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The impact of digital inclusive finance on green economic efficiency: Pathways to inclusive sustainability

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  • Zhou, Yuanxiang
  • Liu, Huayan
  • Chen, Chan
  • Ma, Yingqi

Abstract

Digital inclusive finance plays a crucial role in China's financial supply-side structural reform, offering new opportunities to foster economic development, achieve inclusive growth, and ensure sustainability. Using panel data from Chinese counties between 2014 and 2022, this paper employs the super-efficiency EBM model with undesirable outputs to measure green economic efficiency and empirically examines the impact of digital inclusive finance on it. The results indicate that the development of digital inclusive finance positively influences the growth of green economic efficiency in China, and the conclusion remains robust after various robustness tests. Heterogeneity analysis reveals significant regional differences in the impact of digital inclusive finance on urban green economic efficiency, depending on factors such as development scale, geographic location, and the implementation of digital rural policies. Notably, the effect is more pronounced in medium-sized regions, and in areas without digital rural pilot policies, the promotion of digital inclusive finance has a more substantial impact on enhancing green economic efficiency. Further mechanism analysis demonstrates that digital inclusive finance and its sub-dimensions enhance green economic efficiency by alleviating enterprise financing constraints, fostering technological innovation, and upgrading industrial structures. This study provides new insights into the relationship between digital finance and green economic efficiency, offering policy recommendations for sustainable development.

