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Contagion Effect of Financial Markets in Crisis: An Analysis Based on the DCC–MGARCH Model

Author

Listed:
  • Xiuping Ji

    (Business School, University of Sussex, Brighton BN1 9RH, UK)

  • Sujuan Wang

    (Business School, Shandong University, Weihai 264209, China)

  • Honggen Xiao

    (School of Hotel and Tourism Management, The Hong Kong Polytechnic University, Hong Kong 999077, China)

  • Naipeng Bu

    (Business School, Shandong University, Weihai 264209, China)

  • Xiaonan Lin

    (Business School, Shandong University, Weihai 264209, China)

Abstract

Global crises have created unprecedented challenges for communities and economies across the world, triggering turmoil in global finance and economy. This study adopts the dynamic conditional correlation multiple generalized autoregressive conditional heteroskedasticity (DCC–MGARCH) model to explore contagion effects across financial markets in crisis. The main findings are as follows: (1) the financial crisis and COVID-19 pandemic intensified the connection between the Chinese and US stock markets in the short term; (2) the dynamic conditional correlations (DCCs) during the COVID-19 pandemic are higher than those during the 2008 financial crisis owing to the further opening of the Chinese capital market, and financial institutions’ investments in the European market are higher than those in the American markets; (3) a stepwise increase is observed in the dynamic conditional correlation between the returns on the S&P 500 Index and SSEC during and after the onset of a destructive crisis; and (4) a unidirectional contagion effect exists between the Chinese market and US market, and the Hong Kong stock market contributes to the risk spillover. Effective transmission channels of external negative shocks may be investors’ sentiments, financial institutions, and the RMB exchange rate in the stock markets. This study provides useful suggestions to authorities formulating financial regulations and investors diversifying risk investments.

Suggested Citation

  • Xiuping Ji & Sujuan Wang & Honggen Xiao & Naipeng Bu & Xiaonan Lin, 2022. "Contagion Effect of Financial Markets in Crisis: An Analysis Based on the DCC–MGARCH Model," Mathematics, MDPI, vol. 10(11), pages 1-14, May.
  • Handle: RePEc:gam:jmathe:v:10:y:2022:i:11:p:1819-:d:823862
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    1. Kedong Yin & Zhe Liu & Peide Liu, 2017. "Trend analysis of global stock market linkage based on a dynamic conditional correlation network," Journal of Business Economics and Management, Taylor & Francis Journals, vol. 18(4), pages 779-800, July.
    2. Syllignakis, Manolis N. & Kouretas, Georgios P., 2011. "Dynamic correlation analysis of financial contagion: Evidence from the Central and Eastern European markets," International Review of Economics & Finance, Elsevier, vol. 20(4), pages 717-732, October.
    3. Claeys, Peter & Vašíček, Bořek, 2014. "Measuring bilateral spillover and testing contagion on sovereign bond markets in Europe," Journal of Banking & Finance, Elsevier, vol. 46(C), pages 151-165.
    4. 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.
    5. Wenmin Wu & Chien-Chiang Lee & Wenwu Xing & Shan-Ju Ho, 2021. "The impact of the COVID-19 outbreak on Chinese-listed tourism stocks," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 7(1), pages 1-18, December.
    6. Xiuping Ji & Feiran Dong & Chen Zheng & Naipeng Bu, 2022. "The Influences of International Trade on Sustainable Economic Growth: An Economic Policy Perspective," Sustainability, MDPI, vol. 14(5), pages 1-15, February.
    7. Karime Chahuán-Jiménez & Rolando Rubilar-Torrealba & Hanns de la Fuente-Mella, 2021. "Market Openness and Its Relationship to Connecting Markets Due to COVID-19," Sustainability, MDPI, vol. 13(19), pages 1-12, October.
    8. Alan Siu & Y. C. Richard Wong, 2004. "Economic Impact of SARS: The Case of Hong Kong," Asian Economic Papers, MIT Press, vol. 3(1), pages 62-83.
    9. Rodriguez, Juan Carlos, 2007. "Measuring financial contagion: A Copula approach," Journal of Empirical Finance, Elsevier, vol. 14(3), pages 401-423, June.
    10. Chiang, Thomas C. & Jeon, Bang Nam & Li, Huimin, 2007. "Dynamic correlation analysis of financial contagion: Evidence from Asian markets," Journal of International Money and Finance, Elsevier, vol. 26(7), pages 1206-1228, November.
    11. Morales, Lucía & Andreosso-O’Callaghan, Bernadette, 2012. "The current global financial crisis: Do Asian stock markets show contagion or interdependence effects?," Journal of Asian Economics, Elsevier, vol. 23(6), pages 616-626.
    12. Baker, Malcolm & Wurgler, Jeffrey & Yuan, Yu, 2012. "Global, local, and contagious investor sentiment," Journal of Financial Economics, Elsevier, vol. 104(2), pages 272-287.
    13. Engle, Robert, 2002. "Dynamic Conditional Correlation: A Simple Class of Multivariate Generalized Autoregressive Conditional Heteroskedasticity Models," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(3), pages 339-350, July.
    14. Goodell, John W., 2020. "COVID-19 and finance: Agendas for future research," Finance Research Letters, Elsevier, vol. 35(C).
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