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Shaking Stability: COVID-19 Impact on the Visegrad Group Countries’ Financial Markets

Author

Listed:
  • Katarzyna Czech

    (Department of Econometrics and Statistics, Institute of Economics and Finance, Warsaw University of Life Sciences-SGGW, Nowoursynowska 166, 02-787 Warsaw, Poland)

  • Michał Wielechowski

    (Department of Economics and Economic Policy, Institute of Economics and Finance, Warsaw University of Life Sciences-SGGW, Nowoursynowska 166, 02-787 Warsaw, Poland)

  • Pavel Kotyza

    (Department of Economics, Faculty of Economics and Management, Czech University of Life Sciences Prague, Kamýcka 129, 16500 Prague, Czech Republic)

  • Irena Benešová

    (Department of Economics, Faculty of Economics and Management, Czech University of Life Sciences Prague, Kamýcka 129, 16500 Prague, Czech Republic)

  • Adriana Laputková

    (Department of Languages, Faculty of Economics and Management, Czech University of Life Sciences Prague, Kamýcka 129, 16500 Prague, Czech Republic)

Abstract

The recent outbreak of the coronavirus pandemic has made a significant impact on the global financial markets. The aim of this paper is to assess the short-term reaction of the Visegrad countries’ financial markets to the COVID-19 pandemic. The Visegrad Group is a political alliance of four Central European countries, namely Czechia, Hungary, Poland, and Slovakia. The financial assessment is based on the EUR/CZK, EUR/HUF, and EUR/PLN exchange rates and the major blue-chip stock market indices, that is Prague PX, Budapest BUX, Warsaw WIG20, and Bratislava SAX. It is evident that the ongoing pandemic has changed the expectations of the financial market participants about the future value of exchange rates in the Visegrad countries. This study indicates that, as a consequence of COVID-19, higher probability has been attached to the large depreciation of the Czech koruna (CZK), the Hungarian forint (HUF), and the Polish zloty (PLN) than to their large appreciation. Moreover, based on the TGARCH model, the positive and significant correlation between the number of reported COVID-19 cases and the exchange rates has been confirmed, implying that the ongoing pandemic has resulted in the depreciation of the Visegrad currencies. Additionally, the result of the TGARCH model reveals that there is a significant and negative link between the Visegrad stock market indices and the COVID-19 spread.

