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Leaving messages as coproduction: impact of government COVID-19 non-pharmaceutical interventions on citizens’ online participation in China

Author

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  • Pan Zhang

    (China Institute for Urban Governance, Shanghai Jiao Tong University)

  • Zhouling Bai

    (Shanghai Jiao Tong University)

Abstract

Because non-pharmaceutical interventions are an essential part of pandemic influenza control planning, the complex impacts of such measures must be clearly and comprehensively understood. Research has examined the health and environmental effects of non-pharmaceutical interventions, but has not yet examined their socio-political effects. Using data from the COVID-19 pandemic period, this article examined the impact of non-pharmaceutical interventions on people’s online participation in China in 2020. Using the difference-in-differences method, it showed that counter-COVID-19 non-pharmaceutical interventions in Chinese cities led to a 0.217 increase in daily messages to City Party Secretaries, which were consistent with findings of an alternative counterfactual estimator and other additional robustness tests. The effects of non-pharmaceutical interventions were larger in cities with better economic conditions, better telecommunication foundations, and better-educated residents. Mechanism analyses implied that the increase in online participation resulted from not only citizens’ increased actual demand for seeking help and expressing thanks but also their active coproduction activities to address the crisis. Overall, this study identified the socio-political effects of counter-pandemic non-pharmaceutical interventions and discussed how these interventions could be optimized.

