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Smart city construction and urban livability: evidence from a quasi-natural experiment in China

Author

Listed:
  • Ke-Liang Wang

    (Ocean University of China)

  • Yuan-Jie Qiao

    (Ocean University of China)

  • Ru-Yu Xu

    (Ocean University of China)

  • Yun-He Cheng

    (Anhui University of Science and Technology)

  • Zhuang Miao

    (Southwestern University of Finance and Economics)

Abstract

As global urbanization speeds up, smart city construction has become crucial for improving urban management and elevating residents’ life quality. Its impact on urban livability is now a key issue in urban planning and public policy. This study treats smart city policy (SCP) implementation as a quasi-natural experiment, using panel data from 284 Chinese cities from 2003 to 2019. A time-varying DID model is used to quantify SCP’s effect on urban livability and to examine their transmission mechanisms. The findings show that: (1) SCP significantly improves urban livability, as verified by a series of robustness tests; (2) SCP has a stronger positive impact in larger cities, non-resource-based cities, and cities with higher human capital; (3) Technological innovation and government social governance are key pathways through which SCP enhances urban livability; (4) SCP has positive spillover effects that improve livability in surrounding non-pilot cities. These findings offer valuable insights for policymakers on optimizing resource allocation and increasing the effectiveness of smart city initiatives and provide a sound empirical basis for future urban transformation strategies in China.

