IDEAS home Printed from https://ideas.repec.org/a/gam/jijerp/v19y2022i24p16471-d997485.html
   My bibliography  Save this article

The Impact of SO 2 Emissions Trading Scheme on Firm’s Environmental Performance: A Channel from Robot Application

Author

Listed:
  • Jian Song

    (School of Economics, Nanjing Audit University, Nanjing 211815, China)

  • Yijing Wang

    (School of Economics, Nanjing Audit University, Nanjing 211815, China)

  • Jing Wang

    (School of Economics, Nanjing Audit University, Nanjing 211815, China)

Abstract

Improving the environmental performance of enterprises is the key to achieving the goal of energy conservation, emission reduction and green development. This paper investigates the causal impact on the firm’s environmental performance of China’s SO 2 emissions trading scheme (SO 2 ETS), a market-based environmental regulation. Different from the verification mechanism of the Porter hypothesis in the existing literature, we examine the micro mechanism of both emission reduction and efficiency gains of enterprises from the perspective of robot application based on Chinese firm-level data from 2000 to 2013. The paper found that SO 2 ETS significantly reduces the emission intensity of Chinese enterprises, and the results are still significant after a series of robustness tests and using instrumental variables to overcome the endogeneity problem. Mechanism analysis shows that the reduction of pollutant emissions and the productivity effect of robot application are two significant channels for SO 2 ETS to improve the firm’s environmental performance. In addition, in resource-based and recession-oriented cities, the SO 2 ETS has a more significant effect on enterprise emission reduction. These findings provide empirical evidence and policy enlightenment for enterprises to promote market-oriented environmental regulation and release institutional dividends in the process of industrial automation transformation, green and sustainable development.

Suggested Citation

  • Jian Song & Yijing Wang & Jing Wang, 2022. "The Impact of SO 2 Emissions Trading Scheme on Firm’s Environmental Performance: A Channel from Robot Application," IJERPH, MDPI, vol. 19(24), pages 1, December.
    • Handle: RePEc:gam:jijerp:v:19:y:2022:i:24:p:16471-:d:997485
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/1660-4601/19/24/16471/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/1660-4601/19/24/16471/
    Download Restriction: no
    ---><---

