IDEAS home Printed from https://ideas.repec.org/a/eee/eneeco/v141y2025ics0140988324007448.html
   My bibliography  Save this article

The masking effect of green innovation: A study based on carbon market shocks

Author

Listed:
  • He, Xiaoping
  • Dai, Wenbo

Abstract

Previous empirical evidence indicates that the carbon market exerts a positive influence on the performance of corporate green innovation. In light of the proposition that there are differences in the green innovation capabilities of firms, we propose a masking effect hypothesis which suggests that the carbon market does, in fact, improve firms' green innovation performance at the overall level. However, separately, this improvement effect is only observed for high-capability firms, and not for ordinary firms. We test the hypothesis and explore the potential mechanism. The results show that, firstly, the outstanding green innovation performance of high-capability firms leads to a masking effect, which is robust to different estimation methods and variable settings. Secondly, the high innovation capability increases the positive effect of the carbon market on green innovation, irrespective of whether the capability is brown or green, which means a weak version of the masking effect. Finally, the different propensities towards co-innovation lead to the masking effect.

Suggested Citation

  • He, Xiaoping & Dai, Wenbo, 2025. "The masking effect of green innovation: A study based on carbon market shocks," Energy Economics, Elsevier, vol. 141(C).
  • Handle: RePEc:eee:eneeco:v:141:y:2025:i:c:s0140988324007448
    DOI: 10.1016/j.eneco.2024.108035
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0140988324007448
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.eneco.2024.108035?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Paul Lanoie & Michel Patry & Richard Lajeunesse, 2008. "Environmental regulation and productivity: testing the porter hypothesis," Journal of Productivity Analysis, Springer, vol. 30(2), pages 121-128, October.
    2. Wu, Qingyang & Wang, Yanying, 2022. "How does carbon emission price stimulate enterprises' total factor productivity? Insights from China's emission trading scheme pilots," Energy Economics, Elsevier, vol. 109(C).
    3. Nesta, Lionel & Vona, Francesco & Nicolli, Francesco, 2014. "Environmental policies, competition and innovation in renewable energy," Journal of Environmental Economics and Management, Elsevier, vol. 67(3), pages 396-411.
    4. Stefan Ambec & Mark A. Cohen & Stewart Elgie & Paul Lanoie, 2013. "The Porter Hypothesis at 20: Can Environmental Regulation Enhance Innovation and Competitiveness?," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 7(1), pages 2-22, January.
    5. Jia, Zhijie & Wen, Shiyan, 2024. "Interaction effects of market-based and incentive-driven low-carbon policies on carbon emissions," Energy Economics, Elsevier, vol. 137(C).
    6. Hu, Hui & Qi, Shaozhou & Chen, Yuanzhi, 2023. "Using green technology for a better tomorrow: How enterprises and government utilize the carbon trading system and incentive policies," China Economic Review, Elsevier, vol. 78(C).
    7. Bai, Caiquan & Liu, Hangjuan & Zhang, Rongjie & Feng, Chen, 2023. "Blessing or curse? Market-driven environmental regulation and enterprises' total factor productivity: Evidence from China's carbon market pilots," Energy Economics, Elsevier, vol. 117(C).
    8. Philippe Aghion & Antonin Bergeaud & John Van Reenen, 2023. "The Impact of Regulation on Innovation," American Economic Review, American Economic Association, vol. 113(11), pages 2894-2936, November.
    9. 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.
    10. Nick Johnstone & Ivan Haščič & David Popp, 2010. "Renewable Energy Policies and Technological Innovation: Evidence Based on Patent Counts," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 45(1), pages 133-155, January.
