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Does environmental regulation drive specialisation in green innovation?

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  • Bagayev, Igor
  • Kogler, Dieter F.
  • Lochard, Julie

Abstract

We examine the response of technological change to one of the major environmental regulations in the European Union (EU) – the Ambient Air Quality Directive (AAQD). Our identification strategy exploits the structure of this directive, which imposes air quality measures in regions exceeding pollutant concentration limits. We implement a quasi difference-in-differences strategy and test for the effect of environmental measures on innovation in 654 technology classes at the EU region (NUTS-2) level over the 1999–2015 period. We show that AAQD environmental measures drive the specialisation of regions in green technologies. We find a positive effect for patents in the two most prevailing green technology classes, i.e., clean energy and industrial processes, as well as evidence of spatial leakage.

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  • Bagayev, Igor & Kogler, Dieter F. & Lochard, Julie, 2025. "Does environmental regulation drive specialisation in green innovation?," Journal of Environmental Economics and Management, Elsevier, vol. 130(C).
  • Handle: RePEc:eee:jeeman:v:130:y:2025:i:c:s009506962400175x
    DOI: 10.1016/j.jeem.2024.103101
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    as
    1. Chan, H. Ron & Zhou, Yichen Christy, 2021. "Regulatory spillover and climate co-benefits: Evidence from New Source Review lawsuits," Journal of Environmental Economics and Management, Elsevier, vol. 110(C).
    2. Ambec, Stefan & Coria, Jessica, 2018. "Policy spillovers in the regulation of multiple pollutants," Journal of Environmental Economics and Management, Elsevier, vol. 87(C), pages 114-134.
    3. Daron Acemoglu & Amy Finkelstein, 2008. "Input and Technology Choices in Regulated Industries: Evidence from the Health Care Sector," Journal of Political Economy, University of Chicago Press, vol. 116(5), pages 837-880, October.
    4. David Hémous & Morten Olsen, 2021. "Directed Technical Change in Labor and Environmental Economics," Annual Review of Economics, Annual Reviews, vol. 13(1), pages 571-597, August.
    5. Pamela Jakiela, 2021. "Simple Diagnostics for Two-Way Fixed Effects," Department of Economics Working Papers 2021-05, Department of Economics, Williams College.
    6. Yann Ménière & Antoine Dechezleprêtre & Matthieu Glachant & Ivan Hascic & N. Johnstone, 2011. "Invention and transfer of climate change mitigation technologies: a study drawing on patent data," Post-Print hal-00869795, HAL.
    7. Davide Antonioli & Simone Borghesi & Massimiliano Mazzanti, 2016. "Are regional systems greening the economy? Local spillovers, green innovations and firms’ economic performances," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 25(7), pages 692-713, October.
    8. Clément de Chaisemartin & Xavier D'Haultfœuille, 2020. "Two-Way Fixed Effects Estimators with Heterogeneous Treatment Effects," American Economic Review, American Economic Association, vol. 110(9), pages 2964-2996, September.
    9. Antoine Dechezleprêtre & Matthieu Glachant & Ivan Haščič & Nick Johnstone & Yann Ménière, 2011. "Invention and Transfer of Climate Change--Mitigation Technologies: A Global Analysis," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 5(1), pages 109-130, Winter.
    10. Clément de Chaisemartin & Xavier D’Haultfœuille, 2023. "Two-way fixed effects and differences-in-differences with heterogeneous treatment effects: a survey," The Econometrics Journal, Royal Economic Society, vol. 26(3), pages 1-30.
    11. Fernando Broner & Paula Bustos & Vasco Carvalho, 2011. "Sources of comparative advantage in polluting industries," Economics Working Papers 1331, Department of Economics and Business, Universitat Pompeu Fabra, revised Dec 2019.
    12. Michael Greenstone & Rema Hanna, 2014. "Environmental Regulations, Air and Water Pollution, and Infant Mortality in India," American Economic Review, American Economic Association, vol. 104(10), pages 3038-3072, October.
