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Unveiling consumption patterns during COVID-19: Insights from credit cards

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  • Emiliozzi, Simone
  • Rondinelli, Concetta
  • Villa, Stefania

Abstract

This study examines the impact of the first wave of the COVID-19 pandemic on Italian consumer spending. Using a novel high-frequency dataset of credit card transactions and an event study approach, we analyze changes in spending behavior across expenditure categories and regions. We find that total transactions dropped by more than 50% during the national lockdown, with steeper declines in high-contact sectors and earlier contractions in Northern regions due to tighter initial restrictions. These results demonstrate the ability of high-frequency data to detect rapid shifts in consumer behavior and the importance of timely policy interventions in response to extreme events.

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  • Emiliozzi, Simone & Rondinelli, Concetta & Villa, Stefania, 2025. "Unveiling consumption patterns during COVID-19: Insights from credit cards," Economic Modelling, Elsevier, vol. 147(C).
  • Handle: RePEc:eee:ecmode:v:147:y:2025:i:c:s0264999325000665
    DOI: 10.1016/j.econmod.2025.107071
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    1. 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.
    2. Adam Sheridan & Asger Lau Andersen & Emil Toft Hansen & Niels Johannesen, 2020. "Social distancing laws cause only small losses of economic activity during the COVID-19 pandemic in Scandinavia," Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, vol. 117(34), pages 20468-20473, August.
    3. Hacıoğlu-Hoke, Sinem & Känzig, Diego R. & Surico, Paolo, 2021. "The distributional impact of the pandemic," European Economic Review, Elsevier, vol. 134(C).
    4. Magri, Silvia & Michelangeli, Valentina & Pastorelli, Sabrina & Pico, Raffaella, 2022. "The Expansion of Consumer Credit in Italy and the Main Euro Area Countries," European Review, Cambridge University Press, vol. 30(3), pages 322-352, June.
    5. Kevin Foster & Claire Greene & Joanna Stavins, 2024. "2023 Survey and Diary of Consumer Payment Choice," Consumer Payments Research Data Reports 2024-01, Federal Reserve Bank of Atlanta.
    6. Robert Engle & Clive Granger, 2015. "Co-integration and error correction: Representation, estimation, and testing," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 39(3), pages 106-135.
    7. Guerino Ardizzi & Simone Emiliozzi & Juri Marcucci & Libero Monteforte, 2019. "News and consumer card payments," Temi di discussione (Economic working papers) 1233, Bank of Italy, Economic Research and International Relations Area.
    8. Teresa Barbieri & Gaetano Basso & Sergio Scicchitano, 2022. "Italian Workers at Risk During the COVID-19 Epidemic," Italian Economic Journal: A Continuation of Rivista Italiana degli Economisti and Giornale degli Economisti, Springer;Società Italiana degli Economisti (Italian Economic Association), vol. 8(1), pages 175-195, March.
    9. Francis X. Diebold, 2022. "Real-Time Real Economic Activity: Entering and Exiting the Pandemic Recession of 2020," Advances in Econometrics, in: Essays in Honour of Fabio Canova, volume 44, pages 5-24, Emerald Group Publishing Limited.
    10. Valentina Aprigliano & Guerino Ardizzi & Libero Monteforte, 2019. "Using Payment System Data to Forecast Economic Activity," International Journal of Central Banking, International Journal of Central Banking, vol. 15(4), pages 55-80, October.
    11. 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.
    12. Thomas Hale & Noam Angrist & Rafael Goldszmidt & Beatriz Kira & Anna Petherick & Toby Phillips & Samuel Webster & Emily Cameron-Blake & Laura Hallas & Saptarshi Majumdar & Helen Tatlow, 2021. "A global panel database of pandemic policies (Oxford COVID-19 Government Response Tracker)," Nature Human Behaviour, Nature, vol. 5(4), pages 529-538, April.
    13. Goolsbee, Austan & Syverson, Chad, 2021. "Fear, lockdown, and diversion: Comparing drivers of pandemic economic decline 2020," Journal of Public Economics, Elsevier, vol. 193(C).
    14. Andrew G. Atkeson & Karen A. Kopecky & Tao Zha, 2024. "Four Stylized Facts About Covid‐19," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 65(1), pages 3-42, February.
    15. Annika Camehl & Malte Rieth, 2023. "Disentangling COVID-19, Economic Mobility, and Containment Policy Shocks," American Economic Journal: Macroeconomics, American Economic Association, vol. 15(4), pages 217-248, October.