    11. Borghesi, Simone & Cainelli, Giulio & Mazzanti, Massimiliano, 2015. "Linking emission trading to environmental innovation: Evidence from the Italian manufacturing industry," Research Policy, Elsevier, vol. 44(3), pages 669-683.
    12. 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.
    13. Teixidó, Jordi & Verde, Stefano F. & Nicolli, Francesco, 2019. "The impact of the EU Emissions Trading System on low-carbon technological change: The empirical evidence," Ecological Economics, Elsevier, vol. 164(C), pages 1-1.
    14. Yao, Shiyue & Yu, Xueying & Yan, Sen & Wen, Shiyan, 2021. "Heterogeneous emission trading schemes and green innovation," Energy Policy, Elsevier, vol. 155(C).
    15. David Popp, 2019. "Environmental Policy and Innovation: A Decade of Research," NBER Working Papers 25631, National Bureau of Economic Research, Inc.
    16. Yue‐Jun Zhang & Wei Shi & Lin Jiang, 2020. "Does China's carbon emissions trading policy improve the technology innovation of relevant enterprises?," Business Strategy and the Environment, Wiley Blackwell, vol. 29(3), pages 872-885, March.
    17. Frank Venmans & Jane Ellis & Daniel Nachtigall, 2020. "Carbon pricing and competitiveness: are they at odds?," Climate Policy, Taylor & Francis Journals, vol. 20(9), pages 1070-1091, October.
    18. repec:hal:pseptp:halshs-04330712 is not listed on IDEAS
    19. Chen, Ming & Li, Zhongfei & Liu, Zhuang, 2024. "Substantive response or strategic response? The induced green innovation effects of carbon prices," International Review of Financial Analysis, Elsevier, vol. 93(C).
    20. Lechner, Michael, 2011. "The Estimation of Causal Effects by Difference-in-Difference Methods," Foundations and Trends(R) in Econometrics, now publishers, vol. 4(3), pages 165-224, November.
    21. Xu, Jinghang & Guan, Yuru & Oldfield, Jonathan & Guan, Dabo & Shan, Yuli, 2024. "China carbon emission accounts 2020-2021," Applied Energy, Elsevier, vol. 360(C).
    22. 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.
    23. David Popp, 2019. "Environmental policy and innovation: a decade of research," CESifo Working Paper Series 7544, CESifo.
    24. Michael Lechner, 2002. "Program Heterogeneity And Propensity Score Matching: An Application To The Evaluation Of Active Labor Market Policies," The Review of Economics and Statistics, MIT Press, vol. 84(2), pages 205-220, May.
    25. Nesta, Lionel & Vona, Francesco & Nicolli, Francesco, 2014. "Environmental policies, competition and innovation in renewable energy," Journal of Environmental Economics and Management, Elsevier, vol. 67(3), pages 396-411.
    26. 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.
    27. Stucki, Tobias & Woerter, Martin & Arvanitis, Spyros & Peneder, Michael & Rammer, Christian, 2018. "How different policy instruments affect green product innovation: A differentiated perspective," Energy Policy, Elsevier, vol. 114(C), pages 245-261.
    28. Hu, Jiangfeng & Pan, Xinxin & Huang, Qinghua, 2020. "Quantity or quality? The impacts of environmental regulation on firms’ innovation–Quasi-natural experiment based on China's carbon emissions trading pilot," Technological Forecasting and Social Change, Elsevier, vol. 158(C).
    29. Chen, Zhongfei & Zhang, Xiao & Chen, Fanglin, 2021. "Do carbon emission trading schemes stimulate green innovation in enterprises? Evidence from China," Technological Forecasting and Social Change, Elsevier, vol. 168(C).
    30. Noailly, Joëlle & Smeets, Roger, 2015. "Directing technical change from fossil-fuel to renewable energy innovation: An application using firm-level patent data," Journal of Environmental Economics and Management, Elsevier, vol. 72(C), pages 15-37.