Suggested Citation

  • Pan Zhang & Zhouling Bai, 2024. "Leaving messages as coproduction: impact of government COVID-19 non-pharmaceutical interventions on citizens’ online participation in China," Palgrave Communications, Palgrave Macmillan, vol. 11(1), pages 1-12, December.
    • Handle: RePEc:pal:palcom:v:11:y:2024:i:1:d:10.1057_s41599-024-03376-9
    DOI: 10.1057/s41599-024-03376-9
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    as
    1. Jacobson, Louis S & LaLonde, Robert J & Sullivan, Daniel G, 1993. "Earnings Losses of Displaced Workers," American Economic Review, American Economic Association, vol. 83(4), pages 685-709, September.
    2. Mattia Manica & Giorgio Guzzetta & Flavia Riccardo & Antonio Valenti & Piero Poletti & Valentina Marziano & Filippo Trentini & Xanthi Andrianou & Alberto Mateo-Urdiales & Martina del Manso & Massimo F, 2021. "Impact of tiered restrictions on human activities and the epidemiology of the second wave of COVID-19 in Italy," Nature Communications, Nature, vol. 12(1), pages 1-9, December.
    3. Sofie Marien & Marc Hooghe & Ellen Quintelier, 2010. "Inequalities in Non-institutionalised Forms of Political Participation: A Multi-level Analysis of 25 countries," Political Studies, Political Studies Association, vol. 58, pages 187-213, February.
    4. Kristina Gligorić & Arnaud Chiolero & Emre Kıcıman & Ryen W. White & Robert West, 2022. "Population-scale dietary interests during the COVID-19 pandemic," Nature Communications, Nature, vol. 13(1), pages 1-14, December.
    5. Blackwell, Matthew & Glynn, Adam N., 2018. "How to Make Causal Inferences with Time-Series Cross-Sectional Data under Selection on Observables," American Political Science Review, Cambridge University Press, vol. 112(4), pages 1067-1082, November.
    6. Hong Ru & Kunru Zou, 2022. "How Do Individual Politicians Affect Privatization? Evidence from China [Formal and real authority in organizations]," Review of Finance, European Finance Association, vol. 26(3), pages 637-672.
    7. David March & Kristian Metcalfe & Joaquin Tintoré & Brendan J. Godley, 2021. "Tracking the global reduction of marine traffic during the COVID-19 pandemic," Nature Communications, Nature, vol. 12(1), pages 1-12, December.
    8. Nicolò Gozzi & Michele Tizzoni & Matteo Chinazzi & Leo Ferres & Alessandro Vespignani & Nicola Perra, 2021. "Estimating the effect of social inequalities on the mitigation of COVID-19 across communities in Santiago de Chile," Nature Communications, Nature, vol. 12(1), pages 1-9, December.
    9. Guojun He & Yuhang Pan & Takanao Tanaka, 2020. "The short-term impacts of COVID-19 lockdown on urban air pollution in China," Nature Sustainability, Nature, vol. 3(12), pages 1005-1011, December.
    10. Simon Cauchemez & Alain-Jacques Valleron & Pierre-Yves Boëlle & Antoine Flahault & Neil M. Ferguson, 2008. "Estimating the impact of school closure on influenza transmission from Sentinel data," Nature, Nature, vol. 452(7188), pages 750-754, April.
    11. 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.
    12. Sébastien Goudeau & Camille Sanrey & Arnaud Stanczak & Antony Manstead & Céline Darnon, 2021. "Why lockdown and distance learning during the COVID-19 pandemic are likely to increase the social class achievement gap," Nature Human Behaviour, Nature, vol. 5(10), pages 1273-1281, October.
    13. Bargain, Olivier & Aminjonov, Ulugbek, 2020. "Trust and compliance to public health policies in times of COVID-19," Journal of Public Economics, Elsevier, vol. 192(C).
    14. Eliana La Ferrara & Alberto Chong & Suzanne Duryea, 2012. "Soap Operas and Fertility: Evidence from Brazil," American Economic Journal: Applied Economics, American Economic Association, vol. 4(4), pages 1-31, October.
    15. Jooho Lee & Soonhee Kim, 2018. "Citizens’ e-participation on agenda setting in local governance: Do individual social capital and e-participation management matter?," Public Management Review, Taylor & Francis Journals, vol. 20(6), pages 873-895, June.
    16. Zhu Liu & Philippe Ciais & Zhu Deng & Ruixue Lei & Steven J. Davis & Sha Feng & Bo Zheng & Duo Cui & Xinyu Dou & Biqing Zhu & Rui Guo & Piyu Ke & Taochun Sun & Chenxi Lu & Pan He & Yuan Wang & Xu Yue , 2020. "Near-real-time monitoring of global CO2 emissions reveals the effects of the COVID-19 pandemic," Nature Communications, Nature, vol. 11(1), pages 1-12, December.
    17. Per Block & Marion Hoffman & Isabel J. Raabe & Jennifer Beam Dowd & Charles Rahal & Ridhi Kashyap & Melinda C. Mills, 2020. "Social network-based distancing strategies to flatten the COVID-19 curve in a post-lockdown world," Nature Human Behaviour, Nature, vol. 4(6), pages 588-596, June.
    18. Jianghao Wang & Yichun Fan & Juan Palacios & Yuchen Chai & Nicolas Guetta-Jeanrenaud & Nick Obradovich & Chenghu Zhou & Siqi Zheng, 2022. "Global evidence of expressed sentiment alterations during the COVID-19 pandemic," Nature Human Behaviour, Nature, vol. 6(3), pages 349-358, March.
    19. Yatang Lin & Yu Qin & Jing Wu & Mandi Xu, 2021. "Impact of high-speed rail on road traffic and greenhouse gas emissions," Nature Climate Change, Nature, vol. 11(11), pages 952-957, November.
    20. Ruth F. Hunter & Leandro Garcia & Thiago Herick Sa & Belen Zapata-Diomedi & Christopher Millett & James Woodcock & Alex ’Sandy’ Pentland & Esteban Moro, 2021. "Effect of COVID-19 response policies on walking behavior in US cities," Nature Communications, Nature, vol. 12(1), pages 1-9, December.
    21. Dabo Guan & Daoping Wang & Stephane Hallegatte & Steven J. Davis & Jingwen Huo & Shuping Li & Yangchun Bai & Tianyang Lei & Qianyu Xue & D’Maris Coffman & Danyang Cheng & Peipei Chen & Xi Liang & Bing, 2020. "Global supply-chain effects of COVID-19 control measures," Nature Human Behaviour, Nature, vol. 4(6), pages 577-587, June.
    22. Nina Haug & Lukas Geyrhofer & Alessandro Londei & Elma Dervic & Amélie Desvars-Larrive & Vittorio Loreto & Beate Pinior & Stefan Thurner & Peter Klimek, 2020. "Ranking the effectiveness of worldwide COVID-19 government interventions," Nature Human Behaviour, Nature, vol. 4(12), pages 1303-1312, December.
    23. Marius Brülhart & Valentin Klotzbücher & Rafael Lalive & Stephanie K. Reich, 2021. "Mental health concerns during the COVID-19 pandemic as revealed by helpline calls," Nature, Nature, vol. 600(7887), pages 121-126, December.
    24. Zhu Liu & Philippe Ciais & Zhu Deng & Ruixue Lei & Steven J. Davis & Sha Feng & Bo Zheng & Duo Cui & Xinyu Dou & Biqing Zhu & Rui Guo & Piyu Ke & Taochun Sun & Chenxi Lu & Pan He & Yuan Wang & Xu Yue , 2020. "Author Correction: Near-real-time monitoring of global CO2 emissions reveals the effects of the COVID-19 pandemic," Nature Communications, Nature, vol. 11(1), pages 1-1, December.
    25. Kosuke Imai & In Song Kim, 2019. "When Should We Use Unit Fixed Effects Regression Models for Causal Inference with Longitudinal Data?," American Journal of Political Science, John Wiley & Sons, vol. 63(2), pages 467-490, April.
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