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Digital finance, industrial structure upgrading, and energy efficiency in China: a provincial-level empirical analysis

Author

Listed:
  • Haicheng Zhu

    (Center for Economic Behavior & Decision-Making (CEBD), and School of Economics, Zhejiang University of Finance and Economics)

  • Xingyu Qi

    (Center for Economic Behavior & Decision-Making (CEBD), and School of Economics, Zhejiang University of Finance and Economics)

  • Minghao Xu

    (Center for Economic Behavior & Decision-Making (CEBD), and School of Economics, Zhejiang University of Finance and Economics)

  • Jian Su

    (Center for Economic Behavior & Decision-Making (CEBD), and School of Economics, Zhejiang University of Finance and Economics)

  • Zerong Wang

    (Center for Economic Behavior & Decision-Making (CEBD), and School of Economics, Zhejiang University of Finance and Economics)

Abstract

During China’s critical period of industrial structural transformation, the relationship between digital finance, industrial structure upgrading, and energy efficiency has become a crucial issue that urgently requires exploration in the process of economic growth. Based on annual panel data from 30 provinces in China from 2011 to 2022, this study constructs a mediation effect model to empirically examine the relationships among digital finance, industrial structure upgrading, and energy efficiency. The empirical results show that digital finance has altered the channels and operational efficiency of capital and energy utilization, directly enhancing energy efficiency. Meanwhile, it has also indirectly promoted energy efficiency by facilitating industrial structure upgrading. Further analysis reveals that the mediating effect of digital finance on energy efficiency is significant in the eastern region but not in the central and western regions. This study not only enriches the literature on the mechanisms through which digital finance impacts energy efficiency but also provides empirical evidence and policy insights for China to advance the development of digital finance, industrial structure upgrading, and energy transition.