    31. Nieves Arranz & Marta Arroyabe & Jun Li & Juan Carlos Fernandez de Arroyabe, 2020. "Innovation as a driver of eco‐innovation in the firm: An approach from the dynamic capabilities theory," Business Strategy and the Environment, Wiley Blackwell, vol. 29(3), pages 1494-1503, March.
    32. Tobias Stucki & Martin Woerter, 2017. "Green Inventions: Is Wait-and-see a Reasonable Option?," The Energy Journal, , vol. 38(4), pages 43-72, July.
    33. Kuen‐Hung Tsai & Yi‐Chuan Liao, 2017. "Innovation Capacity and the Implementation of Eco‐innovation: Toward a Contingency Perspective," Business Strategy and the Environment, Wiley Blackwell, vol. 26(7), pages 1000-1013, November.
    34. Ren, Shenggang & Yang, Xuanyu & Hu, Yucai & Chevallier, Julien, 2022. "Emission trading, induced innovation and firm performance," Energy Economics, Elsevier, vol. 112(C).
    35. Cui, Di & Ding, Mingfa & Han, Yikai & Suardi, Sandy, 2023. "Regulation-induced financial constraints, carbon emission and corporate innovation: Evidence from China," Energy Economics, Elsevier, vol. 127(PB).
    36. Samuel Wicki & Erik G. Hansen, 2019. "Green technology innovation: Anatomy of exploration processes from a learning perspective," Business Strategy and the Environment, Wiley Blackwell, vol. 28(6), pages 970-988, September.
    37. Shuai Shao & Zhigao Hu & Jianhua Cao & Lili Yang & Dabo Guan, 2020. "Environmental Regulation and Enterprise Innovation: A Review," Business Strategy and the Environment, Wiley Blackwell, vol. 29(3), pages 1465-1478, March.
    38. Rosenberg, Nathan, 1974. "Science, Invention and Economic Growth," Economic Journal, Royal Economic Society, vol. 84(333), pages 90-108, March.
    39. Shi, Beibei & Feng, Chen & Qiu, Meng & Ekeland, Anders, 2018. "Innovation suppression and migration effect: The unintentional consequences of environmental regulation," China Economic Review, Elsevier, vol. 49(C), pages 1-23.
    40. Boungou, Whelsy & Dufau, Bastien, 2024. "EU ETS phase IV and Industrial performance," Economics Letters, Elsevier, vol. 236(C).
    41. Sun, Yanming & Shen, Simiao & Zhou, Chuanyu, 2023. "Does the pilot emissions trading system in China promote innovation? Evidence based on green technology innovation in the energy sector," Energy Economics, Elsevier, vol. 126(C).
    42. Michael E. Porter & Claas van der Linde, 1995. "Toward a New Conception of the Environment-Competitiveness Relationship," Journal of Economic Perspectives, American Economic Association, vol. 9(4), pages 97-118, Fall.
    43. Shenggang Ren & Xuanyu Yang & Yucai Hu & Julien Chevallier, 2022. "Emission trading, induced innovation and firm performance," Post-Print halshs-04250301, HAL.
    44. Horbach, Jens, 2008. "Determinants of environmental innovation--New evidence from German panel data sources," Research Policy, Elsevier, vol. 37(1), pages 163-173, February.
    45. Kesidou, Effie & Demirel, Pelin, 2012. "On the drivers of eco-innovations: Empirical evidence from the UK," Research Policy, Elsevier, vol. 41(5), pages 862-870.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Zhao, Tianzhen & Ke, Haiqian & Zhang, Ning, 2025. "Comparing the innovation impacts on firms: Pilot vs. National Carbon Emission Trading Schemes in China," Applied Energy, Elsevier, vol. 377(PB).
    2. Massimiliano Mazzanti & Antonio Musolesi, 2020. "Modeling Green Knowledge Production and Environmental Policies with Semiparametric Panel Data Regression models," SEEDS Working Papers 1420, SEEDS, Sustainability Environmental Economics and Dynamics Studies, revised Sep 2020.
    3. Massimiliano Mazzanti & Antonio Musolesi, 2020. "A Semiparametric Analysis of Green Inventions and Environmental Policies," SEEDS Working Papers 0920, SEEDS, Sustainability Environmental Economics and Dynamics Studies, revised Jun 2020.
    4. Samant, Shantala & Thakur-Wernz, Pooja & Hatfield, Donald E., 2020. "Does the focus of renewable energy policy impact the nature of innovation? Evidence from emerging economies," Energy Policy, Elsevier, vol. 137(C).
