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Dependence dynamics of stock markets during COVID-19

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  • Rehman, Mobeen Ur
  • Ahmad, Nasir
  • Shahzad, Syed Jawad Hussain
  • Vo, Xuan Vinh

Abstract

Stock markets have exhibited increased returns connectedness during the COVID-19 period. We examine the returns dependence among 42 stock markets classified under various emerging and developed groupings. We apply several dependence measures to examine the returns connectedness among the markets. Our results show that stock markets from the G-7 and Emerging Frontier and Asian (EFA) region exhibit high connectedness with other international markets, while Middle East and North African (MENA) and Latin American (LA) stock markets offer high diversification opportunities through low returns connectedness. The returns coherence of Central and East European (CEE) and G-7 markets increase significantly during the COVID-19 period which supports the hypothesis of contagion. However, during the pandemic MENA stock markets (excluding Greece) and most EFA markets (excluding China, Singapore and Korea) remain less cointegrated with other international equity markets. Our results have implications for individual and institutional investors, fund managers and other financial market stakeholders.

Suggested Citation

  • Rehman, Mobeen Ur & Ahmad, Nasir & Shahzad, Syed Jawad Hussain & Vo, Xuan Vinh, 2022. "Dependence dynamics of stock markets during COVID-19," Emerging Markets Review, Elsevier, vol. 51(PB).
    • Handle: RePEc:eee:ememar:v:51:y:2022:i:pb:s1566014122000115
    DOI: 10.1016/j.ememar.2022.100894
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    as
    1. Cheng, Ai-Ru & Jahan-Parvar, Mohammad R. & Rothman, Philip, 2010. "An empirical investigation of stock market behavior in the Middle East and North Africa," Journal of Empirical Finance, Elsevier, vol. 17(3), pages 413-427, June.
    2. Majdoub, Jihed & Ben Sassi, Salim, 2017. "Volatility spillover and hedging effectiveness among China and emerging Asian Islamic equity indexes," Emerging Markets Review, Elsevier, vol. 31(C), pages 16-31.
    3. P. Ferreira & A. Diomsio, 2017. "Long Range Dependence in G7 Stock Markets’ Return Rates Using Mutual Information and Detrended Cross-Correlation Analysis," Studies in Economics and Econometrics, Taylor & Francis Journals, vol. 41(1), pages 73-92, April.
    4. Jae-Kwang Hwang, 2012. "Dynamic Correlation Analysis of Asian Stock Markets," International Advances in Economic Research, Springer;International Atlantic Economic Society, vol. 18(2), pages 227-237, May.
    5. Labidi, Chiaz & Rahman, Md Lutfur & Hedström, Axel & Uddin, Gazi Salah & Bekiros, Stelios, 2018. "Quantile dependence between developed and emerging stock markets aftermath of the global financial crisis," International Review of Financial Analysis, Elsevier, vol. 59(C), pages 179-211.
    6. Horvath, Roman & Petrovski, Dragan, 2013. "International stock market integration: Central and South Eastern Europe compared," Economic Systems, Elsevier, vol. 37(1), pages 81-91.
    7. Neaime, Simon, 2012. "The global financial crisis, financial linkages and correlations in returns and volatilities in emerging MENA stock markets," Emerging Markets Review, Elsevier, vol. 13(3), pages 268-282.
    8. Zhang, Dayong & Hu, Min & Ji, Qiang, 2020. "Financial markets under the global pandemic of COVID-19," Finance Research Letters, Elsevier, vol. 36(C).
    9. Laborde Debucquet, David & Martin, Will & Vos, Rob, 2020. "Poverty and food insecurity could grow dramatically as COVID-19 spreads," IFPRI book chapters, in: COVID-19 and global food security, chapter 2, pages 16-19, International Food Policy Research Institute (IFPRI).
    10. Voronkova, Svitlana, 2004. "Equity market integration in Central European emerging markets: A cointegration analysis with shifting regimes," International Review of Financial Analysis, Elsevier, vol. 13(5), pages 633-647.
    11. R. Mantegna, 1999. "Hierarchical structure in financial markets," The European Physical Journal B: Condensed Matter and Complex Systems, Springer;EDP Sciences, vol. 11(1), pages 193-197, September.