    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. Natalia Fabra & Mar Reguant, 2014. "Pass-Through of Emissions Costs in Electricity Markets," American Economic Review, American Economic Association, vol. 104(9), pages 2872-2899, September.
    3. Cai, Xiqian & Lu, Yi & Wu, Mingqin & Yu, Linhui, 2016. "Does environmental regulation drive away inbound foreign direct investment? Evidence from a quasi-natural experiment in China," Journal of Development Economics, Elsevier, vol. 123(C), pages 73-85.
    4. Rubashkina, Yana & Galeotti, Marzio & Verdolini, Elena, 2015. "Environmental regulation and competitiveness: Empirical evidence on the Porter Hypothesis from European manufacturing sectors," Energy Policy, Elsevier, vol. 83(C), pages 288-300.
    5. Georg Graetz & Guy Michaels, 2018. "Robots at Work," The Review of Economics and Statistics, MIT Press, vol. 100(5), pages 753-768, December.
    6. Daron Acemoglu & Pascual Restrepo, 2019. "Automation and New Tasks: How Technology Displaces and Reinstates Labor," Journal of Economic Perspectives, American Economic Association, vol. 33(2), pages 3-30, Spring.
    7. Chan, Hei Sing (Ron) & Li, Shanjun & Zhang, Fan, 2013. "Firm competitiveness and the European Union emissions trading scheme," Energy Policy, Elsevier, vol. 63(C), pages 1056-1064.
    8. Cason, Timothy N. & Plott, Charles R., 1996. "EPA's New Emissions Trading Mechanism: A Laboratory Evaluation," Journal of Environmental Economics and Management, Elsevier, vol. 30(2), pages 133-160, March.
    9. 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.
    10. Eric V. Edmonds & Nina Pavcnik & Petia Topalova, 2010. "Trade Adjustment and Human Capital Investments: Evidence from Indian Tariff Reform," American Economic Journal: Applied Economics, American Economic Association, vol. 2(4), pages 42-75, October.
    11. Gene M. Grossman & Alan B. Krueger, 1995. "Economic Growth and the Environment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(2), pages 353-377.
    12. 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.
    13. Joseph S. Shapiro & Reed Walker, 2018. "Why Is Pollution from US Manufacturing Declining? The Roles of Environmental Regulation, Productivity, and Trade," American Economic Review, American Economic Association, vol. 108(12), pages 3814-3854, December.
    14. Olley, G Steven & Pakes, Ariel, 1996. "The Dynamics of Productivity in the Telecommunications Equipment Industry," Econometrica, Econometric Society, vol. 64(6), pages 1263-1297, November.
    15. E. Mark Curtis, 2018. "Who Loses under Cap-and-Trade Programs? The Labor Market Effects of the NOx Budget Trading Program," The Review of Economics and Statistics, MIT Press, vol. 100(1), pages 151-166, March.
    16. Lu, Yi & Tao, Zhigang & Zhu, Lianming, 2017. "Identifying FDI spillovers," Journal of International Economics, Elsevier, vol. 107(C), pages 75-90.
    17. Curtis Carlson & Dallas Burtraw & Maureen Cropper & Karen L. Palmer, 2000. "Sulfur Dioxide Control by Electric Utilities: What Are the Gains from Trade?," Journal of Political Economy, University of Chicago Press, vol. 108(6), pages 1292-1326, December.
    18. Hoffmann, Volker H., 2007. "EU ETS and Investment Decisions:: The Case of the German Electricity Industry," European Management Journal, Elsevier, vol. 25(6), pages 464-474, December.
    19. Chiara Franco & Giovanni Marin, 2017. "The Effect of Within-Sector, Upstream and Downstream Environmental Taxes on Innovation and Productivity," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 66(2), pages 261-291, February.
    20. Barry Anderson & Frank Convery & Corrado Di Maria, 2010. "Technological Change And The EU ETS: The Case Of Ireland," Economics Working Papers 10-06, Queen's Management School, Queen's University Belfast.
    21. Dechezleprêtre, Antoine & Kozluk, Tomasz & Kruse, Tobias & Nachtigall, Daniel & de Serres, Alain, 2019. "Do Environmental and Economic Performance Go Together? A Review of Micro-level Empirical Evidence from the Past Decade or So," International Review of Environmental and Resource Economics, now publishers, vol. 13(1-2), pages 1-118, April.
    22. Stephen P. Ryan, 2012. "The Costs of Environmental Regulation in a Concentrated Industry," Econometrica, Econometric Society, vol. 80(3), pages 1019-1061, May.
    23. 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.
    24. James Levinsohn & Amil Petrin, 2003. "Estimating Production Functions Using Inputs to Control for Unobservables," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(2), pages 317-341.
    25. Susheng Wang & Gang Chen & Xue Han, 2021. "An Analysis of the Impact of the Emissions Trading System on the Green Total Factor Productivity Based on the Spatial Difference-in-Differences Approach: The Case of China," IJERPH, MDPI, vol. 18(17), pages 1-18, August.
    26. Daron Acemoglu & Pascual Restrepo, 2022. "Demographics and Automation [Automation and Demographic Change]," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 89(1), pages 1-44.
    27. Zhang, Wei & Li, Jing & Li, Guoxiang & Guo, Shucen, 2020. "Emission reduction effect and carbon market efficiency of carbon emissions trading policy in China," Energy, Elsevier, vol. 196(C).
    28. 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).
    29. Daron Acemoglu & Pascual Restrepo, 2018. "Demographics and Automation," Boston University - Department of Economics - Working Papers Series dp-299, Boston University - Department of Economics.
    30. Barrows, Geoffrey & Ollivier, Hélène, 2018. "Cleaner firms or cleaner products? How product mix shapes emission intensity from manufacturing," Journal of Environmental Economics and Management, Elsevier, vol. 88(C), pages 134-158.