    16. Pulina, Giuseppe, 2024. "Credit card debt puzzle: Evidence from the euro area," Economics Letters, Elsevier, vol. 236(C).
    17. 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.
    18. Di Bartolomeo, Giovanni & D'Imperio, Paolo & Felici, Francesco, 2022. "The fiscal response to the Italian COVID-19 crisis: A counterfactual analysis," Journal of Macroeconomics, Elsevier, vol. 73(C).
    19. Claire Greene & Joanna Stavins, 2023. "Credit card debt puzzle: liquid assets to pay household bills," International Review of Economics, Springer;Happiness Economics and Interpersonal Relations (HEIRS), vol. 70(4), pages 503-535, December.
    20. Olympia Bover & Jose Maria Casado & Sonia Costa & Philip Du Caju & Yvonne McCarthy & Eva Sierminska & Panagiota Tzamourani & Ernesto Villanueva & Tibor Zavadil, 2016. "The Distribution of Debt across Euro-Area Countries: The Role of Individual Characteristics, Institutions, and Credit Conditions," International Journal of Central Banking, International Journal of Central Banking, vol. 12(2), pages 71-128, June.
    21. Christiane Baumeister & Danilo Leiva-León & Eric Sims, 2024. "Tracking Weekly State-Level Economic Conditions," The Review of Economics and Statistics, MIT Press, vol. 106(2), pages 483-504, March.
    22. Douglas L. Miller, 2023. "An Introductory Guide to Event Study Models," Journal of Economic Perspectives, American Economic Association, vol. 37(2), pages 203-230, Spring.
    23. Elisa Guglielminetti & Michele Loberto & Giordano Zevi & Roberta Zizza, 2023. "How Work from Home Changes Housing Demand: Evidence from Online Search," AEA Papers and Proceedings, American Economic Association, vol. 113, pages 609-613, May.
    24. Proietti, Tommaso & Pedregal, Diego J., 2023. "Seasonality in High Frequency Time Series," Econometrics and Statistics, Elsevier, vol. 27(C), pages 62-82.
    25. Jonas E. Arias & Jesús Fernández- Villaverde & Juan F. Rubio-Ramírez & Minchul Shin, 2023. "The Causal Effects of Lockdown Policies on Health and Macroeconomic Outcomes," American Economic Journal: Macroeconomics, American Economic Association, vol. 15(3), pages 287-319, July.
    26. Camehl, Annika & Rieth, Malte, 2023. "Disentangling COVID-19, Economic Mobility, and Containment Policy Shocks," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 15(4), pages 217-248.
    27. Henrik Kleven & Camille Landais & Jakob Egholt Søgaard, 2019. "Children and Gender Inequality: Evidence from Denmark," American Economic Journal: Applied Economics, American Economic Association, vol. 11(4), pages 181-209, October.
    28. Martin Eichenbaum & Miguel Godinho de Matos & Francisco Lima & Sergio Rebelo & Mathias Trabandt, 2024. "Expectations, Infections, and Economic Activity," Journal of Political Economy, University of Chicago Press, vol. 132(8), pages 2571-2611.
    29. Andrew G. Atkeson & Karen Kopecky & Tao Zha, 2021. "Behavior and the Transmission of COVID-19," AEA Papers and Proceedings, American Economic Association, vol. 111, pages 356-360, May.
    30. Guerino Ardizzi & Andrea Nobili & Giorgia Rocco, 2020. "A game changer in payment habits: evidence from daily data during a pandemic," Questioni di Economia e Finanza (Occasional Papers) 591, Bank of Italy, Economic Research and International Relations Area.
    31. George Kapetanios & Nora Neuteboom & Feiko Ritsema & Alexia Ventouri, 2022. "How did consumers react to the COVID‐19 pandemic over time?," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 84(5), pages 961-993, October.
    32. Robert Jensen, 2007. "The Digital Provide: Information (Technology), Market Performance, and Welfare in the South Indian Fisheries Sector," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(3), pages 879-924.
    33. Chernozhukov, Victor & Kasahara, Hiroyuki & Schrimpf, Paul, 2021. "Causal impact of masks, policies, behavior on early covid-19 pandemic in the U.S," Journal of Econometrics, Elsevier, vol. 220(1), pages 23-62.
    34. Ichino, Andrea & Favero, Carlo A. & Rustichini, Aldo, 2020. "Restarting the economy while saving lives under Covid-19," CEPR Discussion Papers 14664, C.E.P.R. Discussion Papers.
    35. Aruoba, S. BoraÄŸan & Diebold, Francis X. & Scotti, Chiara, 2009. "Real-Time Measurement of Business Conditions," Journal of Business & Economic Statistics, American Statistical Association, vol. 27(4), pages 417-427.