Suggested Citation

  • Haicheng Zhu & Xingyu Qi & Minghao Xu & Jian Su & Zerong Wang, 2025. "Digital finance, industrial structure upgrading, and energy efficiency in China: a provincial-level empirical analysis," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 12(1), pages 1-11, December.
  • Handle: RePEc:pal:palcom:v:12:y:2025:i:1:d:10.1057_s41599-025-05649-3
    DOI: 10.1057/s41599-025-05649-3
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    1. Yingyuan Liu & Dandan Jin & Yuemin Liu & Qian Wan, 2023. "RETRACTED ARTICLE: Digital finance, corporate financialization and enterprise operating performance: an empirical research based on Chinese A-share non-financial enterprises," Electronic Commerce Research, Springer, vol. 23(1), pages 231-256, March.
    2. Du, Yanan & Wang, Qingxi & Zhou, Jianping, 2023. "How does digital inclusive finance affect economic resilience: Evidence from 285 cities in China," International Review of Financial Analysis, Elsevier, vol. 88(C).
    3. Zhiwen He & Wenwu Xing & Yongxiu Chen, 2021. "Marketization, Industrial Structure Upgrading, and Energy Efficiency," Energy RESEARCH LETTERS, Asia-Pacific Applied Economics Association, vol. 2(2), pages 1-5.
    4. Lu, Fengzhi & Li, Zhongwu & Zhang, Shuai, 2023. "Does digital finance development affect carbon emission intensity: Evidence from China," International Review of Economics & Finance, Elsevier, vol. 88(C), pages 1272-1286.
    5. Sheng Xu & Weiyu Gu, 2024. "Dual carbon economy modeling in advanced economies," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 11(1), pages 1-8, December.
    6. Yu, Bolin & Fang, Debin & Pan, Yuling & Jia, Yunxia, 2023. "Countries’ green total-factor productivity towards a low-carbon world: The role of energy trilemma," Energy, Elsevier, vol. 278(PB).
    7. Zhao, Jun & Jiang, Qingzhe & Dong, Xiucheng & Dong, Kangyin & Jiang, Hongdian, 2022. "How does industrial structure adjustment reduce CO2 emissions? Spatial and mediation effects analysis for China," Energy Economics, Elsevier, vol. 105(C).
    8. Deichmann, Uwe & Reuter, Anna & Vollmer, Sebastian & Zhang, Fan, 2019. "The relationship between energy intensity and economic growth: New evidence from a multi-country multi-sectorial dataset," World Development, Elsevier, vol. 124(C), pages 1-1.
    9. Ya Wu & Yin Liu & Minglong Zhang, 2023. "How Does Digital Finance Affect Energy Efficiency?—Characteristics, Mechanisms, and Spatial Effects," Sustainability, MDPI, vol. 15(9), pages 1-24, April.
    10. Peter Gomber & Jascha-Alexander Koch & Michael Siering, 2017. "Digital Finance and FinTech: current research and future research directions," Journal of Business Economics, Springer, vol. 87(5), pages 537-580, July.
    11. Thorsten Beck & Asli Demirgüç‐Kunt & Vojislav Maksimovic, 2005. "Financial and Legal Constraints to Growth: Does Firm Size Matter?," Journal of Finance, American Finance Association, vol. 60(1), pages 137-177, February.
    12. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    13. Wang, Xipan & Song, Junnian & Duan, Haiyan & Wang, Xian'en, 2021. "Coupling between energy efficiency and industrial structure: An urban agglomeration case," Energy, Elsevier, vol. 234(C).
    14. Alessandro Rubino, 2017. "Energy finance: Capital drives transition," Nature Energy, Nature, vol. 2(3), pages 1-1, March.
    15. Shen, Hongshan & Qin, Mengyao & Li, Tianyi & Zhang, Xuan & Zhao, Yang, 2024. "Digital finance and industrial structure upgrading: Evidence from Chinese counties," International Review of Financial Analysis, Elsevier, vol. 95(PB).
    16. Xin Zheng & Zi Ye & Zhong Fang, 2023. "Analysis on the Influence of Industrial Structure on Energy Efficiency in China: Based on the Spatial Econometric Model," IJERPH, MDPI, vol. 20(3), pages 1-15, January.
    17. Guariglia, Alessandra & Poncet, Sandra, 2008. "Could financial distortions be no impediment to economic growth after all? Evidence from China," Journal of Comparative Economics, Elsevier, vol. 36(4), pages 633-657, December.
    18. Cheong, Tsun Se & Wu, Yanrui, 2014. "The impacts of structural transformation and industrial upgrading on regional inequality in China," China Economic Review, Elsevier, vol. 31(C), pages 339-350.
    19. Chen, Shengqi & Zhang, Hong, 2021. "Does digital finance promote manufacturing servitization: Micro evidence from China," International Review of Economics & Finance, Elsevier, vol. 76(C), pages 856-869.
    20. Shinwari, Riazullah & Wang, Yangjie & Gozgor, Giray & Mousavi, Mahdi, 2024. "Does FDI affect energy consumption in the belt and road initiative economies? The role of green technologies," Energy Economics, Elsevier, vol. 132(C).
    21. Grossman, Gene M. & Helpman, Elhanan, 1991. "Trade, knowledge spillovers, and growth," European Economic Review, Elsevier, vol. 35(2-3), pages 517-526, April.
    22. Shen, Yuchen & Ren, Xiaoping, 2023. "Digital finance and upgrading of industrial structure: Prefecture-level evidence from China," Finance Research Letters, Elsevier, vol. 55(PB).
    23. Jiao, Yong & Wang, Gaofei & Li, Chengyou & Pan, Jia, 2024. "Digital inclusive finance, factor flow and industrial structure upgrading: Evidence from the yellow river basin," Finance Research Letters, Elsevier, vol. 62(PA).
    24. Sherry Tao Kong & Nicholas Loubere, 2021. "Digitally Down to the Countryside: Fintech and Rural Development in China," Journal of Development Studies, Taylor & Francis Journals, vol. 57(10), pages 1739-1754, October.
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