    13. Popp, David, 2019. "Environmental Policy and Innovation: A Decade of Research," International Review of Environmental and Resource Economics, now publishers, vol. 13(3-4), pages 265-337, September.
    14. Raphael Calel, 2020. "Adopt or Innovate: Understanding Technological Responses to Cap-and-Trade," American Economic Journal: Economic Policy, American Economic Association, vol. 12(3), pages 170-201, August.
    15. Daron Acemoglu & Ufuk Akcigit & Douglas Hanley & William Kerr, 2016. "Transition to Clean Technology," Journal of Political Economy, University of Chicago Press, vol. 124(1), pages 52-104.
    16. Barbieri, Nicolò, 2015. "Investigating the impacts of technological position and European environmental regulation on green automotive patent activity," Ecological Economics, Elsevier, vol. 117(C), pages 140-152.
    17. Paulo Guimarães & Pedro Portugal, 2010. "A simple feasible procedure to fit models with high-dimensional fixed effects," Stata Journal, StataCorp LLC, vol. 10(4), pages 628-649, December.
    18. Raphael Calel & Antoine Dechezleprêtre, 2016. "Environmental Policy and Directed Technological Change: Evidence from the European Carbon Market," The Review of Economics and Statistics, MIT Press, vol. 98(1), pages 173-191, March.
    19. Philippe Aghion & Antoine Dechezleprêtre & David Hémous & Ralf Martin & John Van Reenen, 2016. "Carbon Taxes, Path Dependency, and Directed Technical Change: Evidence from the Auto Industry," Journal of Political Economy, University of Chicago Press, vol. 124(1), pages 1-51.
    20. Iacus, Stefano & King, Gary & Porro, Giuseppe, 2009. "cem: Software for Coarsened Exact Matching," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 30(i09).
    21. Matthew Blackwell & Stefano Iacus & Gary King & Giuseppe Porro, 2009. "cem: Coarsened exact matching in Stata," Stata Journal, StataCorp LLC, vol. 9(4), pages 524-546, December.
    22. repec:fth:harver:1473 is not listed on IDEAS
    23. Clarke, Damian, 2017. "Estimating Difference-in-Differences in the Presence of Spillovers," MPRA Paper 81604, University Library of Munich, Germany.
    24. David Popp, 2002. "Induced Innovation and Energy Prices," American Economic Review, American Economic Association, vol. 92(1), pages 160-180, March.
    25. Dieter F. Kogler & Jürgen Essletzbichler & David L. Rigby, 2017. "The evolution of specialization in the EU15 knowledge space," Journal of Economic Geography, Oxford University Press, vol. 17(2), pages 345-373.
    26. Sun, Liyang & Abraham, Sarah, 2021. "Estimating dynamic treatment effects in event studies with heterogeneous treatment effects," Journal of Econometrics, Elsevier, vol. 225(2), pages 175-199.
    27. Bagayev, Igor & Lochard, Julie, 2017. "EU air pollution regulation: A breath of fresh air for Eastern European polluting industries?," Journal of Environmental Economics and Management, Elsevier, vol. 83(C), pages 145-163.
    28. Wancong Fu & Chong Li & Jan Ondrich & David Popp, 2018. "Technological Spillover Effects of State Renewable Energy Policy: Evidence from Patent Counts," NBER Working Papers 25390, National Bureau of Economic Research, Inc.
    29. Veugelers, Reinhilde, 2012. "Which policy instruments to induce clean innovating?," Research Policy, Elsevier, vol. 41(10), pages 1770-1778.
    30. Claire Brunel & Arik Levinson, 2013. "Measuring Environmental Regulatory Stringency," Working Papers gueconwpa~13-13-02, Georgetown University, Department of Economics.
    31. David Popp, 2019. "Environmental policy and innovation: a decade of research," CESifo Working Paper Series 7544, CESifo.
    32. Rema Hanna, 2010. "US Environmental Regulation and FDI: Evidence from a Panel of US-Based Multinational Firms," American Economic Journal: Applied Economics, American Economic Association, vol. 2(3), pages 158-189, July.
