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Back to trend: COVID effects on E-commerce in 44 countries

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  • Alcedo, Joel
  • Cavallo, Alberto
  • Mishra, Prachi
  • Spilimbergo, Antonio

Abstract

We study online spending shares in 44 economies and 26 industries during the COVID-19 pandemic, using online transaction data from Mastercard. The online shares of total credit card transactions surged during the pandemic during lockdowns, but since returned to pre-pandemic trends in most countries. The differences between countries are strongly correlated with the mobility and fiscal measures. There is little evidence of permanent structural changes in e-commerce spending patterns. Finally, we estimate that COVID-19-related restrictions on in-person spending imposed average welfare costs of 7 percent.

Suggested Citation

  • Alcedo, Joel & Cavallo, Alberto & Mishra, Prachi & Spilimbergo, Antonio, 2025. "Back to trend: COVID effects on E-commerce in 44 countries," Journal of Macroeconomics, Elsevier, vol. 85(C).
  • Handle: RePEc:eee:jmacro:v:85:y:2025:i:c:s0164070425000199
    DOI: 10.1016/j.jmacro.2025.103682
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    1. Keane, Michael & Neal, Timothy, 2021. "Consumer panic in the COVID-19 pandemic," Journal of Econometrics, Elsevier, vol. 220(1), pages 86-105.
    2. Raj Chetty & John N Friedman & Michael Stepner & Opportunity Insights Team & Camille Baker & Harvey Barnhard & Matt Bell & Gregory Bruich & Tina Chelidze & Lucas Chu & Westley Cineus & Sebi Devlin-Fol, 2024. "The Economic Impacts of COVID-19: Evidence from a New Public Database Built Using Private Sector Data," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 139(2), pages 829-889.
    3. Grigoli, Francesco & Pugacheva, Evgenia, 2024. "COVID-19 inflation weights in the UK and Germany," Journal of Macroeconomics, Elsevier, vol. 79(C).
    4. Shaw, Norman & Eschenbrenner, Brenda & Baier, Daniel, 2022. "Online shopping continuance after COVID-19: A comparison of Canada, Germany and the United States," Journal of Retailing and Consumer Services, Elsevier, vol. 69(C).
    5. Hansen, Stephen & Carvalho, Vasco & García, Juan Ramón & Ortiz, Alvaro & Rodrigo, Tomasa & Rodríguez Mora, José V & Ruiz, Pep, 2020. "Tracking the COVID-19 Crisis with High-Resolution Transaction Data," CEPR Discussion Papers 14642, Centre for Economic Policy Research.
    6. Fassnacht, Martin & Unterhuber, Sebastian, 2016. "Consumer response to online/offline price differentiation," Journal of Retailing and Consumer Services, Elsevier, vol. 28(C), pages 137-148.
    7. Sheth, Jagdish, 2020. "Impact of Covid-19 on consumer behavior: Will the old habits return or die?," Journal of Business Research, Elsevier, vol. 117(C), pages 280-283.
    8. Liran Einav & Jonathan Levin, 2014. "The Data Revolution and Economic Analysis," Innovation Policy and the Economy, University of Chicago Press, vol. 14(1), pages 1-24.
    9. Katharine G. Abraham & Ron S. Jarmin & Brian C. Moyer & Matthew D. Shapiro, 2020. "Introduction: Big Data for Twenty-First-Century Economic Statistics: The Future Is Now," NBER Chapters, in: Big Data for Twenty-First-Century Economic Statistics, pages 1-22, National Bureau of Economic Research, Inc.
    10. Raphael Auer & Giulio Cornelli & Jon Frost, 2022. "The pandemic, cash and retail payment behaviour: insights from the future of payments database," BIS Working Papers 1055, Bank for International Settlements.
    11. JiHyo Moon & Yunseon Choe & HakJun Song, 2021. "Determinants of Consumers’ Online/Offline Shopping Behaviours during the COVID-19 Pandemic," IJERPH, MDPI, vol. 18(4), pages 1-15, February.
    12. Hyunyoung Choi & Hal Varian, 2012. "Predicting the Present with Google Trends," The Economic Record, The Economic Society of Australia, vol. 88(s1), pages 2-9, June.
    13. Austan Goolsbee & Peter J. Klenow, 2006. "Valuing Consumer Products by the Time Spent Using Them: An Application to the Internet," American Economic Review, American Economic Association, vol. 96(2), pages 108-113, May.
    14. Edward L. Glaeser & Hyunjin Kim & Michael Luca, 2019. "Nowcasting the Local Economy: Using Yelp Data to Measure Economic Activity," NBER Chapters, in: Big Data for Twenty-First-Century Economic Statistics, pages 249-273, National Bureau of Economic Research, Inc.
    15. José María Barrero & Nicholas Bloom & Steven J. Davis, 2023. "The Evolution of Work from Home," Journal of Economic Perspectives, American Economic Association, vol. 37(4), pages 23-50, Fall.
    16. Nicholas Bloom & Robert S. Fletcher & Ethan Yeh, 2021. "The Impact of COVID-19 on US Firms," NBER Working Papers 28314, National Bureau of Economic Research, Inc.
    17. Cavallo, Alberto, 2013. "Online and official price indexes: Measuring Argentina's inflation," Journal of Monetary Economics, Elsevier, vol. 60(2), pages 152-165.
    18. Aditya Aladangady & Shifrah Aron-Dine & Wendy Dunn & Laura Feiveson & Paul Lengermann & Claudia Sahm, 2021. "From Transaction Data to Economic Statistics: Constructing Real-Time, High-Frequency, Geographic Measures of Consumer Spending," NBER Chapters, in: Big Data for Twenty-First-Century Economic Statistics, pages 115-145, National Bureau of Economic Research, Inc.
    19. Ms. Prachi Mishra & Alvaro Ortiz & Tomasa Rodrigo & Mr. Antonio Spilimbergo & Sirenia Vazquez, 2024. "E-Commerce During COVID in Spain: One “Click” Does Not Fit All," IMF Working Papers 2024/107, International Monetary Fund.
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    JEL classification:

    • O3 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights
    • E00 - Macroeconomics and Monetary Economics - - General - - - General
    • F00 - International Economics - - General - - - General

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