Suggested Citation

  • Katarzyna Czech & Michał Wielechowski & Pavel Kotyza & Irena Benešová & Adriana Laputková, 2020. "Shaking Stability: COVID-19 Impact on the Visegrad Group Countries’ Financial Markets," Sustainability, MDPI, vol. 12(15), pages 1-19, August.
  • Handle: RePEc:gam:jsusta:v:12:y:2020:i:15:p:6282-:d:394421
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    as
    1. Ning, Cathy & Xu, Dinghai & Wirjanto, Tony S., 2015. "Is volatility clustering of asset returns asymmetric?," Journal of Banking & Finance, Elsevier, vol. 52(C), pages 62-76.
    2. Warwick McKibbin & Roshen Fernando, 2021. "The Global Macroeconomic Impacts of COVID-19: Seven Scenarios," Asian Economic Papers, MIT Press, vol. 20(2), pages 1-30, Summer.
    3. Topcu, Mert & Gulal, Omer Serkan, 2020. "The impact of COVID-19 on emerging stock markets," Finance Research Letters, Elsevier, vol. 36(C).
    4. David Berger & Kyle Herkenhoff & Chengdai Huang & Simon Mongey, 2022. "Testing and Reopening in an SEIR Model," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 43, pages 1-21, January.
    5. Nelson, Daniel B, 1991. "Conditional Heteroskedasticity in Asset Returns: A New Approach," Econometrica, Econometric Society, vol. 59(2), pages 347-370, March.
    6. De Bock, Reinout & de Carvalho Filho, Irineu, 2015. "The behavior of currencies during risk-off episodes," Journal of International Money and Finance, Elsevier, vol. 53(C), pages 218-234.
    7. Titan Alon & Matthias Doepke & Jane Olmstead-Rumsey & Michèle Tertilt, 2020. "The Impact of COVID-19 on Gender Equality," NBER Working Papers 26947, National Bureau of Economic Research, Inc.
    8. Beber, Alessandro & Breedon, Francis & Buraschi, Andrea, 2010. "Differences in beliefs and currency risk premiums," Journal of Financial Economics, Elsevier, vol. 98(3), pages 415-438, December.
    9. Stefano Ramelli & Alexander F Wagner, 2020. "Feverish Stock Price Reactions to COVID-19," The Review of Corporate Finance Studies, Society for Financial Studies, vol. 9(3), pages 622-655.
    10. Goodell, John W., 2020. "COVID-19 and finance: Agendas for future research," Finance Research Letters, Elsevier, vol. 35(C).
    11. Angelo Ranaldo & Paul Söderlind, 2010. "Safe Haven Currencies," Review of Finance, European Finance Association, vol. 14(3), pages 385-407.
    12. Nils Engelhardt & Miguel Krause & Daniel Neukirchen & Peter Posch, 2020. "What Drives Stocks during the Corona-Crash? News Attention vs. Rational Expectation," Sustainability, MDPI, vol. 12(12), pages 1-12, June.
    13. 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.
    14. Wang, Jianxin & Yang, Minxian, 2009. "Asymmetric volatility in the foreign exchange markets," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 19(4), pages 597-615, October.
    15. Faheem Aslam & Wahbeeah Mohti & Paulo Ferreira, 2020. "Evidence of Intraday Multifractality in European Stock Markets during the Recent Coronavirus (COVID-19) Outbreak," IJFS, MDPI, vol. 8(2), pages 1-13, May.
    16. Yeh, Yin-Hua & Lee, Tsun-Siou, 2000. "The interaction and volatility asymmetry of unexpected returns in the greater China stock markets," Global Finance Journal, Elsevier, vol. 11(1-2), pages 129-149.
    17. Zhang, Dayong & Hu, Min & Ji, Qiang, 2020. "Financial markets under the global pandemic of COVID-19," Finance Research Letters, Elsevier, vol. 36(C).
    18. Verikios, George & Sullivan, Maura & Stojanovski, Pane & Giesecke, James & Woo, Gordon, 2011. "The Global Economic Effects of Pandemic Influenza," Conference papers 332033, Purdue University, Center for Global Trade Analysis, Global Trade Analysis Project.
    19. David Berger & Kyle Herkenhoff & Chengdai Huang & Simon Mongey, 2022. "Testing and Reopening in an SEIR Model," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 43, pages 1-21, January.
    20. Stephen Gilmore & Fumio Hayashi, 2011. "Emerging Market Currency Excess Returns," American Economic Journal: Macroeconomics, American Economic Association, vol. 3(4), pages 85-111, October.
    21. repec:aei:rpaper:1008560098 is not listed on IDEAS
    22. Sharif, Arshian & Aloui, Chaker & Yarovaya, Larisa, 2020. "COVID-19 pandemic, oil prices, stock market, geopolitical risk and policy uncertainty nexus in the US economy: Fresh evidence from the wavelet-based approach," International Review of Financial Analysis, Elsevier, vol. 70(C).
