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Regional and sectorial impacts of the Covid‐19 crisis: Evidence from electronic payments

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  • Bruno P. Carvalho
  • Susana Peralta
  • João Pereira dos Santos

Abstract

We use novel and comprehensive monthly data on electronic payments, by municipality and sector, together with cash withdrawals, to study the impact of Covid‐19 in Portugal. Our difference‐in‐differences event study identifies a causal decrease of 17 and 40 percentage points on the year‐on‐year growth rate of overall purchases in March and April 2020. We document a stronger impact of the crisis in more central and more urban municipalities, due to a combination of the sectorial composition effect of the local economy and the sharper confinement behavioral effect in these locations. We discuss the importance of tourism for the results.

Suggested Citation

  • Bruno P. Carvalho & Susana Peralta & João Pereira dos Santos, 2022. "Regional and sectorial impacts of the Covid‐19 crisis: Evidence from electronic payments," Journal of Regional Science, Wiley Blackwell, vol. 62(3), pages 757-798, June.
  • Handle: RePEc:bla:jregsc:v:62:y:2022:i:3:p:757-798
    DOI: 10.1111/jors.12575
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    1. Andrés Rodríguez‐Pose & Chiara Burlina, 2021. "Institutions and the uneven geography of the first wave of the COVID‐19 pandemic," Journal of Regional Science, Wiley Blackwell, vol. 61(4), pages 728-752, September.
    2. Scott R Baker & Robert A Farrokhnia & Steffen Meyer & Michaela Pagel & Constantine Yannelis & Jeffrey Pontiff, 0. "How Does Household Spending Respond to an Epidemic? Consumption during the 2020 COVID-19 Pandemic," The Review of Asset Pricing Studies, Society for Financial Studies, vol. 10(4), pages 834-862.
    3. Campante, Filipe & Depetris-Chauvin, Emilio & Durante, Ruben, 2020. "The Virus of Fear: The Political Impact of Ebola in the U.S," CEPR Discussion Papers 14518, C.E.P.R. Discussion Papers.
    4. Hacıoğlu-Hoke, Sinem & Känzig, Diego R. & Surico, Paolo, 2021. "The distributional impact of the pandemic," European Economic Review, Elsevier, vol. 134(C).
    5. Barrero, Jose Maria & Bloom, Nick & Davis, Steven J., 2020. "Why Working From Home Will Stick," SocArXiv wfdbe, Center for Open Science.
    6. Oscar Jorda & Sanjay R. Singh & Alan M. Taylor, 2022. "Longer-Run Economic Consequences of Pandemics," The Review of Economics and Statistics, MIT Press, vol. 104(1), pages 166-175, March.
    7. Scott R. Baker & Robert A Farrokhnia & Steffen Meyer & Michaela Pagel & Constantine Yannelis, 2023. "Income, Liquidity, and the Consumption Response to the 2020 Economic Stimulus Payments," Review of Finance, European Finance Association, vol. 27(6), pages 2271-2304.
    8. Pereira dos Santos, João & Tavares, José & Vicente, Pedro C., 2021. "Can ATMs get out the vote? Evidence from a nationwide field experiment," European Economic Review, Elsevier, vol. 134(C).
    9. Darin Christensen & Oeindrila Dube & Johannes Haushofer & Bilal Siddiqi & Maarten Voors, 2021. "Building Resilient Health Systems: Experimental Evidence from Sierra Leone and The 2014 Ebola Outbreak," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 136(2), pages 1145-1198.
    10. Natalie Cox & Peter Ganong & Pascal Noel & Joseph Vavra & Arlene Wong & Diana Farrell & Fiona Greig & Erica Deadman, 2020. "Initial Impacts of the Pandemic on Consumer Behavior: Evidence from Linked Income, Spending, and Savings Data," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 51(2 (Summer), pages 35-82.
    11. Gianni De Fraja & Jesse Matheson & James Rockey, 2020. "Zoomshock: The geography and local labour market consequences of working from home," Discussion Papers 20-31, Department of Economics, University of Birmingham.
    12. Asger Lau Andersen & Emil Toft Hansen & Niels Johannesen & Adam Sheridan, 2020. "Pandemic, Shutdown and Consumer Spending: Lessons from Scandinavian Policy Responses to COVID-19," Papers 2005.04630, arXiv.org.
    13. Jérôme Adda, 2016. "Economic Activity and the Spread of Viral Diseases: Evidence from High Frequency Data," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(2), pages 891-941.
    14. 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).
    15. Asger Lau Andersen & Emil Toft Hansen & Niels Johannesen & Adam Sheridan, 2022. "Consumer responses to the COVID‐19 crisis: evidence from bank account transaction data," Scandinavian Journal of Economics, Wiley Blackwell, vol. 124(4), pages 905-929, October.