    12. Altig, Dave & Baker, Scott & Barrero, Jose Maria & Bloom, Nicholas & Bunn, Philip & Chen, Scarlet & Davis, Steven J. & Leather, Julia & Meyer, Brent & Mihaylov, Emil & Mizen, Paul & Parker, Nicholas &, 2020. "Economic uncertainty before and during the COVID-19 pandemic," Journal of Public Economics, Elsevier, vol. 191(C).
    13. Mensi, Walid & Shahzad, Syed Jawad Hussain & Hammoudeh, Shawkat & Zeitun, Rami & Rehman, Mobeen Ur, 2017. "Diversification potential of Asian frontier, BRIC emerging and major developed stock markets: A wavelet-based value at risk approach," Emerging Markets Review, Elsevier, vol. 32(C), pages 130-147.
    14. Maria Caporale, Guglielmo & Spagnolo, Nicola, 2012. "Stock Market Integration Between Three CEECs," Journal of Economic Integration, Center for Economic Integration, Sejong University, vol. 27, pages 115-122.
    15. Ali F. Darrat & Khaled Elkhal & Sam R. Hakim, 2000. "On the Integration of Emerging Stock Markets in the Middle East," Journal of Economic Development, Chung-Ang Unviersity, Department of Economics, vol. 25(2), pages 119-129, December.
    16. Cardona, Laura & Gutiérrez, Marcela & Agudelo, Diego A., 2017. "Volatility transmission between US and Latin American stock markets: Testing the decoupling hypothesis," Research in International Business and Finance, Elsevier, vol. 39(PA), pages 115-127.
    17. Guglielmo Maria Caporale & Nicola Spagnolo, 2011. "Stock Market Integration between Three CEECs, Russia, and the UK," Review of International Economics, Wiley Blackwell, vol. 19(1), pages 158-169, February.
    18. Chaker Aloui, 2011. "Latin American stock markets’ volatility spillovers during the financial crises: a multivariate FIAPARCH-DCC framework," Macroeconomics and Finance in Emerging Market Economies, Taylor & Francis Journals, vol. 4(2), pages 289-326, May.
    19. Shahzad, Syed Jawad Hussain & Hernandez, Jose Areola & Rehman, Mobeen Ur & Al-Yahyaee, Khamis Hamed & Zakaria, Muhammad, 2018. "A global network topology of stock markets: Transmitters and receivers of spillover effects," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 492(C), pages 2136-2153.
    20. Claire G.Gilmore & Brian Lucey & Ginette M.McManus, 2005. "The Dynamics of Central European Equity Market Integration," The Institute for International Integration Studies Discussion Paper Series iiisdp069, IIIS.
    21. Wasim Ahmad & N.R. Bhanumurthy & Sanjay Sehgal, 2014. "The Eurozone crisis and its contagion effects on the European stock markets," Studies in Economics and Finance, Emerald Group Publishing Limited, vol. 31(3), pages 325-352, July.
    22. Dong, Xiyong & Li, Changhong & Yoon, Seong-Min, 2020. "Asymmetric dependence structures for regional stock markets: An unconditional quantile regression approach," The North American Journal of Economics and Finance, Elsevier, vol. 52(C).
    23. Shilpa Goyal & Anand Bansal, 2019. "Short-run and long-run dynamic linkages between Indian and US stock markets," International Journal of Indian Culture and Business Management, Inderscience Enterprises Ltd, vol. 19(3), pages 319-338.
    24. Su, Xianfang, 2020. "Dynamic behaviors and contributing factors of volatility spillovers across G7 stock markets," The North American Journal of Economics and Finance, Elsevier, vol. 53(C).
    25. Narayan, Seema & Ur Rehman, Mobeen, 2017. "Diversification opportunities between emerging and frontier Asian (EFA) and developed stock markets," Finance Research Letters, Elsevier, vol. 23(C), pages 223-232.
    26. Chuliá, Helena & Guillén, Montserrat & Uribe, Jorge M., 2017. "Spillovers from the United States to Latin American and G7 stock markets: A VAR quantile analysis," Emerging Markets Review, Elsevier, vol. 31(C), pages 32-46.
    27. Ahmed BenSaïda & Sabri Boubaker & Duc Khuong Nguyen, 2018. "The shifting dependence dynamics between the G7 stock markets," Quantitative Finance, Taylor & Francis Journals, vol. 18(5), pages 801-812, May.
    28. Egert, Balazs & Kocenda, Evzen, 2007. "Interdependence between Eastern and Western European stock markets: Evidence from intraday data," Economic Systems, Elsevier, vol. 31(2), pages 184-203, June.
