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Digital Finance and Green Technology Innovation: A Dual-Layer Analysis of Financing and Governance Mechanisms in China

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  • Yongpeng Ma

    (Putra Business School, Universiti Putra Malaysia (UPM), Seri Kembangan 43400, Malaysia)

  • Rosli Mahmood

    (Putra Business School, Universiti Putra Malaysia (UPM), Seri Kembangan 43400, Malaysia)

  • Annuar Md Nassir

    (School of Business & Social Sciences, Al-Bukhary International University, Alor Setar 05200, Malaysia)

  • Leyi Zhang

    (Putra Business School, Universiti Putra Malaysia (UPM), Seri Kembangan 43400, Malaysia)

Abstract

As China advances its green transition, digital finance broadens firms’ access to external financing; however, whether improved access enhances financial allocation efficiency or drives green technology innovation remains unclear. This study addresses this through a dual-layer framework examining financing mechanisms and governance conditions. Using panel data from 2165 Chinese A-share firms (2011–2022) with two-way fixed-effects models, the analysis yields three key findings: First, digital finance significantly enhances green technology innovation. Second, financial mismatch partially mediates this relationship. Third, governance moderates these effects. Equity incentives exhibit threshold effects, where positive impacts emerge only above certain levels. Cash incentives, however, vary by period: they are positive in 2011–2018 and negative in 2019–2022. These results underscore that financial reform must accompany governance improvements, especially equity incentives. The Chinese experience also provides insights for emerging economies navigating digital finance expansion and green transition.

Suggested Citation

  • Yongpeng Ma & Rosli Mahmood & Annuar Md Nassir & Leyi Zhang, 2025. "Digital Finance and Green Technology Innovation: A Dual-Layer Analysis of Financing and Governance Mechanisms in China," Sustainability, MDPI, vol. 17(20), pages 1-25, October.
  • Handle: RePEc:gam:jsusta:v:17:y:2025:i:20:p:8982-:d:1768136
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    References listed on IDEAS