    16. Esselink, Henk & Gijsel, Lola Hernandez-van, 2017. "The use of cash by households in the euro area," Occasional Paper Series 201, European Central Bank.
    17. Bruno Carvalho & Susana Peralta & Joao Pereira dos Santos, 2020. "What and how did people buy during the Great Lockdown? Evidence from electronic payments," Working Papers ECARES 2020-20, ULB -- Universite Libre de Bruxelles.
    18. 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, C.E.P.R. Discussion Papers.
    19. Adams-Prassl, A. & Boneva, T. & Golin, M & Rauh, C., 2020. "Inequality in the Impact of the Coronavirus Shock: New Survey Evidence for the US," Cambridge Working Papers in Economics 2022, Faculty of Economics, University of Cambridge.
    20. Coibion, Olivier & Gorodnichenko, Yuriy & Weber, Michael, 2020. "The Cost of the COVID-19 Crisis: Lockdowns, Macroeconomic Expectations, and Consumer Spending," Department of Economics, Working Paper Series qt4jn1x65h, Department of Economics, Institute for Business and Economic Research, UC Berkeley.
    21. Imran Rasul, 2020. "The Economics of Viral Outbreaks," AEA Papers and Proceedings, American Economic Association, vol. 110, pages 265-268, May.
    22. Martin S. Eichenbaum & Miguel Godinho de Matos & Francisco Lima & Sergio Rebelo & Mathias Trabandt, 2020. "Expectations, Infections, and Economic Activity," NBER Working Papers 27988, National Bureau of Economic Research, Inc.
    23. Reinhold Kosfeld & Timo Mitze & Johannes Rode & Klaus Wälde, 2021. "The Covid‐19 containment effects of public health measures: A spatial difference‐in‐differences approach," Journal of Regional Science, Wiley Blackwell, vol. 61(4), pages 799-825, September.
    24. Wong, Grace, 2008. "Has SARS infected the property market Evidence from Hong Kong," Journal of Urban Economics, Elsevier, vol. 63(1), pages 74-95, January.
    25. Douglas Almond, 2006. "Is the 1918 Influenza Pandemic Over? Long-Term Effects of In Utero Influenza Exposure in the Post-1940 U.S. Population," Journal of Political Economy, University of Chicago Press, vol. 114(4), pages 672-712, August.
    26. 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.
    27. Marianne Bertrand & Esther Duflo & Sendhil Mullainathan, 2004. "How Much Should We Trust Differences-In-Differences Estimates?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(1), pages 249-275.
    28. Landais, Camille & Bounie, David & Camara, Youssouf & Fize, Etienne & Galbraith, John W. & Lavest, Chloe & Pazem, Tatiana & Savatier, Baptiste, 2020. "Consumption Dynamics in the COVID Crisis: Real Time Insights from French Transaction & Bank Data," CEPR Discussion Papers 15474, C.E.P.R. Discussion Papers.
    29. Karlsson, Martin & Nilsson, Therese & Pichler, Stefan, 2014. "The impact of the 1918 Spanish flu epidemic on economic performance in Sweden," Journal of Health Economics, Elsevier, vol. 36(C), pages 1-19.
    30. Hung‐Hao Chang & Chad D. Meyerhoefer, 2021. "COVID‐19 and the Demand for Online Food Shopping Services: Empirical Evidence from Taiwan," American Journal of Agricultural Economics, John Wiley & Sons, vol. 103(2), pages 448-465, March.
    31. Darin Christensen & Oeindrila Dube & Johannes Haushofer & Bilal Siddiqi & Maarten Voors, 0. "Building Resilient Health Systems: Experimental Evidence from Sierra Leone and The 2014 Ebola Outbreak," The Quarterly Journal of Economics, Oxford University Press, vol. 136(2), pages 1145-1198.
    32. Bandiera,Oriana & Buehren,Niklas & Goldstein,Markus P. & Rasul,Imran & Smurra,Andrea, 2019. "The Economic Lives of Young Women in the Time of Ebola : Lessons from an Empowerment Program," Policy Research Working Paper Series 8760, The World Bank.
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    3. Giovanni Immordino & Tullio Jappelli & Tommaso Oliviero, 2024. "Consumption and income expectations during Covid-19," Review of Economics of the Household, Springer, vol. 22(1), pages 95-116, March.

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    More about this item

    JEL classification:

    • D12 - Microeconomics - - Household Behavior - - - Consumer Economics: Empirical Analysis
    • E21 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Consumption; Saving; Wealth
    • R10 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - General

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