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Impact of the carbon trading policy on green technological innovation in heavily polluting enterprises: A circular operations perspective

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  • Li, Guo
  • Hu, Jinmou
  • Xue, Jing

Abstract

This research explores how the carbon trading policy (CTP) affects green technological innovation (GTI) in heavily polluting enterprises from the circular operations perspective, contributing to the broader goal of sustainable supply chain development. Using a difference-in-differences model and firm-level panel data from 2004 to 2023, this study provides robust empirical evidence that the CTP significantly stimulates green innovation, underscoring its effectiveness in encouraging heavily polluting enterprises toward sustainable practices. Our findings further indicate that the policy exerts a stronger impact on enterprises located in first-tier cities and those with larger scale, whereas smaller firms and those in less-developed regions tend to respond less actively, primarily due to limitations in their innovation capacity. In addition, this study introduces a novel perspective by examining the moderating roles of contextual and organizational factors, including media supervision, public educational attainment, intellectual property protection, executive compensation, and equity concentration, which significantly influence the effectiveness of the policy. These findings offer new insights for policymakers to develop region- and enterprise-specific policies that effectively promote GTI, thereby supporting the transition to more resilient supply chains.

Suggested Citation

  • Li, Guo & Hu, Jinmou & Xue, Jing, 2025. "Impact of the carbon trading policy on green technological innovation in heavily polluting enterprises: A circular operations perspective," Technovation, Elsevier, vol. 148(C).
    • Handle: RePEc:eee:techno:v:148:y:2025:i:c:s0166497225001580
    DOI: 10.1016/j.technovation.2025.103326
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    1. Luo, Yuanda & Xiong, Guobao & Mardani, Abbas, 2022. "Environmental information disclosure and corporate innovation: The “Inverted U-shaped” regulating effect of media attention," Journal of Business Research, Elsevier, vol. 146(C), pages 453-463.
    2. Qiang Qiu & Jinyue Yu, 2023. "Impact of independent director network on corporate green innovation: Evidence from Chinese listed companies," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 30(6), pages 3271-3293, November.
    3. Hao, Jing & He, Feng, 2022. "Corporate social responsibility (CSR) performance and green innovation: Evidence from China," Finance Research Letters, Elsevier, vol. 48(C).
    4. Mingfeng Tang & Grace Walsh & Daniel Lerner & Markus A. Fitza & Qiaohua Li, 2018. "Green Innovation, Managerial Concern and Firm Performance: An Empirical Study," Business Strategy and the Environment, Wiley Blackwell, vol. 27(1), pages 39-51, January.
    5. Minetti, Raoul & Murro, Pierluigi & Paiella, Monica, 2015. "Ownership structure, governance, and innovation," European Economic Review, Elsevier, vol. 80(C), pages 165-193.
    6. Maskus, Keith E. & Milani, Sahar & Neumann, Rebecca, 2019. "The impact of patent protection and financial development on industrial R&D," Research Policy, Elsevier, vol. 48(1), pages 355-370.
    7. Owen, Anthony D., 2006. "Renewable energy: Externality costs as market barriers," Energy Policy, Elsevier, vol. 34(5), pages 632-642, March.
    8. Juhyun Jung & Kathleen Herbohn & Peter Clarkson, 2018. "Carbon Risk, Carbon Risk Awareness and the Cost of Debt Financing," Journal of Business Ethics, Springer, vol. 150(4), pages 1151-1171, July.
    9. Douglas A. Adu & Antoinette Flynn & Colette Grey, 2022. "Executive compensation and sustainable business practices: The moderating role of sustainability‐based compensation," Business Strategy and the Environment, Wiley Blackwell, vol. 31(3), pages 698-736, March.
    10. 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).
    11. Dong, Zhaoyingzi & Xia, Chuyu & Fang, Kai & Zhang, Weiwen, 2022. "Effect of the carbon emissions trading policy on the co-benefits of carbon emissions reduction and air pollution control," Energy Policy, Elsevier, vol. 165(C).
