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Digital Transformation and Urban Green Development: Evidence from China’s Data Factor Marketization

Author

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  • Honghe Li

    (School of Political Science and Public Administration, Henan Normal University, Xinxiang 453007, China)

  • Xiaotian Du

    (School of Political Science and Public Administration, Henan Normal University, Xinxiang 453007, China)

  • Xiang-Wu Yan

    (School of Economics, Zhejiang University of Finance & Economics, Hangzhou 310018, China)

  • Ning Xu

    (School of Political Science and Public Administration, Henan Normal University, Xinxiang 453007, China)

Abstract

Data are the core element of digital transformation. Data factor marketization (DFM) is critical in the process of digital transformation, which promotes urban green development. This paper analyzes the role of digitization in urban environmental sustainability. We investigate the effects of DFM on environmental pollution (EP) using a difference-in-differences approach and data from 283 cities in China from 2006 to 2019. The findings reveal that cities implementing DFM demonstrate an average reduction in EP of 2.67%. The mechanism behind DFM lowering EP involves fostering green innovation, increasing public awareness of environmental issues, attracting IT professionals, optimizing the industrial structure, and enhancing digital finance capabilities. Large cities, cities in the south, and those not primarily dependent on natural resources exhibit a more pronounced reduction in EP through DFM. Implementing policies related to digital infrastructure and enhancing the protection of urban intellectual property rights further amplifies the effect of DFM in reducing pollution. Additionally, this effect exhibits spatial spillover effects. This study contributes to the existing literature by (1) demonstrating DFM’s role in improving urban environmental quality in China through digital technology and market mechanisms, thereby aligning economic growth with ecological sustainability; (2) emphasizing the importance of public engagement in environmental stewardship through increased awareness and community participation in policymaking, as well as fostering social inclusion and ecological conservation; (3) emphasizing spatial spillover effects, the importance of inter-city collaboration in environmental policies, and advocating for comprehensive strategies to achieve broader environmental improvements across urban areas.

Suggested Citation

  • Honghe Li & Xiaotian Du & Xiang-Wu Yan & Ning Xu, 2024. "Digital Transformation and Urban Green Development: Evidence from China’s Data Factor Marketization," Sustainability, MDPI, vol. 16(11), pages 1-21, May.
    • Handle: RePEc:gam:jsusta:v:16:y:2024:i:11:p:4511-:d:1402282
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    References listed on IDEAS

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    1. Zhang, Yiren & Ran, Congjing, 2023. "Effect of digital economy on air pollution in China? New evidence from the “National Big Data Comprehensive Pilot Area” policy," Economic Analysis and Policy, Elsevier, vol. 79(C), pages 986-1004.
    2. Sa Xu & Cunyi Yang & Zhehao Huang & Pierre Failler, 2022. "Interaction between Digital Economy and Environmental Pollution: New Evidence from a Spatial Perspective," IJERPH, MDPI, vol. 19(9), pages 1-23, April.
    3. Xie, Qichang & Ma, Di & Raza, Muhammad Yousaf & Tang, Songlin & Bai, Dingchuan, 2023. "Toward carbon peaking and neutralization: The heterogeneous stochastic convergence of CO2 emissions and the role of digital inclusive finance," Energy Economics, Elsevier, vol. 125(C).
    4. Song, Yan & Zhu, Jing & Yue, Qian & Zhang, Ming & Wang, Longke, 2023. "Industrial agglomeration, technological innovation and air pollution: Empirical evidence from 277 prefecture-level cities in China," Structural Change and Economic Dynamics, Elsevier, vol. 66(C), pages 240-252.
    5. Wang, Dingqing & Liao, Hongwei & Liu, Aiguo & Li, Dongdong, 2023. "Natural resource saving effects of data factor marketization: Implications for green recovery," Resources Policy, Elsevier, vol. 85(PA).
    6. lv, Kangjuan & Pan, Minjie & Huang, Li & Song, Daqiang & Qian, Xinlei, 2023. "Can intellectual property rights protection reduce air pollution? A quasi-natural experiment from China," Structural Change and Economic Dynamics, Elsevier, vol. 65(C), pages 210-222.
    7. Yu, Yongze & Li, Ke & Duan, Shenglan & Song, Chenchen, 2023. "Economic growth and environmental pollution in China: New evidence from government work reports," Energy Economics, Elsevier, vol. 124(C).
    8. Ning Xu & He Zhang & Tixin Li & Xiao Ling & Qian Shen, 2022. "How Big Data Affect Urban Low-Carbon Transformation—A Quasi-Natural Experiment from China," IJERPH, MDPI, vol. 19(23), pages 1-16, December.
    9. Tao, Chang-Qi & Yi, Meng-Ying & Wang, Chang-Song, 2023. "Coupling coordination analysis and Spatiotemporal heterogeneity between data elements and green development in China," Economic Analysis and Policy, Elsevier, vol. 77(C), pages 1-15.
    10. Gao, Qiang & Cheng, Changming & Sun, Guanglin, 2023. "Big data application, factor allocation, and green innovation in Chinese manufacturing enterprises," Technological Forecasting and Social Change, Elsevier, vol. 192(C).
    11. Baker, Andrew C. & Larcker, David F. & Wang, Charles C.Y., 2022. "How much should we trust staggered difference-in-differences estimates?," Journal of Financial Economics, Elsevier, vol. 144(2), pages 370-395.
    12. Lu, Jing & Xiao, Qinglan & Wang, Taoxuan, 2023. "Does the digital economy generate a gender dividend for female employment? Evidence from China," Telecommunications Policy, Elsevier, vol. 47(6).
    13. Xing Zhang & Jian Zhong & Huanfang Wang, 2023. "Does the Development of Digital Economy Affect Environmental Pollution?," Sustainability, MDPI, vol. 15(12), pages 1-18, June.
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    Cited by:

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    2. Ying Peng & Xinyue Wang & Weilong Gao, 2025. "The Impact of Data Element Marketization on Green Total Factor Energy Efficiency: Empirical Evidence from China," Sustainability, MDPI, vol. 17(9), pages 1-25, May.

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