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Lockdown, Infection, and Expressed Happiness in China

Author

Listed:
  • Mingming Ma

    (Xi’an Jiaotong-Liverpool University)

  • Shun Wang

    (Xi’an Jiaotong-Liverpool University)

  • Fengyu Wu

    (STATEC Research, National Institute of Statistics and Economic Studies (STATEC))

Abstract

This paper exploits data from Sina Weibo posts to study the effect of the Wuhan lockdown on expressed happiness during the initial COVID-19 outbreak. By applying the difference-in-differences method to a city-level expressed happiness index generated by Weibo posts, we find that the announcement regarding human-to-human transmission significantly lowered expressed happiness in Wuhan relative to Chinese cities outside Hubei province, while the subsequent Wuhan lockdown had protective effects during the first 12 days. The effects on expressed happiness remained significant in the medium run toward the end of Wuhan lockdown. However, our results also suggest that the protective effects of the Wuhan lockdown declined as the lockdown continued and the risk of infection became lower. Our findings are robust to the use of alternative control groups and sample periods, different expressed happiness measures, and the potential censorship of Weibo.

Suggested Citation

  • Mingming Ma & Shun Wang & Fengyu Wu, 2024. "Lockdown, Infection, and Expressed Happiness in China," Journal of Happiness Studies, Springer, vol. 25(4), pages 1-29, April.
    • Handle: RePEc:spr:jhappi:v:25:y:2024:i:4:d:10.1007_s10902-024-00752-9
    DOI: 10.1007/s10902-024-00752-9
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    References listed on IDEAS

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    1. Talita Greyling & Stephanie Rossouw & Tamanna Adhikari, 2021. "A Tale of Three Countries: What is the Relationship Between COVID‐19, Lockdown and Happiness?," South African Journal of Economics, Economic Society of South Africa, vol. 89(1), pages 25-43, March.
    2. Brodeur, Abel & Clark, Andrew E. & Fleche, Sarah & Powdthavee, Nattavudh, 2021. "COVID-19, lockdowns and well-being: Evidence from Google Trends," Journal of Public Economics, Elsevier, vol. 193(C).
    3. Adams-Prassl, Abi & Boneva, Teodora & Golin, Marta & Rauh, Christopher, 2020. "Inequality in the impact of the coronavirus shock: Evidence from real time surveys," Journal of Public Economics, Elsevier, vol. 189(C).
    4. Levinson, Arik, 2012. "Valuing public goods using happiness data: The case of air quality," Journal of Public Economics, Elsevier, vol. 96(9-10), pages 869-880.
    5. Alberto Abadie & Javier Gardeazabal, 2003. "The Economic Costs of Conflict: A Case Study of the Basque Country," American Economic Review, American Economic Association, vol. 93(1), pages 113-132, March.
    6. Adams-Prassl, A. & Boneva, T. & Golin, M & Rauh, C., 2020. "Inequality in the Impact of the Coronavirus Shock: New Survey Evidence for the UK," Cambridge Working Papers in Economics 2023, Faculty of Economics, University of Cambridge.
    7. Siqi Zheng & Jianghao Wang & Cong Sun & Xiaonan Zhang & Matthew E. Kahn, 2019. "Air pollution lowers Chinese urbanites’ expressed happiness on social media," Nature Human Behaviour, Nature, vol. 3(3), pages 237-243, March.
    8. Agüero, Jorge M., 2021. "COVID-19 and the rise of intimate partner violence," World Development, Elsevier, vol. 137(C).
    9. Manuel Serrano‐Alarcón & Alexander Kentikelenis & Martin Mckee & David Stuckler, 2022. "Impact of COVID‐19 lockdowns on mental health: Evidence from a quasi‐natural experiment in England and Scotland," Health Economics, John Wiley & Sons, Ltd., vol. 31(2), pages 284-296, February.
    10. Fang, Hanming & Wang, Long & Yang, Yang, 2020. "Human mobility restrictions and the spread of the Novel Coronavirus (2019-nCoV) in China," Journal of Public Economics, Elsevier, vol. 191(C).
    11. Abadie, Alberto & Diamond, Alexis & Hainmueller, Jens, 2010. "Synthetic Control Methods for Comparative Case Studies: Estimating the Effect of California’s Tobacco Control Program," Journal of the American Statistical Association, American Statistical Association, vol. 105(490), pages 493-505.
    12. 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.
    13. Yun Qiu & Xi Chen & Wei Shi, 2020. "Impacts of social and economic factors on the transmission of coronavirus disease 2019 (COVID-19) in China," Journal of Population Economics, Springer;European Society for Population Economics, vol. 33(4), pages 1127-1172, October.
    14. Hensel, Lukas & Witte, Marc & Caria, A. Stefano & Fetzer, Thiemo & Fiorin, Stefano & Götz, Friedrich M. & Gomez, Margarita & Haushofer, Johannes & Ivchenko, Andriy & Kraft-Todd, Gordon & Reutskaja, El, 2022. "Global Behaviors, Perceptions, and the Emergence of Social Norms at the Onset of the COVID-19 Pandemic," Journal of Economic Behavior & Organization, Elsevier, vol. 193(C), pages 473-496.
    15. Seth Flaxman & Swapnil Mishra & Axel Gandy & H. Juliette T. Unwin & Thomas A. Mellan & Helen Coupland & Charles Whittaker & Harrison Zhu & Tresnia Berah & Jeffrey W. Eaton & Mélodie Monod & Azra C. Gh, 2020. "Estimating the effects of non-pharmaceutical interventions on COVID-19 in Europe," Nature, Nature, vol. 584(7820), pages 257-261, August.
    16. Sheryl L. Chang & Nathan Harding & Cameron Zachreson & Oliver M. Cliff & Mikhail Prokopenko, 2020. "Modelling transmission and control of the COVID-19 pandemic in Australia," Nature Communications, Nature, vol. 11(1), pages 1-13, December.
    17. Alberto Abadie, 2021. "Using Synthetic Controls: Feasibility, Data Requirements, and Methodological Aspects," Journal of Economic Literature, American Economic Association, vol. 59(2), pages 391-425, June.
    18. Lewis Mitchell & Morgan R Frank & Kameron Decker Harris & Peter Sheridan Dodds & Christopher M Danforth, 2013. "The Geography of Happiness: Connecting Twitter Sentiment and Expression, Demographics, and Objective Characteristics of Place," PLOS ONE, Public Library of Science, vol. 8(5), pages 1-15, May.
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