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Measuring impact of health crises on economies: A staggered synthetic control approach with bias-correction

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  • Chen, Haojing
  • Bayram, Mehmet Emin
  • Lee, Changmin

Abstract

The latest global pandemic demonstrated that the effects of the health crises can be quite considerable for the economies. Despite the negative effects, the understanding of the economic impacts of health crises is constrained due to the limited research in this area. Analyzing the dataset of past health crises and utilizing advanced causal inference method, bias-corrected synthetic control with staggered adoption, we find that health crises cause significant losses for the GDP of the affected countries, and the effects continue for the following years.

Suggested Citation

  • Chen, Haojing & Bayram, Mehmet Emin & Lee, Changmin, 2023. "Measuring impact of health crises on economies: A staggered synthetic control approach with bias-correction," Finance Research Letters, Elsevier, vol. 58(PD).
    • Handle: RePEc:eee:finlet:v:58:y:2023:i:pd:s1544612323009716
    DOI: 10.1016/j.frl.2023.104599
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    References listed on IDEAS

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    1. Chang Ma & John Rogers & Sili Zhou, 2023. "Modern Pandemics: Recession and Recovery," Journal of the European Economic Association, European Economic Association, vol. 21(5), pages 2098-2130.
    2. Robert C. Feenstra & Robert Inklaar & Marcel P. Timmer, 2015. "The Next Generation of the Penn World Table," American Economic Review, American Economic Association, vol. 105(10), pages 3150-3182, October.
    3. Laeven, Luc & Valencia, Fabian, 2020. "Systemic Banking Crises Database: A Timely Update in COVID-19 Times," CEPR Discussion Papers 14569, C.E.P.R. Discussion Papers.
    4. Susan Athey & Guido W. Imbens, 2017. "The State of Applied Econometrics: Causality and Policy Evaluation," Journal of Economic Perspectives, American Economic Association, vol. 31(2), pages 3-32, Spring.
    5. Ashok Kaul & Stefan Klößner & Gregor Pfeifer & Manuel Schieler, 2022. "Standard Synthetic Control Methods: The Case of Using All Preintervention Outcomes Together With Covariates," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 40(3), pages 1362-1376, June.
    6. Imai, Kosuke & Kim, In Song, 2021. "On the Use of Two-Way Fixed Effects Regression Models for Causal Inference with Panel Data," Political Analysis, Cambridge University Press, vol. 29(3), pages 405-415, July.
    7. Luc Laeven & Fabian Valencia, 2020. "Systemic Banking Crises Database II," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 68(2), pages 307-361, June.
    8. Eli Ben‐Michael & Avi Feller & Jesse Rothstein, 2022. "Synthetic controls with staggered adoption," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 84(2), pages 351-381, April.
    9. Alberto Abadie & Alexis Diamond & Jens Hainmueller, 2015. "Comparative Politics and the Synthetic Control Method," American Journal of Political Science, John Wiley & Sons, vol. 59(2), pages 495-510, February.
    10. Ilan Noy & Shunsuke Managi, 2020. "It’s Awful, Why Did Nobody See it Coming?," Economics of Disasters and Climate Change, Springer, vol. 4(3), pages 429-430, October.
    11. Nikolay Doudchenko & Guido W. Imbens, 2016. "Balancing, Regression, Difference-In-Differences and Synthetic Control Methods: A Synthesis," NBER Working Papers 22791, National Bureau of Economic Research, Inc.
    12. 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.
    13. Lutz Kilian & Yun Jung Kim, 2011. "How Reliable Are Local Projection Estimators of Impulse Responses?," The Review of Economics and Statistics, MIT Press, vol. 93(4), pages 1460-1466, November.
    14. Alberto Abadie & Jérémy L’Hour, 2021. "A Penalized Synthetic Control Estimator for Disaggregated Data," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 116(536), pages 1817-1834, October.
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