    23. Glosten, Lawrence R & Jagannathan, Ravi & Runkle, David E, 1993. "On the Relation between the Expected Value and the Volatility of the Nominal Excess Return on Stocks," Journal of Finance, American Finance Association, vol. 48(5), pages 1779-1801, December.
    24. Norman V. Loayza & Steven Pennings, 2020. "Macroeconomic Policy in the Time of COVID-19," World Bank Publications - Reports 33540, The World Bank Group.
    25. Xing-Yi Ge & Jia-Lu Li & Xing-Lou Yang & Aleksei A. Chmura & Guangjian Zhu & Jonathan H. Epstein & Jonna K. Mazet & Ben Hu & Wei Zhang & Cheng Peng & Yu-Ji Zhang & Chu-Ming Luo & Bing Tan & Ning Wang , 2013. "Isolation and characterization of a bat SARS-like coronavirus that uses the ACE2 receptor," Nature, Nature, vol. 503(7477), pages 535-538, November.
    26. Stefano Ramelli & Alexander F Wagner, 0. "Feverish Stock Price Reactions to COVID-19," Review of Corporate Finance Studies, Oxford University Press, vol. 9(3), pages 622-655.
    27. Habib, Maurizio M. & Stracca, Livio, 2012. "Getting beyond carry trade: What makes a safe haven currency?," Journal of International Economics, Elsevier, vol. 87(1), pages 50-64.
    28. Bekaert, Geert & Wu, Guojun, 2000. "Asymmetric Volatility and Risk in Equity Markets," The Review of Financial Studies, Society for Financial Studies, vol. 13(1), pages 1-42.
    29. Grisse, Christian & Nitschka, Thomas, 2015. "On financial risk and the safe haven characteristics of Swiss franc exchange rates," Journal of Empirical Finance, Elsevier, vol. 32(C), pages 153-164.
    30. Campa, Jose M. & Chang, P. H. Kevin & Reider, Robert L., 1998. "Implied exchange rate distributions: evidence from OTC option markets1," Journal of International Money and Finance, Elsevier, vol. 17(1), pages 117-160, February.
    31. Bollerslev, Tim, 1990. "Modelling the Coherence in Short-run Nominal Exchange Rates: A Multivariate Generalized ARCH Model," The Review of Economics and Statistics, MIT Press, vol. 72(3), pages 498-505, August.
    32. Qing He & Junyi Liu & Sizhu Wang & Jishuang Yu, 2020. "The impact of COVID-19 on stock markets," Economic and Political Studies, Taylor & Francis Journals, vol. 8(3), pages 275-288, July.
    33. Okorie, David Iheke & Lin, Boqiang, 2021. "Stock markets and the COVID-19 fractal contagion effects," Finance Research Letters, Elsevier, vol. 38(C).
    34. Sabiruzzaman, Md. & Monimul Huq, Md. & Beg, Rabiul Alam & Anwar, Sajid, 2010. "Modeling and forecasting trading volume index: GARCH versus TGARCH approach," The Quarterly Review of Economics and Finance, Elsevier, vol. 50(2), pages 141-145, May.
    35. Loayza,Norman V. & Pennings,Steven Michael, 2020. "Macroeconomic Policy in the Time of COVID-19 : A Primer for Developing Countries," Research and Policy Briefs 147291, The World Bank.
    36. Andy Sumner & Christopher Hoy & Eduardo Ortiz-Juarez, 2020. "Estimates of the impact of COVID-19 on global poverty," WIDER Working Paper Series wp-2020-43, World Institute for Development Economic Research (UNU-WIDER).
    37. Krzysztof Goniewicz & Amir Khorram-Manesh & Attila J. Hertelendy & Mariusz Goniewicz & Katarzyna Naylor & Frederick M. Burkle, 2020. "Current Response and Management Decisions of the European Union to the COVID-19 Outbreak: A Review," Sustainability, MDPI, vol. 12(9), pages 1-12, May.
    38. Scott R. Baker & Nicholas Bloom & Steven J. Davis & Kyle J. Kost & Marco C. Sammon & Tasaneeya Viratyosin, 2020. "The Unprecedented Stock Market Impact of COVID-19," NBER Working Papers 26945, National Bureau of Economic Research, Inc.
    39. Wunong Zhang & Yuxin Wang & Lili Yang & Chuanyi Wang, 2020. "Suspending Classes Without Stopping Learning: China’s Education Emergency Management Policy in the COVID-19 Outbreak," JRFM, MDPI, vol. 13(3), pages 1-6, March.
    40. Engle, Robert F, 1982. "Autoregressive Conditional Heteroscedasticity with Estimates of the Variance of United Kingdom Inflation," Econometrica, Econometric Society, vol. 50(4), pages 987-1007, July.
    Full references (including those not matched with items on IDEAS)

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