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The variations in individual consumption change and the substitution effect under the shock of COVID‐19: Evidence from payment system data in China

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  • Jie Xu
  • Ming Gao
  • Yina Zhang

Abstract

Over the last two decades, scholars have pointed to the significance of the impact of extreme events on consumption, a prominent part of national economies. How does the COVID‐19 epidemic influence consumption? Using high‐frequency payment system panel data, we explicitly consider the individual consumption changes and the substitution effect between online and offline markets of multiple categories by constructing autoregressive integrated moving average (ARIMA) models and conducting regression analyses. The p value and regression coefficients of the substitution elasticity are used to estimate the changes and the substitution effects from the offline to the online channels. The results show that consumption saw a remarkable decline after the surge of COVID‐19 in 2020 compared to 2019. Overall, online markets were more resilient than the offline markets and the substitution effects after the epidemic's outbreak between the online and offline markets were significant for one‐third of the consumption categories. However, the online market could not replace the offline market for some categories due to the product characteristics. The vulnerable industries in the face of the epidemic's intervention are determined as being traditional catering, transportation, tourism, and education, and the shortage of healthcare services in extreme events is also pointed out. The results provide suggestions for policies on targeted enterprises and public service.

Suggested Citation

  • Jie Xu & Ming Gao & Yina Zhang, 2021. "The variations in individual consumption change and the substitution effect under the shock of COVID‐19: Evidence from payment system data in China," Growth and Change, Wiley Blackwell, vol. 52(2), pages 990-1010, June.
  • Handle: RePEc:bla:growch:v:52:y:2021:i:2:p:990-1010
    DOI: 10.1111/grow.12477
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    1. Campbell, John Y. & Mankiw, N. Gregory, 1991. "The response of consumption to income : A cross-country investigation," European Economic Review, Elsevier, vol. 35(4), pages 723-756, May.
    2. Peter J. Danaher & Isaac W. Wilson & Robert A. Davis, 2003. "A Comparison of Online and Offline Consumer Brand Loyalty," Marketing Science, INFORMS, vol. 22(4), pages 461-476, February.
    3. Auteri, Monica & Costantini, Mauro, 2010. "A panel cointegration approach to estimating substitution elasticities in consumption," Economic Modelling, Elsevier, vol. 27(3), pages 782-787, May.
    4. Martin S Eichenbaum & Sergio Rebelo & Mathias Trabandt, 2021. "The Macroeconomics of Epidemics [Economic activity and the spread of viral diseases: Evidence from high frequency data]," The Review of Financial Studies, Society for Financial Studies, vol. 34(11), pages 5149-5187.
    5. Eunae Jung & Hyungun Sung, 2017. "The Influence of the Middle East Respiratory Syndrome Outbreak on Online and Offline Markets for Retail Sales," Sustainability, MDPI, vol. 9(3), pages 1-23, March.
    6. Hahm, Joon-Ho, 1998. "Consumption adjustment to real interest rates: Intertemporal substitution revisited," Journal of Economic Dynamics and Control, Elsevier, vol. 22(2), pages 293-320, February.
    7. David E. Bloom & David Canning, 2006. "Epidemics and Economics," PGDA Working Papers 0906, Program on the Global Demography of Aging.
    8. Quaas, Martin F. & Baumgärtner, Stefan & Drupp, Moritz A. & Meya, Jasper N., 2020. "Intertemporal utility with heterogeneous goods and constant elasticity of substitution," Economics Letters, Elsevier, vol. 191(C).
    9. Robert J. Barro & José F. Ursúa & Joanna Weng, 2020. "The Coronavirus and the Great Influenza Pandemic: Lessons from the “Spanish Flu” for the Coronavirus’s Potential Effects on Mortality and Economic Activity," NBER Working Papers 26866, National Bureau of Economic Research, Inc.
    10. Hall, Robert E, 1988. "Intertemporal Substitution in Consumption," Journal of Political Economy, University of Chicago Press, vol. 96(2), pages 339-357, April.
    11. Donald Hanna & Yiping Huang, 2004. "The Impact of SARS on Asian Economies," Asian Economic Papers, MIT Press, vol. 3(1), pages 102-112.
    12. Hojin Jung & Minjae Park & Kihoon Hong & Eunjung Hyun, 2016. "The Impact of an Epidemic Outbreak on Consumer Expenditures:An Empirical Assessment for MERS Korea," Sustainability, MDPI, vol. 8(5), pages 1-15, May.
    13. David Cashin & Takashi Unayama, 2016. "Measuring Intertemporal Substitution in Consumption: Evidence from a VAT Increase in Japan," The Review of Economics and Statistics, MIT Press, vol. 98(2), pages 285-297, May.
    14. Chu, Junhong & Arce-Urriza, Marta & Cebollada-Calvo, José-Javier & Chintagunta, Pradeep K., 2010. "An Empirical Analysis of Shopping Behavior Across Online and Offline Channels for Grocery Products: The Moderating Effects of Household and Product Characteristics," Journal of Interactive Marketing, Elsevier, vol. 24(4), pages 251-268.
    15. Chun Ping Chang & Aziz N Berdiev, 2013. "Natural Disasters, Political Risk and Insurance Market Development," The Geneva Papers on Risk and Insurance - Issues and Practice, Palgrave Macmillan;The Geneva Association, vol. 38(3), pages 406-448, July.
    16. Matthew Gentzkow, 2007. "Valuing New Goods in a Model with Complementarity: Online Newspapers," American Economic Review, American Economic Association, vol. 97(3), pages 713-744, June.
    17. Grewal, Dhruv & Iyer, Gopalkrishnan R. & Levy, Michael, 2004. "Internet retailing: enablers, limiters and market consequences," Journal of Business Research, Elsevier, vol. 57(7), pages 703-713, July.
    18. John W. Galbraith & Greg Tkacz, 2013. "Analyzing Economic Effects of September 11 and Other Extreme Events Using Debit and Payments System Data," Canadian Public Policy, University of Toronto Press, vol. 39(1), pages 119-134, March.
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    1. Luo, Sumei & Sun, Yongkun & Zhou, Rui, 2022. "Can fintech innovation promote household consumption? Evidence from China family panel studies," International Review of Financial Analysis, Elsevier, vol. 82(C).

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