    31. He, Jie, 2010. "What is the role of openness for China's aggregate industrial SO2 emission?: A structural analysis based on the Divisia decomposition method," Ecological Economics, Elsevier, vol. 69(4), pages 868-886, February.
    32. 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.
    33. Marc J. Melitz, 2003. "The Impact of Trade on Intra-Industry Reallocations and Aggregate Industry Productivity," Econometrica, Econometric Society, vol. 71(6), pages 1695-1725, November.
    34. Albrizio, Silvia & Kozluk, Tomasz & Zipperer, Vera, 2017. "Environmental policies and productivity growth: Evidence across industries and firms," Journal of Environmental Economics and Management, Elsevier, vol. 81(C), pages 209-226.
    35. Bel, Germà & Joseph, Stephan, 2015. "Emission abatement: Untangling the impacts of the EU ETS and the economic crisis," Energy Economics, Elsevier, vol. 49(C), pages 531-539.
    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. Yanhong Feng & Shuanglian Chen & Pierre Failler, 2020. "Productivity Effect Evaluation on Market-Type Environmental Regulation: A Case Study of SO 2 Emission Trading Pilot in China," IJERPH, MDPI, vol. 17(21), pages 1-27, October.
    2. Xie, Yu & Wu, Desheng & Li, Xiaoyan & Tian, Suhua, 2023. "How does environmental regulation affect productivity? The role of corporate compliance strategies," Economic Modelling, Elsevier, vol. 126(C).
    3. Ren, Shenggang & Yang, Xuanyu & Hu, Yucai & Chevallier, Julien, 2022. "Emission trading, induced innovation and firm performance," Energy Economics, Elsevier, vol. 112(C).
    4. Huang, Youxing & Xu, Qi & Zhao, Yanping, 2021. "Short-run pain, long-run gain: Desulfurization investment and productivity," Energy Economics, Elsevier, vol. 102(C).
    5. Guo, Shu & Zhang, ZhongXiang, 2023. "Green credit policy and total factor productivity: Evidence from Chinese listed companies," Energy Economics, Elsevier, vol. 128(C).
    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. Jian Song & Jing Wang & Zhe Chen, 2022. "How Low-Carbon Pilots Affect Chinese Urban Energy Efficiency: An Explanation from Technological Progress," IJERPH, MDPI, vol. 19(23), pages 1, November.
    8. Mian Yang & Yining Yuan & Fuxia Yang & Dalia Patino-Echeverri, 2021. "Effects of environmental regulation on firm entry and exit and China’s industrial productivity: a new perspective on the Porter Hypothesis," Environmental Economics and Policy Studies, Springer;Society for Environmental Economics and Policy Studies - SEEPS, vol. 23(4), pages 915-944, October.
    9. Lu, Yunguo & Zhang, Lin, 2022. "National mitigation policy and the competitiveness of Chinese firms," Energy Economics, Elsevier, vol. 109(C).
    10. Lena, Daniela & Pasurka, Carl A. & Cucculelli, Marco, 2022. "Environmental regulation and green productivity growth: Evidence from Italian manufacturing industries," Technological Forecasting and Social Change, Elsevier, vol. 184(C).
    11. Liu, Ming & Shan, Yanfei & Li, Yemei, 2022. "Study on the effect of carbon trading regulation on green innovation and heterogeneity analysis from China," Energy Policy, Elsevier, vol. 171(C).
    12. Hu, Yucai & Ren, Shenggang & Wang, Yangjie & Chen, Xiaohong, 2020. "Can carbon emission trading scheme achieve energy conservation and emission reduction? Evidence from the industrial sector in China," Energy Economics, Elsevier, vol. 85(C).
    13. Peng, Jiaying & Xie, Rui & Ma, Chunbo & Fu, Yang, 2021. "Market-based environmental regulation and total factor productivity: Evidence from Chinese enterprises," Economic Modelling, Elsevier, vol. 95(C), pages 394-407.
    14. Erik Hille & Patrick Möbius, 2019. "Environmental Policy, Innovation, and Productivity Growth: Controlling the Effects of Regulation and Endogeneity," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 73(4), pages 1315-1355, August.
    15. Themann, Michael & Koch, Nicolas, 2021. "Catching up and falling behind: Cross-country evidence on the impact of the EU ETS on firm productivity," Ruhr Economic Papers 904, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen.
    16. Zhang, Yijun & Li, Xiaoping & Song, Yi & Jiang, Feitao, 2021. "Can green industrial policy improve total factor productivity? Firm-level evidence from China," Structural Change and Economic Dynamics, Elsevier, vol. 59(C), pages 51-62.
    17. Joseph S. Shapiro & Reed Walker, 2018. "Why Is Pollution from US Manufacturing Declining? The Roles of Environmental Regulation, Productivity, and Trade," American Economic Review, American Economic Association, vol. 108(12), pages 3814-3854, December.
    18. Yuping Deng & Yanrui Wu & Helian Xu, 2019. "Environmental Regulation and Export Product Quality: Evidence from Chinese Firms," Economics Discussion / Working Papers 19-14, The University of Western Australia, Department of Economics.
    19. Maogang Tang & Silu Cheng & Wenqing Guo & Weibiao Ma & Fengxia Hu, 2023. "Relationship between carbon emission trading schemes and companies’ total factor productivity: evidence from listed companies in China," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 25(10), pages 11735-11767, October.
    20. Sharat Ganapati & Joseph S. Shapiro & Reed Walker, 2016. "The Incidence of Carbon Taxes in U.S. Manufacturing: Lessons from Energy Cost Pass-through," Cowles Foundation Discussion Papers 2038R3, Cowles Foundation for Research in Economics, Yale University, revised Mar 2018.

    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:gam:jijerp:v:19:y:2022:i:24:p:16471-:d:997485. 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: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    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.