    5. David Popp, 2019. "Environmental Policy and Innovation: A Decade of Research," NBER Working Papers 25631, National Bureau of Economic Research, Inc.
    6. Ren, Shenggang & Hu, Yucai & Zheng, Jingjing & Wang, Yangjie, 2020. "Emissions trading and firm innovation: Evidence from a natural experiment in China," Technological Forecasting and Social Change, Elsevier, vol. 155(C).
    7. Zhao, Ziyi & Zhao, Yuhuan & Lv, Xin & Li, Xiaoping & Zheng, Lu & Fan, Shunan & Zuo, Sumin, 2024. "Environmental regulation and green innovation: Does state ownership matter?," Energy Economics, Elsevier, vol. 136(C).
    8. Barbieri, Nicolò & Marzucchi, Alberto & Rizzo, Ugo, 2023. "Green technologies, interdependencies, and policy," Journal of Environmental Economics and Management, Elsevier, vol. 118(C).
    9. Gao, Yanyan & Zheng, Jianghuai, 2024. "The opposite innovation impacts of air and water pollution regulations: Evidence from the total emissions control policy in China," Journal of Asian Economics, Elsevier, vol. 92(C).
    10. Zhuanlan Sun & Demi Zhu, 2023. "Investigating environmental regulation effects on technological innovation: A meta-regression analysis," Energy & Environment, , vol. 34(3), pages 463-492, May.
    11. Zhou, Kuo & Luo, Haotian & Qu, Zhi, 2023. "What can the environmental rule of law do for environmental innovation? Evidence from environmental tribunals in China," Technological Forecasting and Social Change, Elsevier, vol. 189(C).
    12. Lei, Pengfei & Cai, Qihai & Jiang, Fangxin, 2024. "Assessing the impact of environmental regulation on enterprise high-quality development in China: A two-tier stochastic frontier model," Energy Economics, Elsevier, vol. 133(C).
    13. Nicolo Barbieri & Alberto Marzucchi & Ugo Rizzo, 2021. "Green technologies, complementarities, and policy," SPRU Working Paper Series 2021-08, SPRU - Science Policy Research Unit, University of Sussex Business School.
    14. Hille, Erik & Althammer, Wilhelm & Diederich, Henning, 2020. "Environmental regulation and innovation in renewable energy technologies: Does the policy instrument matter?," Technological Forecasting and Social Change, Elsevier, vol. 153(C).
    15. David Popp & Jacquelyn Pless & Ivan Haščič & Nick Johnstone, 2020. "Innovation and Entrepreneurship in the Energy Sector," NBER Chapters, in: The Role of Innovation and Entrepreneurship in Economic Growth, pages 175-248, National Bureau of Economic Research, Inc.
    16. Gugler, Klaus & Szücs, Florian & Wiedenhofer, Thomas, 2024. "Environmental Policies and directed technological change," Journal of Environmental Economics and Management, Elsevier, vol. 124(C).
    17. Galeotti, Marzio & Salini, Silvia & Verdolini, Elena, 2020. "Measuring environmental policy stringency: Approaches, validity, and impact on environmental innovation and energy efficiency," Energy Policy, Elsevier, vol. 136(C).
    18. Mandaroux, Rahel & Schindelhauer, Kai & Basse Mama, Houdou, 2023. "How to reinforce the effectiveness of the EU emissions trading system in stimulating low-carbon technological change? Taking stock and future directions," Energy Policy, Elsevier, vol. 181(C).
    19. Antonio Musolesi & Davide Golinelli & Massimiliano Mazzanti, 2025. "Modelling green knowledge production and environmental policies with semiparametric panel data regression models," Empirical Economics, Springer, vol. 68(1), pages 327-352, January.
    20. Herman, Kyle S. & Xiang, Jun, 2019. "Induced innovation in clean energy technologies from foreign environmental policy stringency?," Technological Forecasting and Social Change, Elsevier, vol. 147(C), pages 198-207.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:eneeco:v:141:y:2025:i:c:s0140988324007448. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/eneco .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.