    12. Meyer, Andrew, 2015. "Does education increase pro-environmental behavior? Evidence from Europe," Ecological Economics, Elsevier, vol. 116(C), pages 108-121.
    13. Lee, Chi-Chuan & Lee, Chien-Chiang, 2022. "How does green finance affect green total factor productivity? Evidence from China," Energy Economics, Elsevier, vol. 107(C).
    14. Liu, Sheng & Wang, Yukai, 2023. "Green innovation effect of pilot zones for green finance reform: Evidence of quasi natural experiment," Technological Forecasting and Social Change, Elsevier, vol. 186(PA).
    15. Nguyen, Thu Lan Thi & Laratte, Bertrand & Guillaume, Bertrand & Hua, Anthony, 2016. "Quantifying environmental externalities with a view to internalizing them in the price of products, using different monetization models," Resources, Conservation & Recycling, Elsevier, vol. 109(C), pages 13-23.
    16. Zhao, Li & Zhang, Ling & Sun, Jianxin & He, Pengfei, 2022. "Can public participation constraints promote green technological innovation of Chinese enterprises? The moderating role of government environmental regulatory enforcement," Technological Forecasting and Social Change, Elsevier, vol. 174(C).
    17. Birger Wernerfelt, 1984. "A resource‐based view of the firm," Strategic Management Journal, Wiley Blackwell, vol. 5(2), pages 171-180, April.
    18. Martínez-Zarzoso, Inmaculada & Bengochea-Morancho, Aurelia & Morales-Lage, Rafael, 2019. "Does environmental policy stringency foster innovation and productivity in OECD countries?," Energy Policy, Elsevier, vol. 134(C).
    19. Telg, Nina & Lokshin, Boris & Letterie, Wilko, 2023. "How formal and informal intellectual property protection matters for firms' decision to engage in coopetition: The role of environmental dynamism and competition intensity," Technovation, Elsevier, vol. 124(C).
    20. Chankrajang, Thanyaporn & Muttarak, Raya, 2017. "Green Returns to Education: Does Schooling Contribute to Pro-Environmental Behaviours? Evidence from Thailand," Ecological Economics, Elsevier, vol. 131(C), pages 434-448.
    21. Liu, Yang & Zhu, Qinghua & Seuring, Stefan, 2017. "Linking capabilities to green operations strategies: The moderating role of corporate environmental proactivity," International Journal of Production Economics, Elsevier, vol. 187(C), pages 182-195.
    22. Chang, Kai & Ding, Jiehuan & Lou, Qichun & Li, Zesheng & Yang, Jiahui, 2021. "The impact of capital leverage on green firms’ investment: New evidence regarding the size and age effects of Chinese green industries," Finance Research Letters, Elsevier, vol. 38(C).
    23. Federica Genovese & Endre Tvinnereim, 2019. "Who opposes climate regulation? Business preferences for the European emission trading scheme," The Review of International Organizations, Springer, vol. 14(3), pages 511-542, September.
    24. Shao, Yanmin & Xu, Kunliang & Shan, Yuan George, 2024. "Leveraging corporate digitalization for green technology innovation: The mediating role of resource endowments," Technovation, Elsevier, vol. 133(C).
    25. Ziliang Deng & Peter Hofman & Alexander Newman, 2013. "Ownership concentration and product innovation in Chinese private SMEs," Asia Pacific Journal of Management, Springer, vol. 30(3), pages 717-734, September.
    26. Yang, Shubo & Jahanger, Atif & Hu, Juan & Awan, Ashar, 2024. "Impact of China's carbon emissions trading scheme on firm-level pollution abatement and employment: Evidence from a national panel dataset," Energy Economics, Elsevier, vol. 136(C).
    27. Kim, Yee Kyoung & Lee, Keun & Park, Walter G. & Choo, Kineung, 2012. "Appropriate intellectual property protection and economic growth in countries at different levels of development," Research Policy, Elsevier, vol. 41(2), pages 358-375.
    28. Du, Kerui & Cheng, Yuanyuan & Yao, Xin, 2021. "Environmental regulation, green technology innovation, and industrial structure upgrading: The road to the green transformation of Chinese cities," Energy Economics, Elsevier, vol. 98(C).
    29. Zeng, Juying & Škare, Marinko & Lafont, Juan, 2021. "The co-integration identification of green innovation efficiency in Yangtze River Delta region," Journal of Business Research, Elsevier, vol. 134(C), pages 252-262.
    30. Zhou, Xiaoxiao & Jia, Mengyu & Li, Wenqing & Zhao, Xin & Gatto, Andrea & Ma, Xiaowei, 2024. "Higher education or scientific research: Which one contributes more to China's green innovation?," Socio-Economic Planning Sciences, Elsevier, vol. 94(C).
