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How Policy Mix Choices Affect the COVID-19 Pandemic Response Outcomes in Chinese Cities: An Empirical Analysis

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  • Chunyu Shi

    (Department of Public Administration, School of Public Management, Zhejiang Gongshang University, Hangzhou 310018, China)

  • Tao Xu

    (Department of Land Resources Management, School of Public Management, Zhejiang Gongshang University, Hangzhou 310018, China)

  • Zhihang Ying

    (Department of Land Resources Management, School of Public Management, Zhejiang Gongshang University, Hangzhou 310018, China)

  • Huan Li

    (Department of Land Resources Management, School of Public Management, Zhejiang Gongshang University, Hangzhou 310018, China)

Abstract

Since January 2020, the COVID-19 pandemic has caused millions of deaths and has posed a major public health threat worldwide. Such a massive and complex crisis requires quick and comprehensive policy responses. We developed an empirical dataset of policy mixes that included 4915 policies across 36 Chinese cities and investigated the relationships between the policy design choices and the COVID-19 pandemic response outcomes of a city. Using topic modeling and ordinary least squares regression analysis, we found considerable variation among cities in the compositions and design features of their policy mixes. Our analysis revealed that restriction measures did not significantly influence limiting the spread of the pandemic, but they were negatively correlated with the economic growth rate. By contrast, health protection measures greatly contributed to controlling viral spread. Intensive socioeconomic support reduced the occurrence of secondary disasters. The most effective policy strategy to deal with the COVID-19 pandemic appears to be a comprehensive policy design with a mix of restrictions, health protection measures, and socioeconomic support policies accompanied by a timely lockdown. Our empirical findings can help to improve pandemic policy design and contribute to generating broader lessons for how local governments should deal with similar crises in the future.

Suggested Citation

  • Chunyu Shi & Tao Xu & Zhihang Ying & Huan Li, 2022. "How Policy Mix Choices Affect the COVID-19 Pandemic Response Outcomes in Chinese Cities: An Empirical Analysis," IJERPH, MDPI, vol. 19(13), pages 1-16, July.
    • Handle: RePEc:gam:jijerp:v:19:y:2022:i:13:p:8094-:d:853779
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    References listed on IDEAS

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    1. Thomas Hale & Noam Angrist & Rafael Goldszmidt & Beatriz Kira & Anna Petherick & Toby Phillips & Samuel Webster & Emily Cameron-Blake & Laura Hallas & Saptarshi Majumdar & Helen Tatlow, 2021. "A global panel database of pandemic policies (Oxford COVID-19 Government Response Tracker)," Nature Human Behaviour, Nature, vol. 5(4), pages 529-538, April.
    2. Rogge, Karoline S. & Reichardt, Kristin, 2016. "Policy mixes for sustainability transitions: An extended concept and framework for analysis," Research Policy, Elsevier, vol. 45(8), pages 1620-1635.
    3. Zhihui Zhao & Yi Zhou & Weihong Li & Xiaohong Fan & Qingsong Huang & Zhaohui Tang & Han Li & Jiexin Wang & Jialiang Li & Jing Wu, 2022. "Discussion on China's anti‐epidemic response based on the Protocol on Prevention and Control of Coronavirus Disease 2019 from Chinese Authority," International Journal of Health Planning and Management, Wiley Blackwell, vol. 37(3), pages 1205-1220, May.
    4. Christopher Phillipson & Sophie Yarker & Luciana Lang & Patty Doran & Mhorag Goff & Tine Buffel, 2021. "COVID-19, Inequality and Older People: Developing Community-Centred Interventions," IJERPH, MDPI, vol. 18(15), pages 1-14, July.
    5. Van Dooren, Wouter & Noordegraaf, Mirko, 2020. "Staging Science: Authoritativeness and Fragility of Models and Measurement in the COVID-19 Crisis," SocArXiv nfm5j, Center for Open Science.
    6. Schmidt, Tobias S. & Sewerin, Sebastian, 2019. "Measuring the temporal dynamics of policy mixes – An empirical analysis of renewable energy policy mixes’ balance and design features in nine countries," Research Policy, Elsevier, vol. 48(10).
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    Cited by:

    1. Linyan Fan & Sheng Yao, 2022. "Analyst Site Visits and Corporate Environmental Information Disclosure: Evidence from China," IJERPH, MDPI, vol. 19(23), pages 1-21, December.
    2. Mingniu Dong & Cheng Zhou & Zhenhua Zhang, 2022. "Analyzing the Characteristics of Policies and Political Institutions for the Prevention and Control Governance of the COVID-19 Pandemic: Evidence from China," IJERPH, MDPI, vol. 19(17), pages 1-23, September.

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