    33. Costantini, Valeria & Crespi, Francesco & Palma, Alessandro, 2017. "Characterizing the policy mix and its impact on eco-innovation: A patent analysis of energy-efficient technologies," Research Policy, Elsevier, vol. 46(4), pages 799-819.
    34. Michael L Anderson, 2020. "As the Wind Blows: The Effects of Long-Term Exposure to Air Pollution on Mortality," Journal of the European Economic Association, European Economic Association, vol. 18(4), pages 1886-1927.
    35. Daron Acemoglu, 2002. "Directed Technical Change," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 69(4), pages 781-809.
    36. Audretsch, David B. & Feldman, Maryann P., 2004. "Knowledge spillovers and the geography of innovation," Handbook of Regional and Urban Economics, in: J. V. Henderson & J. F. Thisse (ed.), Handbook of Regional and Urban Economics, edition 1, volume 4, chapter 61, pages 2713-2739, Elsevier.
    37. W. Reed Walker, 2011. "Environmental Regulation and Labor Reallocation: Evidence from the Clean Air Act," American Economic Review, American Economic Association, vol. 101(3), pages 442-447, May.
    38. Popp, David, 2006. "International innovation and diffusion of air pollution control technologies: the effects of NOX and SO2 regulation in the US, Japan, and Germany," Journal of Environmental Economics and Management, Elsevier, vol. 51(1), pages 46-71, January.
    39. Arik Levinson & M. Scott Taylor, 2008. "Unmasking The Pollution Haven Effect," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 49(1), pages 223-254, February.
    40. Antonio Bento & Matthew Freedman & Corey Lang, 2015. "Who Benefits from Environmental Regulation? Evidence from the Clean Air Act Amendments," The Review of Economics and Statistics, MIT Press, vol. 97(3), pages 610-622, July.
    41. David Popp, 2019. "Environmental Policy and Innovation: A Decade of Research," NBER Working Papers 25631, National Bureau of Economic Research, Inc.
    42. Daron Acemoglu & Philippe Aghion & Leonardo Bursztyn & David Hemous, 2012. "The Environment and Directed Technical Change," American Economic Review, American Economic Association, vol. 102(1), pages 131-166, February.
    43. Jeffrey M. Wooldridge, 2015. "Control Function Methods in Applied Econometrics," Journal of Human Resources, University of Wisconsin Press, vol. 50(2), pages 420-445.
    44. repec:clg:wpaper:2008-02 is not listed on IDEAS
    45. Richard G. Newell & Adam B. Jaffe & Robert N. Stavins, 1999. "The Induced Innovation Hypothesis and Energy-Saving Technological Change," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(3), pages 941-975.
    46. repec:hal:journl:hal-04144925 is not listed on IDEAS
    47. Matthew Gibson, 2019. "Regulation-Induced Pollution Substitution," The Review of Economics and Statistics, MIT Press, vol. 101(5), pages 827-840, December.
    48. Popp, David & Newell, Richard G. & Jaffe, Adam B., 2010. "Energy, the Environment, and Technological Change," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 2, chapter 0, pages 873-937, Elsevier.
    49. Callaway, Brantly & Sant’Anna, Pedro H.C., 2021. "Difference-in-Differences with multiple time periods," Journal of Econometrics, Elsevier, vol. 225(2), pages 200-230.
    50. Rik Rozendaal & Herman Vollebergh, 2025. "Policy-Induced Innovation in Clean Technologies: Evidence from the Car Market," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 12(3), pages 565-598.
    51. Janet Currie & Reed Walker, 2019. "What Do Economists Have to Say about the Clean Air Act 50 Years after the Establishment of the Environmental Protection Agency?," Journal of Economic Perspectives, American Economic Association, vol. 33(4), pages 3-26, Fall.
    52. Ivan Haščič & Mauro Migotto, 2015. "Measuring environmental innovation using patent data," OECD Environment Working Papers 89, OECD Publishing.
    53. 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.
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