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Non-Linear Impacts and Spatial Spillover of Digital Finance on Green Total Factor Productivity: An Empirical Study of Smart Cities in China

Author

Listed:
  • Ying Yu

    (School of Economics & Management, Northwest University, Xi’an 710127, China)

  • Qian Zhang

    (School of Economics & Management, Northwest University, Xi’an 710127, China)

  • Fan Song

    (School of Economics & Management, Northwest University, Xi’an 710127, China)

Abstract

Smart cities are important digital economy vehicles that can fully exploit the green attributes and spatial penetration of digital finance. Using panel data for 100 cities selected as pilot smart cities in China from 2011 to 2019, this paper applies a spatial econometric model to analyze the non-linear impacts of digital finance on GTFP and its spatial spillovers. Furthermore, it utilizes mediation models to study their transmission mechanisms. The results show that digital finance first inhibits and then promotes GTFP, with spatial spillovers in four dimensions: geography, information, technology, and human capital. Its mediating mechanisms are innovation effects, structural effects, and scale effects. The statistical significance of the U-shaped relationship is regionally heterogeneous, according to different levels of human capital, informatization, urbanization, and financial marketization. Based on digital finance’s U-shaped and heterogeneous impacts on GTFP, policy recommendations are to adopt differentiated development strategies according to specific levels of digital finance and underlying conditions in smart cities. Stimulating the innovation and structural effects and suppressing the scale effects will help digital finance breakthrough inflection points, and will positively promote GTFP. It is also necessary to encourage inter-regional cooperation among smart cities to fully release spatial spillover dividends through technology sharing, information transfer, and talent exchange to promote the linked improvement of GTFP.

Suggested Citation

  • Ying Yu & Qian Zhang & Fan Song, 2023. "Non-Linear Impacts and Spatial Spillover of Digital Finance on Green Total Factor Productivity: An Empirical Study of Smart Cities in China," Sustainability, MDPI, vol. 15(12), pages 1-22, June.
    • Handle: RePEc:gam:jsusta:v:15:y:2023:i:12:p:9260-:d:1166450
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    References listed on IDEAS

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    1. Ke-Liang Wang & Rui-Rui Zhu & Yun-He Cheng, 2022. "Does the Development of Digital Finance Contribute to Haze Pollution Control? Evidence from China," Energies, MDPI, vol. 15(7), pages 1-21, April.
    2. Hui, Peng & Zhao, Hui & Liu, Desheng & Li, Ye, 2023. "How does digital finance affect regional innovation capacity? A spatial econometric analysis," Economic Modelling, Elsevier, vol. 122(C).
    3. Paul Almeida & Bruce Kogut, 1999. "Localization of Knowledge and the Mobility of Engineers in Regional Networks," Management Science, INFORMS, vol. 45(7), pages 905-917, July.
    4. Yi, Ming & Liu, Yafen & Sheng, Mingyue Selena & Wen, Le, 2022. "Effects of digital economy on carbon emission reduction: New evidence from China," Energy Policy, Elsevier, vol. 171(C).
    5. Mingyong Hong & Mengjie Tian & Ji Wang, 2022. "Digital Inclusive Finance, Agricultural Industrial Structure Optimization and Agricultural Green Total Factor Productivity," Sustainability, MDPI, vol. 14(18), pages 1-18, September.
    6. Mills, Evan, 2023. "Green Remittances: A novel form of sustainability finance," Energy Policy, Elsevier, vol. 176(C).
    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. Qin, Xiaodi & Wu, Haitao & Li, Rongrong, 2022. "Digital finance and household carbon emissions in China," China Economic Review, Elsevier, vol. 76(C).
    9. Xinshu Zhao & John G. Lynch & Qimei Chen, 2010. "Reconsidering Baron and Kenny: Myths and Truths about Mediation Analysis," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 37(2), pages 197-206, August.
    10. Rijia Ding & Fenfen Shi & Suli Hao, 2022. "Digital Inclusive Finance, Environmental Regulation, and Regional Economic Growth: An Empirical Study Based on Spatial Spillover Effect and Panel Threshold Effect," Sustainability, MDPI, vol. 14(7), pages 1-25, April.
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