    36. Bounie, David & Camara, Youssouf & Galbraith, John W., 2023. "Consumer mobility and expenditure during the COVID-19 containments: Evidence from French transaction data," European Economic Review, Elsevier, vol. 151(C).
    37. Sabina Marchetti & Alessandro Borin & Francesco Paolo Conteduca & Giuseppe Ilardi & Giorgio Guzzetta & Piero Poletti & Patrizio Pezzotti & Antonino Bella & Paola Stefanelli & Flavia Riccardo & Stefano, 2022. "An Epidemic Model for SARS-CoV-2 with Self-Adaptive Containment Measures," Questioni di Economia e Finanza (Occasional Papers) 681, Bank of Italy, Economic Research and International Relations Area.
    38. Elisa Guglielminetti & Concetta Rondinelli, 2024. "Macro and Micro Consumption Drivers in the Wake of the COVID-19 Pandemic," International Journal of Central Banking, International Journal of Central Banking, vol. 20(1), pages 181-237, February.
    39. Daniel J. Lewis & Karel Mertens & James H. Stock & Mihir Trivedi, 2022. "Measuring real activity using a weekly economic index," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 37(4), pages 667-687, June.
    40. Francesco Paolo Conteduca & Alessandro Borin, 2022. "A New Dataset for Local and National COVID-19-Related Restrictions in Italy," Italian Economic Journal: A Continuation of Rivista Italiana degli Economisti and Giornale degli Economisti, Springer;Società Italiana degli Economisti (Italian Economic Association), vol. 8(2), pages 435-470, July.
    41. Haiqiang Chen & Wenlan Qian & Qiang Wen, 2021. "The Impact of the COVID-19 Pandemic on Consumption: Learning from High-Frequency Transaction Data," AEA Papers and Proceedings, American Economic Association, vol. 111, pages 307-311, May.
    42. McKibbin, Warwick & Fernando, Roshen, 2023. "The global economic impacts of the COVID-19 pandemic," Economic Modelling, Elsevier, vol. 129(C).
    43. Diane Alexander & Ezra Karger, 2023. "Do Stay-at-Home Orders Cause People to Stay at Home? Effects of Stay-at-Home Orders on Consumer Behavior," The Review of Economics and Statistics, MIT Press, vol. 105(4), pages 1017-1027, July.
    44. Valentina Aprigliano & Guerino Ardizzi & Alessia Cassetta & Alessandro Cavallero & Simone Emiliozzi & Alessandro Gambini & Nazzareno Renzi & Roberta Zizza, 2021. "Exploiting payments to track Italian economic activity: the experience at Banca d’Italia," Questioni di Economia e Finanza (Occasional Papers) 609, Bank of Italy, Economic Research and International Relations Area.
    45. 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.
    46. Bachmann, Rüdiger & Bayer, Christian & Kornejew, Martin, 2023. "Pandemic Consumption," CEPR Discussion Papers 18120, C.E.P.R. Discussion Papers.
    47. Eraslan, Sercan & Götz, Thomas, 2021. "An unconventional weekly economic activity index for Germany," Economics Letters, Elsevier, vol. 204(C).
    48. Knut Are Aastveit & Tuva Marie Fastbø & Eleonora Granziera & Kenneth Sæterhagen Paulsen & Kjersti Næss Torstensen, 2024. "Nowcasting Norwegian household consumption with debit card transaction data," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 39(7), pages 1220-1244, November.
    49. Abe Dunn & Kyle Hood & Andrea Batch & Alex Driessen, 2021. "Measuring Consumer Spending Using Card Transaction Data: Lessons from the COVID-19 Pandemic," AEA Papers and Proceedings, American Economic Association, vol. 111, pages 321-325, May.
    50. Walmsley, Terrie & Rose, Adam & John, Richard & Wei, Dan & Hlávka, Jakub P. & Machado, Juan & Byrd, Katie, 2023. "Macroeconomic consequences of the COVID-19 pandemic," Economic Modelling, Elsevier, vol. 120(C).
    51. Horvath, Akos & Kay, Benjamin & Wix, Carlo, 2023. "The COVID-19 shock and consumer credit: Evidence from credit card data," Journal of Banking & Finance, Elsevier, vol. 152(C).
    52. Luigi Infante & Francesca Lilla & Francesco Vercelli, 2023. "The effects of the pandemic on households' financial savings: a Bayesian structural VAR analysis," Temi di discussione (Economic working papers) 1421, Bank of Italy, Economic Research and International Relations Area.
    53. Fezzi, Carlo & Fanghella, Valeria, 2021. "Tracking GDP in real-time using electricity market data: Insights from the first wave of COVID-19 across Europe," European Economic Review, Elsevier, vol. 139(C).
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    JEL classification:

    • D12 - Microeconomics - - Household Behavior - - - Consumer Economics: Empirical Analysis
    • E21 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Consumption; Saving; Wealth

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