    as
    1. Amore, Mario Daniele & Bennedsen, Morten, 2016. "Corporate governance and green innovation," Journal of Environmental Economics and Management, Elsevier, vol. 75(C), pages 54-72.
    2. Rennings, Klaus, 2000. "Redefining innovation -- eco-innovation research and the contribution from ecological economics," Ecological Economics, Elsevier, vol. 32(2), pages 319-332, February.
    3. Acharya, Viral & Xu, Zhaoxia, 2017. "Financial dependence and innovation: The case of public versus private firms," Journal of Financial Economics, Elsevier, vol. 124(2), pages 223-243.
    4. Jensen, Michael C, 1986. "Agency Costs of Free Cash Flow, Corporate Finance, and Takeovers," American Economic Review, American Economic Association, vol. 76(2), pages 323-329, May.
    5. Che, Shuai & Tao, Miaomiao & Silva, Emilson & Sheng, Mingyue Selena & Zhao, Congyu & Wang, Jun, 2024. "Financial misallocation and green innovation efficiency: China's firm-level evidence," Energy Economics, Elsevier, vol. 136(C).
    6. A. Colin Cameron & Douglas L. Miller, 2015. "A Practitioner’s Guide to Cluster-Robust Inference," Journal of Human Resources, University of Wisconsin Press, vol. 50(2), pages 317-372.
    7. Ye, Ryan & Chen, Yanan & Kelly, Kyle A., 2023. "The effects of firm performance on CEO compensation and CEO pay ratio before and during COVID-19," Research in Economics, Elsevier, vol. 77(4), pages 453-458.
    8. Qiong Zhang & Zhihong Mao, 2025. "Digital Finance, Financing Constraints, and Green Innovation in Chinese Firms: The Roles of Management Power and CSR," Sustainability, MDPI, vol. 17(15), pages 1-39, August.
    9. Popp, David, 2005. "Lessons from patents: Using patents to measure technological change in environmental models," Ecological Economics, Elsevier, vol. 54(2-3), pages 209-226, August.
    10. Jin, Laiqun & Dai, Jiaying & Jiang, Weijie & Cao, Kairui, 2023. "Digital finance and misallocation of resources among firms: Evidence from China," The North American Journal of Economics and Finance, Elsevier, vol. 66(C).
    11. Decai Tang & Wenya Chen & Qian Zhang & Jianqun Zhang, 2023. "Impact of Digital Finance on Green Technology Innovation: The Mediating Effect of Financial Constraints," Sustainability, MDPI, vol. 15(4), pages 1-16, February.
    12. Xue, Qing & Liu, Xiangqin, 2024. "Can digital finance boost corporate green innovation," Finance Research Letters, Elsevier, vol. 62(PB).
    13. Meilin Zhao & XiaoHong Wang & Lei Cheng, 2025. "Business strategy, green innovation, and carbon reduction performance: evidence from China," Journal of Environmental Planning and Management, Taylor & Francis Journals, vol. 68(13), pages 3035-3062, November.
    14. Jun Bai & Xiaoyun Gong & Xiangfang Zhao, 2020. "Credit mismatch and non-financial firms’ shadow banking activities —evidence based on entrusted loan activities," China Journal of Accounting Studies, Taylor & Francis Journals, vol. 8(2), pages 249-271, April.
    15. Wang, Zhongcheng & Li, Xinyue & Xue, Xinhong & Liu, Yahuan, 2022. "More government subsidies, more green innovation? The evidence from Chinese new energy vehicle enterprises," Renewable Energy, Elsevier, vol. 197(C), pages 11-21.
    16. Jinxiang Zang & Neilson Teruki & Sharon Yong Yee Ong & Yan Wang, 2025. "Can Enterprise Digitalization Promote Green Technological Innovation? Evidence from China’s Manufacturing Sector," Sustainability, MDPI, vol. 17(3), pages 1-18, February.
    17. Zeng, Yongliang & Zhao, Xiangfang & Zhu, Yiwen, 2023. "Equity incentives and ESG performance: Evidence from China," Finance Research Letters, Elsevier, vol. 58(PC).
    18. Wang, Wenwen, 2025. "Digital finance and firm green innovation: The role of media and executives," Finance Research Letters, Elsevier, vol. 74(C).
    19. Li, Quan & Chen, Huimin & Chen, Yang & Xiao, Tong & Wang, Li, 2023. "Digital economy, financing constraints, and corporate innovation," Pacific-Basin Finance Journal, Elsevier, vol. 80(C).
    20. 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).
    21. Kui Wang & Yang Hu & Jing Zhou & Feng Hu, 2023. "Fintech, Financial Constraints and OFDI: Evidence from China," Global Economic Review, Taylor & Francis Journals, vol. 52(4), pages 326-345, October.
    22. Bedford, Anna & Bugeja, Martin & Ghannam, Samir & Jeganathan, Davina & Ma, Nelson, 2023. "Were CEO pay cuts during the COVID-19 pandemic merely symbolic? Shareholders' reaction and outrage," Pacific-Basin Finance Journal, Elsevier, vol. 79(C).
    23. Yuchen Zhu & Wenfang Huang, 2025. "The Impact of Fintech Development on Green Transformation of Private Enterprises—Empirical Evidence from China," Sustainability, MDPI, vol. 17(9), pages 1-24, April.
    24. Joseph E. Stiglitz, 2000. "The Contributions of the Economics of Information to Twentieth Century Economics," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 115(4), pages 1441-1478.
    25. Guo, Junyan & Fang, Hanqing & Liu, Xuexin & Wang, Cizhi & Wang, Yuan, 2023. "FinTech and financing constraints of enterprises: Evidence from China," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 82(C).
    26. Yang, Rui & Li, Rongrong & Ge, Xinyu, 2025. "Digital finance development, financial mismatches, and corporate shadow banking activities," China Economic Review, Elsevier, vol. 93(C).
    27. Shao, Yanmin & Chen, Zhongfei, 2022. "Can government subsidies promote the green technology innovation transformation? Evidence from Chinese listed companies," Economic Analysis and Policy, Elsevier, vol. 74(C), pages 716-727.
    28. Lv, Chengchao & Shao, Changhua & Lee, Chien-Chiang, 2021. "Green technology innovation and financial development: Do environmental regulation and innovation output matter?," Energy Economics, Elsevier, vol. 98(C).
    29. Shuying Chen & Da Gao & Linfang Tan, 2025. "Smarter and Greener: How Does Intelligent Manufacturing Empower Enterprises’ Green Innovation?," Sustainability, MDPI, vol. 17(16), pages 1-22, August.
    30. Liu, Meihan & Zhao, Jingjie & Liu, Hongtao, 2025. "Digital transformation, employee and executive compensation, and sustained green innovation," International Review of Financial Analysis, Elsevier, vol. 97(C).
    31. Zhang, Zhongqingyang & Mao, Ruixiang & Zhou, Zhongbao & Zeng, Zhijian, 2023. "How does digital finance affect green innovation? City-level evidence from China," Finance Research Letters, Elsevier, vol. 58(PB).
    32. Wang, Mansi & Yu, Xinxin & Hong, Xinyi & Yang, Xiaotao, 2025. "Can digital finance promote green innovation collaboration in enterprises?," Global Finance Journal, Elsevier, vol. 65(C).
    33. Zhou, Yacheng & Huo, Weidong & Bo, Lan & Chen, Xiaoxian, 2023. "Impact and mechanism analysis of ESG ratings on the efficiency of green technology innovation," Finance Research Letters, Elsevier, vol. 58(PD).
    34. Huisu Lai & Lei Quan & Fei Wu & Song Tang & Chong Guo & Xiaobing Lai, 2025. "Corporate environmental publicity and green innovation: are words consistent with actions?," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 12(1), pages 1-14, December.
    35. Hua Wang & Zenglian Zhang, 2025. "Green Technology Innovation and Corporate Carbon Performance: Evidence from China," Sustainability, MDPI, vol. 17(12), pages 1-37, June.
    36. Hu, Guoqiang & Wang, Xiaoqi & Wang, Yu, 2021. "Can the green credit policy stimulate green innovation in heavily polluting enterprises? Evidence from a quasi-natural experiment in China," Energy Economics, Elsevier, vol. 98(C).
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