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The Covid-19 Pandemic and European Trade Flows: Evidence from a Dynamic Panel Model

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  • Guglielmo Maria Caporale
  • Anamaria Diana Sova
  • Robert Sova

Abstract

This paper investigates the impact of the Covid-19 pandemic on trade flows in the case of the European countries. First, an ARDL dynamic panel model is estimated using the PMG method to analyse monthly data covering the most recent period (2019M1-2021M12); then, the GMM and PCSE approaches are applied to a much longer span of quarterly data (2000Q1-2021Q4), which also includes the Global Financial Crisis (GFC) of 2007-2009, in order to compare the trade impact of two different crises. The findings based on the monthly data provide clear evidence of the significant negative effects of the Covid-19 pandemic on both exports and imports in both the short and the long run, and also suggest that digitalization was instrumental in mitigating the impact of the crisis and speeding up the recovery. The quarterly analysis over a longer time period indicates that both the GCF and the Covid-19 pandemic had negative effects on trade but of a different magnitude. The use of digital technology enabling remote work and e-commerce are again some of the factors likely explaining why international trade fell by less and also rebounded much more quickly during the Covid-19 pandemic compared to the GFC.

Suggested Citation

  • Guglielmo Maria Caporale & Anamaria Diana Sova & Robert Sova, 2022. "The Covid-19 Pandemic and European Trade Flows: Evidence from a Dynamic Panel Model," CESifo Working Paper Series 9848, CESifo.
    • Handle: RePEc:ces:ceswps:_9848
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    References listed on IDEAS

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    1. Guglielmo Maria Caporale & Anamaria Sova & Robert Sova, 2021. "Trade Flows, Private Credit and the Covid-19-Pandemic: Panel Evidence from 35 OECD Countries," CESifo Working Paper Series 9400, CESifo.
    2. Altavilla, Carlo & Barbiero, Francesca & Boucinha, Miguel & Burlon, Lorenzo, 2023. "The Great Lockdown: Pandemic response policies and bank lending conditions," European Economic Review, Elsevier, vol. 156(C).
    3. Hansen, Lars Peter, 1982. "Large Sample Properties of Generalized Method of Moments Estimators," Econometrica, Econometric Society, vol. 50(4), pages 1029-1054, July.
    4. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    5. Caporale, Guglielmo Maria & Sova, Anamaria Diana & Sova, Robert, 2022. "The direct and indirect effects of financial development on international trade: Evidence from the CEEC-6," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 78(C).
    6. Head, Keith & Mayer, Thierry, 2014. "Gravity Equations: Workhorse,Toolkit, and Cookbook," Handbook of International Economics, in: Gopinath, G. & Helpman, . & Rogoff, K. (ed.), Handbook of International Economics, edition 1, volume 4, chapter 0, pages 131-195, Elsevier.
    7. David Roodman, 2009. "How to do xtabond2: An introduction to difference and system GMM in Stata," Stata Journal, StataCorp LP, vol. 9(1), pages 86-136, March.
    8. Meier, Matthias & Pinto, Eugenio, 2024. "COVID-19 Supply Chain Disruptions," European Economic Review, Elsevier, vol. 162(C).
    9. Peter C. B. Phillips & Bruce E. Hansen, 1990. "Statistical Inference in Instrumental Variables Regression with I(1) Processes," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 57(1), pages 99-125.
    10. Kazunobu Hayakawa & Kohei Imai, 2022. "Who sends me face masks? Evidence for the impacts of COVID‐19 on international trade in medical goods," The World Economy, Wiley Blackwell, vol. 45(2), pages 365-385, February.
    11. Javier Barbero & Juan José de Lucio & Ernesto Rodríguez-Crespo, 2021. "Effects of COVID-19 on trade flows: Measuring their impact through government policy responses," PLOS ONE, Public Library of Science, vol. 16(10), pages 1-20, October.
    12. Harris, Richard D. F. & Tzavalis, Elias, 1999. "Inference for unit roots in dynamic panels where the time dimension is fixed," Journal of Econometrics, Elsevier, vol. 91(2), pages 201-226, August.
    13. Konstantin Büchel & Stefan Legge & Vincent Pochon & Philipp Wegmüller, 2020. "Swiss trade during the COVID-19 pandemic: an early appraisal," Swiss Journal of Economics and Statistics, Springer;Swiss Society of Economics and Statistics, vol. 156(1), pages 1-15, December.
    14. Pesaran, M. Hashem & Smith, Ron, 1995. "Estimating long-run relationships from dynamic heterogeneous panels," Journal of Econometrics, Elsevier, vol. 68(1), pages 79-113, July.
    15. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    16. Jasper Verschuur & Elco E. Koks & Jim W. Hall, 2021. "Observed impacts of the COVID-19 pandemic on global trade," Nature Human Behaviour, Nature, vol. 5(3), pages 305-307, March.
    17. Asier Minondo, 2021. "Impact of COVID-19 on the trade of goods and services in Spain," Applied Economic Analysis, Emerald Group Publishing Limited, vol. 29(85), pages 58-76, February.
    18. Hayakawa, Kazunobu & Mukunoki, Hiroshi, 2021. "The impact of COVID-19 on international trade: Evidence from the first shock," Journal of the Japanese and International Economies, Elsevier, vol. 60(C).
    19. Johansen, Soren, 1995. "Identifying restrictions of linear equations with applications to simultaneous equations and cointegration," Journal of Econometrics, Elsevier, vol. 69(1), pages 111-132, September.
    20. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    21. Levin, Andrew & Lin, Chien-Fu & James Chu, Chia-Shang, 2002. "Unit root tests in panel data: asymptotic and finite-sample properties," Journal of Econometrics, Elsevier, vol. 108(1), pages 1-24, May.
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    Cited by:

    1. Guglielmo Maria Caporale & Anamaria Diana Sova & Robert Sova, 2022. "The Covid-19 Pandemic and European Trade Patterns: A Sectoral Analysis," CESifo Working Paper Series 10115, CESifo.

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    More about this item

    Keywords

    Covid-19 pandemic; trade flows; dynamic panel models; pooled mean group (PMG) estimator;
    All these keywords.

    JEL classification:

    • C25 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Discrete Regression and Qualitative Choice Models; Discrete Regressors; Proportions; Probabilities
    • E61 - Macroeconomics and Monetary Economics - - Macroeconomic Policy, Macroeconomic Aspects of Public Finance, and General Outlook - - - Policy Objectives; Policy Designs and Consistency; Policy Coordination
    • F13 - International Economics - - Trade - - - Trade Policy; International Trade Organizations
    • F15 - International Economics - - Trade - - - Economic Integration

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