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How does digital finance affect the efficiency of urban green economies? Evidence from China

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  • Li, Hongmei
  • Xu, Ruizhe

Abstract

Based on the panel data of 238 prefecture-level cities from 2012 to 2021, the fixed effect model, mediation effect model and threshold regression model are used to empirically examine how digital finance affects urban green economic efficiency. The results of the study show that in terms of the overall effect, digital financial development is conducive to improving urban green economic efficiency, and this conclusion still holds after the robustness test. Green technological innovation helps to improve urban green economic efficiency, and it is an important conduction mechanism for digital finance to drive the urban green economic efficiency to realize the leap. The results of the threshold regression show that there is a nonlinear effect of digital finance on urban green economic efficiency. Heterogeneity discussion found that digital finance has a more significant effect on the improvement of green economic efficiency in large cities and medium-mini-sized cities than in mega-cities. This study further expands the relevant content of the impact effect of digital finance, and provides theoretical and practical experience for the continuous improvement of urban economic efficiency.

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  • Li, Hongmei & Xu, Ruizhe, 2023. "How does digital finance affect the efficiency of urban green economies? Evidence from China," Finance Research Letters, Elsevier, vol. 58(PD).
    • Handle: RePEc:eee:finlet:v:58:y:2023:i:pd:s1544612323009674
    DOI: 10.1016/j.frl.2023.104595
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    1. Sudeep Jain & Daniela Gabor, 2020. "The Rise of Digital Financialisation: The Case of India," New Political Economy, Taylor & Francis Journals, vol. 25(5), pages 813-828, July.
    2. Lee, Chien-Chiang & Tang, Manting & Lee, Chi-Chuan, 2023. "Reaping digital dividends: Digital inclusive finance and high-quality development of enterprises in China," Telecommunications Policy, Elsevier, vol. 47(2).
    3. Jingyi Zhong & Weide Chun & Wu Deng & Hui Gao, 2023. "Can Mergers and Acquisitions Promote Technological Innovation in the New Energy Industry? An Empirical Analysis Based on China’s Lithium Battery Industry," Sustainability, MDPI, vol. 15(16), pages 1-25, August.
    4. Qian Zhang & Ye Tao & Conghu Liu, 2023. "Synergistic Agglomeration of Manufacturing and Logistics Industries and Urban Green Economy Efficiency: Influence and Upgrading," Mathematical Problems in Engineering, Hindawi, vol. 2023, pages 1-19, February.
    5. Haisheng Chen & Dingqing Ni & Shuiping Zhu & Ying Ying & Manhong Shen, 2022. "Does the National Credit Demonstration Policy Affect Urban Green Economy Efficiency? Evidence from the Yangtze River Delta Region of China," IJERPH, MDPI, vol. 19(16), pages 1-20, August.
    6. Hansen, Bruce E., 1999. "Threshold effects in non-dynamic panels: Estimation, testing, and inference," Journal of Econometrics, Elsevier, vol. 93(2), pages 345-368, December.
    7. Pang, Si Lu & Liu, Hui & Hua, Gui Hong, 2024. "How does digital finance drive the green economic growth? New discoveries of spatial threshold effect and attenuation possibility boundary," International Review of Economics & Finance, Elsevier, vol. 89(PA), pages 561-581.
    8. Wang, Yafei & Bai, Ying & Quan, Tianshu & Ran, Rong & Hua, Lei, 2023. "Influence and effect of industrial agglomeration on urban green total factor productivity—On the regulatory role of innovation agglomeration and institutional distance," Economic Analysis and Policy, Elsevier, vol. 78(C), pages 1158-1173.
    9. Du, Mengfan & Zhang, Yue-Jun, 2023. "The impact of producer services agglomeration on green economic development: Evidence from 278 Chinese cities," Energy Economics, Elsevier, vol. 124(C).
    10. Yang Liu & Yanlin Yang & Huihui Li & Kaiyang Zhong, 2022. "Digital Economy Development, Industrial Structure Upgrading and Green Total Factor Productivity: Empirical Evidence from China’s Cities," IJERPH, MDPI, vol. 19(4), pages 1-23, February.
    11. Tamazian, Artur & Chousa, Juan Piñeiro & Vadlamannati, Krishna Chaitanya, 2009. "Does higher economic and financial development lead to environmental degradation: Evidence from BRIC countries," Energy Policy, Elsevier, vol. 37(1), pages 246-253, January.
    12. Li, Jie & Wu, Yu & Xiao, Jing Jian, 2020. "The impact of digital finance on household consumption: Evidence from China," Economic Modelling, Elsevier, vol. 86(C), pages 317-326.
    13. Xie, Peijun & Jamaani, Fouad, 2022. "Does green innovation, energy productivity and environmental taxes limit carbon emissions in developed economies: Implications for sustainable development," Structural Change and Economic Dynamics, Elsevier, vol. 63(C), pages 66-78.
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