Suggested Citation

  • Zhou, Yuanxiang & Liu, Huayan & Chen, Chan & Ma, Yingqi, 2025. "The impact of digital inclusive finance on green economic efficiency: Pathways to inclusive sustainability," Research in International Business and Finance, Elsevier, vol. 76(C).
  • Handle: RePEc:eee:riibaf:v:76:y:2025:i:c:s0275531925001138
    DOI: 10.1016/j.ribaf.2025.102857
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    as
    1. Qiutong Xue & Sixian Feng & Muchen Li, 2024. "The Impact of Digital Finance on Industrial Structure: Evidence From China," SAGE Open, , vol. 14(2), pages 21582440241, May.
    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. Shuhong Wang & Mei Chen & Malin Song, 2018. "Energy constraints, green technological progress and business profit ratios: evidence from big data of Chinese enterprises," International Journal of Production Research, Taylor & Francis Journals, vol. 56(8), pages 2963-2974, April.
    4. Fu, Hengni & Zheng, Chengsi & Yang, PingYu, 2024. "Digital inclusive finance and green transformation of manufacturing enterprises: Empirical analysis based on the dual perspectives of demand and supply," Technological Forecasting and Social Change, Elsevier, vol. 200(C).
    5. Zhu, Keda & Guo, Lihong, 2024. "Financial technology, inclusive finance and bank performance," Finance Research Letters, Elsevier, vol. 60(C).
    6. Jun Zhang, 2008. "Estimation of China's provincial capital stock (1952-2004) with applications," Journal of Chinese Economic and Business Studies, Taylor & Francis Journals, vol. 6(2), pages 177-196.
    7. Wang, Yunsong & Jiang, Aiqing & Zhang, Songlin & Chen, Weihong, 2024. "Traditional finance, digital finance, and financial efficiency: An empirical analysis based on 19 urban agglomerations in China," International Review of Financial Analysis, Elsevier, vol. 96(PA).
    8. Lee, Chien-Chiang & Wang, Fuhao & Lou, Runchi, 2022. "Digital financial inclusion and carbon neutrality: Evidence from non-linear analysis," Resources Policy, Elsevier, vol. 79(C).
    9. Lu, Xiaomeng & Zhang, Xianjun & Guo, Jiaojiao & Yue, Pengpeng, 2024. "Digital finance era: Will individual investors become better players?," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 91(C).
    10. 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).
    11. Bu, Ya & Du, Xin & Wang, Yuting & Liu, Shuyu & Tang, Min & Li, Hui, 2024. "Digital inclusive finance: A lever for SME financing?," International Review of Financial Analysis, Elsevier, vol. 93(C).
    12. Lei, Peng & Li, Xiaoyan & Yuan, Mingkang, 2024. "The consequence of the digital economy on energy efficiency in Chinese provincial and regional contexts: Unleashing the potential," Energy, Elsevier, vol. 311(C).
    13. Li, Chengming & Wang, Yilin & Zhou, Zhihan & Wang, Zeyu & Mardani, Abbas, 2023. "Digital finance and enterprise financing constraints: Structural characteristics and mechanism identification," Journal of Business Research, Elsevier, vol. 165(C).
    14. Yang, Sen & Xu, Jiawei & Lei, Tianyi & Wang, Mengdi, 2024. "How to improve the efficiency of green development? The role of digital finance," Finance Research Letters, Elsevier, vol. 63(C).
    15. Zhang, Cheng & Zhu, Yuyao & Zhang, Limin, 2024. "Effect of digital inclusive finance on common prosperity and the underlying mechanisms," International Review of Financial Analysis, Elsevier, vol. 91(C).
    16. Xie, Chunyu & Ye, Linlin & Zhong, Nan & Wan, Wenjun, 2024. "Impact of digital finance on corporate green innovation: Exploring role of land resource misallocation in China," Resources Policy, Elsevier, vol. 91(C).
    17. Wang, Siquan & Du, Anna Min & Lin, Boqiang, 2025. "Micro-mechanisms of digitalization-driven financing for renewable energy: Growing capital pools and shifting flows," Research in International Business and Finance, Elsevier, vol. 73(PA).
    18. Lu, Ling & Liu, Peng & Yu, Jian & Shi, Xunpeng, 2023. "Digital inclusive finance and energy transition towards carbon neutrality: Evidence from Chinese firms," Energy Economics, Elsevier, vol. 127(PB).
    19. Wang, Shucui & Song, Yutong & Min Du, Anna & Liang, Jia, 2024. "The digital economy and entrepreneurial dynamics: An empirical analysis of urban regions in China," Research in International Business and Finance, Elsevier, vol. 71(C).
    20. Du, Juntao & Shen, Zhiyang & Song, Malin & Vardanyan, Michael, 2023. "The role of green financing in facilitating renewable energy transition in China: Perspectives from energy governance, environmental regulation, and market reforms," Energy Economics, Elsevier, vol. 120(C).
    21. Wang, Shuhong & Wang, Xiaoqing & Lu, Binbin, 2022. "Is resource abundance a curse for green economic growth? Evidence from developing countries," Resources Policy, Elsevier, vol. 75(C).
    22. Chen, Guangren & Yu, Zuwei, 2024. "Digital finance, value cocreation, and supply chain resilience: Evidence from listed manufacturing firms in China," Finance Research Letters, Elsevier, vol. 70(C).
    23. Polzin, Friedemann & Sanders, Mark, 2020. "How to finance the transition to low-carbon energy in Europe?," Energy Policy, Elsevier, vol. 147(C).
    24. Sun, Yang & Tang, Xinwei, 2022. "The impact of digital inclusive finance on sustainable economic growth in China," Finance Research Letters, Elsevier, vol. 50(C).
    25. Lin, Boqiang & Zhou, Yicheng, 2022. "Measuring the green economic growth in China: Influencing factors and policy perspectives," Energy, Elsevier, vol. 241(C).
    26. Rui Li & Jing Rao & Liangyong Wan, 2022. "The digital economy, enterprise digital transformation, and enterprise innovation," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 43(7), pages 2875-2886, October.
    27. Ma, Zhuoya & Xiao, Hui & Li, Jing & Chen, Hanting & Chen, Wenhui, 2025. "Study on how the digital economy affects urban carbon emissions," Renewable and Sustainable Energy Reviews, Elsevier, vol. 207(C).
    28. Hossain, Mohammad Razib & Rao, Amar & Sharma, Gagan Deep & Dev, Dhairya & Kharbanda, Aeshna, 2024. "Empowering energy transition: Green innovation, digital finance, and the path to sustainable prosperity through green finance initiatives," Energy Economics, Elsevier, vol. 136(C).
    29. Gao, Yuxin & Gao, Ming, 2024. "Did China's energy consumption permit trading scheme improve green economic efficiency? Prefecture-level evidence from China," Energy, Elsevier, vol. 308(C).
    30. Wang, Xiong & Wang, Xiao & Ren, Xiaohang & Wen, Fenghua, 2022. "Can digital financial inclusion affect CO2 emissions of China at the prefecture level? Evidence from a spatial econometric approach," Energy Economics, Elsevier, vol. 109(C).
    31. Liang, Guibao & Xia, Qiao & Zhang, Lijie, 2025. "Nonlinear influence of digital finance on green economic efficiency," International Review of Financial Analysis, Elsevier, vol. 101(C).
    32. 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).
    33. Tone, Kaoru, 2001. "A slacks-based measure of efficiency in data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 130(3), pages 498-509, May.
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