Suggested Citation

  • Ke-Liang Wang & Yuan-Jie Qiao & Ru-Yu Xu & Yun-He Cheng & Zhuang Miao, 2025. "Smart city construction and urban livability: evidence from a quasi-natural experiment in China," Palgrave Communications, Palgrave Macmillan, vol. 12(1), pages 1-16, December.
    • Handle: RePEc:pal:palcom:v:12:y:2025:i:1:d:10.1057_s41599-025-05096-0
    DOI: 10.1057/s41599-025-05096-0
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    1. Yang, Shubo & Jahanger, Atif & Usman, Muhammad, 2024. "Examining the influence of green innovations in industrial enterprises on China's smart city development," Technological Forecasting and Social Change, Elsevier, vol. 199(C).
    2. Ma, Dan & Zhu, Qing, 2022. "Innovation in emerging economies: Research on the digital economy driving high-quality green development," Journal of Business Research, Elsevier, vol. 145(C), pages 801-813.
    3. Miller, Harvey J. & Witlox, Frank & Tribby, Calvin P., 2013. "Developing context-sensitive livability indicators for transportation planning: a measurement framework," Journal of Transport Geography, Elsevier, vol. 26(C), pages 51-64.
    4. Krammer, Sorin M.S., 2009. "Drivers of national innovation in transition: Evidence from a panel of Eastern European countries," Research Policy, Elsevier, vol. 38(5), pages 845-860, June.
    5. Clément de Chaisemartin & Xavier D'Haultfœuille, 2020. "Two-Way Fixed Effects Estimators with Heterogeneous Treatment Effects," American Economic Review, American Economic Association, vol. 110(9), pages 2964-2996, September.
    6. Rongjie Lv & Hao Gao, 2023. "Effects of smart city construction on employment: mechanism and evidence from China," Empirical Economics, Springer, vol. 65(5), pages 2393-2425, November.
    7. Kyunam Kim & Jung-Kyu Jung & Jae Young Choi, 2016. "Impact of the Smart City Industry on the Korean National Economy: Input-Output Analysis," Sustainability, MDPI, vol. 8(7), pages 1-19, July.
    8. Dong, Feng & Li, Yangfan & Li, Kun & Zhu, Jiao & Zheng, Lu, 2022. "Can smart city construction improve urban ecological total factor energy efficiency in China? Fresh evidence from generalized synthetic control method," Energy, Elsevier, vol. 241(C).
    9. Wang, Jinxiu & Deng, Kun, 2022. "Impact and mechanism analysis of smart city policy on urban innovation: Evidence from China," Economic Analysis and Policy, Elsevier, vol. 73(C), pages 574-587.
    10. Wang, Mengmeng & Zhou, Tao & Wang, Di, 2020. "Tracking the evolution processes of smart cities in China by assessing performance and efficiency," Technology in Society, Elsevier, vol. 63(C).
    11. Zeng, Dao-Zhi & Zhao, Laixun, 2009. "Pollution havens and industrial agglomeration," Journal of Environmental Economics and Management, Elsevier, vol. 58(2), pages 141-153, September.
    12. Goodman-Bacon, Andrew, 2021. "Difference-in-differences with variation in treatment timing," Journal of Econometrics, Elsevier, vol. 225(2), pages 254-277.
    13. Zhao, Junfeng & Yan, Jinling & Ran, Qiying & Yang, Xiaodong & Su, Xufeng & Shen, Jianliang, 2022. "Does the opening of high-speed railways improve urban livability? Evidence from a quasi-natural experiment in China," Socio-Economic Planning Sciences, Elsevier, vol. 82(PB).
    14. Doruk Cengiz & Arindrajit Dube & Attila Lindner & Ben Zipperer, 2019. "The Effect of Minimum Wages on Low-Wage Jobs," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 134(3), pages 1405-1454.
    15. Xiao Ling & Zhangwei Luo & Yanchao Feng & Xun Liu & Yue Gao, 2023. "How does digital transformation relieve the employment pressure in China? Empirical evidence from the national smart city pilot policy," Palgrave Communications, Palgrave Macmillan, vol. 10(1), pages 1-17, December.
    16. Wang, Mengmeng & Zhou, Tao, 2022. "Understanding the dynamic relationship between smart city implementation and urban sustainability," Technology in Society, Elsevier, vol. 70(C).
    17. Guo, Qingbin & Wang, Yong & Dong, Xiaobin, 2022. "Effects of smart city construction on energy saving and CO2 emission reduction: Evidence from China," Applied Energy, Elsevier, vol. 313(C).
    18. Sun, Liyang & Abraham, Sarah, 2021. "Estimating dynamic treatment effects in event studies with heterogeneous treatment effects," Journal of Econometrics, Elsevier, vol. 225(2), pages 175-199.
    19. Yang Wang & Xiaoli Yue & Hong’ou Zhang & Yongxian Su & Jing Qin, 2021. "Relationship between Urban Floating Population Distribution and Livability Environment: Evidence from Guangzhou’s Urban District, China," Sustainability, MDPI, vol. 13(23), pages 1-15, December.
    20. Li, Pei & Lu, Yi & Wang, Jin, 2016. "Does flattening government improve economic performance? Evidence from China," Journal of Development Economics, Elsevier, vol. 123(C), pages 18-37.
    21. Wang, Yafei & Zhao, Zihan & Liu, Jing & Bai, Ying & Tan, Zhixiong, 2024. "Mechanisms and effect assessment of smart city policy pilots on employment resilience: Empirical evidence based on 275 sample cities in China," Economic Analysis and Policy, Elsevier, vol. 83(C), pages 631-651.
    22. Sunmin Jun & Mengying Li & Juchul Jung, 2022. "Air Pollution (PM 2.5 ) Negatively Affects Urban Livability in South Korea and China," IJERPH, MDPI, vol. 19(20), pages 1-20, October.
    23. Liu, Xiaochen & Sweeney, John, 2012. "Modelling the impact of urban form on household energy demand and related CO2 emissions in the Greater Dublin Region," Energy Policy, Elsevier, vol. 46(C), pages 359-369.
    24. Sotiris Zygiaris, 2013. "Smart City Reference Model: Assisting Planners to Conceptualize the Building of Smart City Innovation Ecosystems," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 4(2), pages 217-231, June.
    25. Wang, Mengmeng & Zhou, Tao, 2023. "Does smart city implementation improve the subjective quality of life? Evidence from China," Technology in Society, Elsevier, vol. 72(C).
    26. Lei Kang & Zhaoping Yang & Yunxiao Dang & Wenzhong Zhang & Caicai Liu, 2022. "Can Tourism Development Make Cities More Livable? Investigating 40 Cities in China," IJERPH, MDPI, vol. 19(1), pages 1-17, January.
    27. Jingrong Tan & Lin Chen, 2022. "Spatial Effect of Digital Economy on Particulate Matter 2.5 in the Process of Smart Cities: Evidence from Prefecture-Level Cities in China," IJERPH, MDPI, vol. 19(21), pages 1-20, November.
    28. Yichen Yang & Shifeng Fang & Hua Wu & Jiaqiang Du & Haomiao Tu & Wei He, 2021. "Spatiotemporal Trends and Driving Factors of Urban Livability in the Yangtze River Delta Agglomeration," Sustainability, MDPI, vol. 13(23), pages 1-19, November.
    29. Yinxin Su & Mingzhi Hu & Xiaofen Yu, 2023. "Does the development of smart cities help protect the environment?," Journal of Environmental Planning and Management, Taylor & Francis Journals, vol. 66(3), pages 572-589, February.
    30. Ismagilova, Elvira & Hughes, Laurie & Dwivedi, Yogesh K. & Raman, K. Ravi, 2019. "Smart cities: Advances in research—An information systems perspective," International Journal of Information Management, Elsevier, vol. 47(C), pages 88-100.
    31. Haarstad, Håvard & Wathne, Marikken W., 2019. "Are smart city projects catalyzing urban energy sustainability?," Energy Policy, Elsevier, vol. 129(C), pages 918-925.
    32. Xu, Xinyu & Yang, Xiubo & Lian, Hongping, 2024. "How does tax revenue sharing affect local government governance? Empirical evidence from Chinese cities," Finance Research Letters, Elsevier, vol. 64(C).
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