    31. H. Leon Chan & Brett Kawada & Taekjin Shin & Jeff Wang, 2020. "CEO-employee pay gap and firm R&D efficiency," Review of Accounting and Finance, Emerald Group Publishing Limited, vol. 19(2), pages 271-287, April.
    32. Yang, Shengyi, 2023. "Carbon emission trading policy and firm's environmental investment," Finance Research Letters, Elsevier, vol. 54(C).
    33. Liu, Baoliu & Cifuentes-Faura, Javier & Ding, Chante Jian & Liu, Xiaoqian, 2023. "Toward carbon neutrality: How will environmental regulatory policies affect corporate green innovation?," Economic Analysis and Policy, Elsevier, vol. 80(C), pages 1006-1020.
    34. Chen, Zan & Jin, Jun & Li, Meng, 2022. "Does media coverage influence firm green innovation? The moderating role of regional environment," Technology in Society, Elsevier, vol. 70(C).
    35. I. El Ouadghiri & K. Guesmi & Jonathan Peillex & A. Ziegler, 2021. "Public Attention to Environmental Issues and Stock Market Returns," Post-Print hal-03678291, HAL.
    36. M. Benlemlih & Yiwei Li & Cynthia Assaf, 2022. "Executive Compensation and Environmental Performance: Evidence from CEO inside Debt," Post-Print hal-04454680, HAL.
    37. Ding, Xin & Ren, Yajing & Tan, Wenhao & Wu, Haomin, 2023. "Does carbon emission of firms matter for Bank loans decision? Evidence from China," International Review of Financial Analysis, Elsevier, vol. 86(C).
    38. Bag, Surajit & Dhamija, Pavitra & Bryde, David J. & Singh, Rajesh Kumar, 2022. "Effect of eco-innovation on green supply chain management, circular economy capability, and performance of small and medium enterprises," Journal of Business Research, Elsevier, vol. 141(C), pages 60-72.
    39. H. Leon Chan & Brett Kawada & Taekjin Shin & Jeff Wang, 2020. "CEO-employee pay gap and firm R&D efficiency," Review of Accounting and Finance, Emerald Group Publishing Limited, vol. 19(2), pages 271-287, April.
    40. Leyva-de la Hiz, Dante I. & Bolívar-Ramos, María Teresa, 2022. "The inverted U relationship between green innovative activities and firms’ market-based performance: The impact of firm age," Technovation, Elsevier, vol. 110(C).
    41. Blesl, Markus & Das, Anjana & Fahl, Ulrich & Remme, Uwe, 2007. "Role of energy efficiency standards in reducing CO2 emissions in Germany: An assessment with TIMES," Energy Policy, Elsevier, vol. 35(2), pages 772-785, February.
    42. Guo, Mengmeng & Kuai, Yicheng & Liu, Xiaoyan, 2020. "Stock market response to environmental policies: Evidence from heavily polluting firms in China," Economic Modelling, Elsevier, vol. 86(C), pages 306-316.
    43. Wurlod, Jules-Daniel & Noailly, Joëlle, 2018. "The impact of green innovation on energy intensity: An empirical analysis for 14 industrial sectors in OECD countries," Energy Economics, Elsevier, vol. 71(C), pages 47-61.
    44. Donald B. Marron & Eric J. Toder, 2014. "Tax Policy Issues in Designing a Carbon Tax," American Economic Review, American Economic Association, vol. 104(5), pages 563-568, May.
    45. Liao, Xianchun & Shi, Xunpeng (Roc), 2018. "Public appeal, environmental regulation and green investment: Evidence from China," Energy Policy, Elsevier, vol. 119(C), pages 554-562.
    46. Veugelers, Reinhilde, 2012. "Which policy instruments to induce clean innovating?," Research Policy, Elsevier, vol. 41(10), pages 1770-1778.
    47. 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).
    48. Benlemlih, Mohammed & Li, Yiwei & Assaf, Cynthia, 2022. "Executive compensation and environmental performance: Evidence from CEO inside debt," Energy Economics, Elsevier, vol. 116(C).
    49. Yuxiao Qu & Adrian (Wai Kong) Cheung, 2023. "Organization capital and green innovation: Evidence from China," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 30(6), pages 3043-3062, November.
    50. Yang, Chih-Hai & Huang, Chia-Hui & Hou, Tony Chieh-Tse, 2012. "Tax incentives and R&D activity: Firm-level evidence from Taiwan," Research Policy, Elsevier, vol. 41(9), pages 1578-1588.
    51. El Ouadghiri, Imane & Guesmi, Khaled & Peillex, Jonathan & Ziegler, Andreas, 2021. "Public Attention to Environmental Issues and Stock Market Returns," Ecological Economics, Elsevier, vol. 180(C).
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