapcarbonaction.com/en/publications/emissions-trading-worldwide-2022-icap-status-report. (2022).Google Scholar
Ikkatai, S.; Hori, K.; and Kurita, I.. “The Impact of the European Union Emissions Trading Scheme on the Polish Economy: Interviews with Four Companies in Poland.” KIER Discussion Paper No. 786 (2011).Google Scholar
Ikkatai, S.; Ishikawa, D.; and Sasaki, K.. “Effect of the European Union Emission Trading Scheme (EU ETS) on Companies: Interviews with European Companies.” KIER Discussion Paper No. 660 (2008).Google Scholar
Joltreau, E., and Sommerfeld, K.. “Why Does Emissions Trading Under the EU Emissions Trading System (ETS) Not Affect Firms’ Competitiveness? Empirical Findings from the Literature.” Climate Policy, 19 (2019), 453471.Google Scholar
Karpoff, J. M.; Lott, J. R. Jr; and Wehrly, E. W.. “The Reputational Penalties for Environmental Violations: Empirical Evidence.” Journal of Law and Economics, 48 (2005), 653675.Google Scholar
Lancaster, T.The Incidental Parameter Problem Since 1948.” Journal of Econometrics, 95 (2000), 391413.Google Scholar
Lewis, B. “Steel CEOs Say EU Carbon Reforms Threaten Jobs, Investment.” Reuters, retrieved online at https://www.reuters.com/article/carbontrading-steel-idINL8N1IU0P6 (2017).Google Scholar
Marin, G.; Marino, M.; and Pellegrin, C.. “The Impact of the European Emission Trading Scheme on Multiple Measures of Economic Performance.” Environmental and Resource Economics, 71 (2018), 551582.Google Scholar
Martin, R.; Muûls, M.; and Wagner, U. J.. “The Impact of the European Union Emissions Trading Scheme on Regulated Firms: What Is the Evidence After Ten Years?Review of Environmental Economics and Policy, 10 (2016), 129148.Google Scholar
Misch, F., and Wingender, M. P.. “Revisiting Carbon Leakage.” International Monetary Fund (2021).Google Scholar
Neyman, J., and Scott, E. L.. “Consistent Estimates Based on Partially Consistent Observations.” Econometrica: Journal of the Econometric Society, 16 (1948), 132.Google Scholar
Nguyen, J. H., and Phan, H.. “Carbon Risk and Corporate Capital Structure.” Journal of Corporate Finance, 64 (2020), 101713.Google Scholar
Petrick, S., and Wagner, U. J.. “The Impact of Carbon Trading on Industry: Evidence from German Manufacturing Firms.” Working Paper, available at https://papers.ssrn.com/sol3/papers.cfm?abstract_id=2389800 (2014).Google Scholar
OECD. “OECD Expert Workshop on Environmental Policies: Social and Economic Outcomes.” Retrieved online at: https://www.oecd.org/environment/tools-evaluation/oecdexpertworkshoponenvironmentalpoliciessocialandeconomicoutcomes.htm (2022).Google Scholar
Osterman, P.Work Reorganization in an Era of Restructuring: Trends in Diffusion and Effects on Employee Welfare.” ILR Review, 53 (2000), 179196.Google Scholar
Qiu, Y.Labor Adjustment Costs and Risk Management.” Journal of Financial and Quantitative Analysis, 54 (2019), 14471468.Google Scholar
Roberts, M. R., and Whited, T. M.. “Endogeneity in Empirical Corporate Finance.” In Handbook of the Economics of Finance, Vol. 2, Constantinides, G., Harris, M., and Stulz, R., eds. Amsterdam, Netherlands: Elsevier (2013), 493572.Google Scholar
Shive, S. A., and Forster, M. M.. “Corporate Governance and Pollution Externalities of Public and Private Firms.” Review of Financial Studies, 33 (2020), 12961330.Google Scholar
Vicente-Lorente, J. D., and Suárez-González, I.. “Ownership Traits and Downsizing Behaviour: Evidence for the Largest Spanish Firms, 1990–1998.” Organization Studies, 28 (2007), 16131638.Google Scholar
Wagner, U. J.; Muûls, M.; Martin, R.; and Colmer, J.. “The Causal Effects of the European Union Emissions Trading Scheme: Evidence from French Manufacturing Plants.” Working Paper, available at https://www.tse-fr.eu/sites/default/files/TSE/documents/sem2016/environment/martin.pdf (2014).Google Scholar
Wooldridge, J. M.Econometric Analysis of Cross Section and Panel Data.” Cambridge, MA: MIT Press (2010).Google Scholar
Xu, Q., and Kim, T.. “Financial Constraints and Corporate Environmental Policies.” Review of Financial Studies, 35 (2022), 576635.Google Scholar
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