    29. Fernanda G Barba & Paulo S Ceretta, 2010. "Long-run relationship among latin america stock markets and the us - impacts of the 2007/2008 crisis," Economics Bulletin, AccessEcon, vol. 30(4), pages 1-30.
    30. Ji, Qiang & Fan, Ying, 2016. "Evolution of the world crude oil market integration: A graph theory analysis," Energy Economics, Elsevier, vol. 53(C), pages 90-100.
    31. Jang, Hoyoon & Sul, Wonsik, 2002. "The Asian financial crisis and the co-movement of Asian stock markets," Journal of Asian Economics, Elsevier, vol. 13(1), pages 94-104.
    32. Gupta, Rakesh & Guidi, Francesco, 2012. "Cointegration relationship and time varying co-movements among Indian and Asian developed stock markets," International Review of Financial Analysis, Elsevier, vol. 21(C), pages 10-22.
    33. Lu Yang & Shigeyuki Hamori, 2013. "Dependence structure among international stock markets: a GARCH--copula analysis," Applied Financial Economics, Taylor & Francis Journals, vol. 23(23), pages 1805-1817, December.
    34. Nisha Mary Thomas & Smita Kashiramka & Surendra S. Yadav, 2017. "Dynamic linkages among developed, emerging and frontier capital markets of Asia-Pacific region," Journal of Advances in Management Research, Emerald Group Publishing Limited, vol. 14(3), pages 332-351, August.
    35. Kalai Lamia & Kasraoui Naziha, 2019. "Financial Cointegration and the Vector Error Correction Model: The Case of MENA Countries," International Journal of Economics and Financial Issues, Econjournals, vol. 9(1), pages 160-168.
    36. Marco GALLEGATI, 2001. "A Wavelet Analysis of MENA stock markets," Middle East and North Africa 330400031, EcoMod.
    37. Oussama Tilfani & Paulo Ferreira & My Youssef El Boukfaoui, 2020. "Revisiting stock market integration in Central and Eastern European stock markets with a dynamic analysis," Post-Communist Economies, Taylor & Francis Journals, vol. 32(5), pages 643-674, July.
    38. Romero-Meza, Rafael & Bonilla, Claudio & Benedetti, Hugo & Serletis, Apostolos, 2015. "Nonlinearities and financial contagion in Latin American stock markets," Economic Modelling, Elsevier, vol. 51(C), pages 653-656.
    39. Su, Xianfang, 2020. "Measuring extreme risk spillovers across international stock markets: A quantile variance decomposition analysis," The North American Journal of Economics and Finance, Elsevier, vol. 51(C).
    40. Somar Almohamad & Anil V. Mishra & Xiao Yu, 2018. "Mena Stock Markets Integration: Pre and Post Global Financial Crisis," Australian Economic Papers, Wiley Blackwell, vol. 57(2), pages 107-141, June.
    41. Amar, Amine Ben & Belaid, Fateh & Youssef, Adel Ben & Chiao, Benjamin & Guesmi, Khaled, 2021. "The unprecedented reaction of equity and commodity markets to COVID-19," Finance Research Letters, Elsevier, vol. 38(C).
    42. Omar Abbara & Mauricio Zevallos, 2014. "Assessing stock market dependence and contagion," Quantitative Finance, Taylor & Francis Journals, vol. 14(9), pages 1627-1641, September.
    43. Andrikopoulos, Andreas & Angelidis, Timotheos & Skintzi, Vasiliki, 2014. "Illiquidity, return and risk in G7 stock markets: Interdependencies and spillovers," International Review of Financial Analysis, Elsevier, vol. 35(C), pages 118-127.
    44. Mokni, Khaled & Mansouri, Faysal, 2017. "Conditional dependence between international stock markets: A long memory GARCH-copula model approach," Journal of Multinational Financial Management, Elsevier, vol. 42, pages 116-131.
    45. Dewandaru, Ginanjar & Masih, Rumi & Masih, Mansur, 2017. "Regional spillovers across transitioning emerging and frontier equity markets: A multi-time scale wavelet analysis," Economic Modelling, Elsevier, vol. 65(C), pages 30-40.
    46. Güloğlu, Bülent & Kaya, Pınar & Aydemir, Resul, 2016. "Volatility transmission among Latin American stock markets under structural breaks," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 462(C), pages 330-340.
    47. Jozef BARUNÍK & Lukáš VÁCHA, 2013. "Contagion among Central and Eastern European Stock Markets during the Financial Crisis," Czech Journal of Economics and Finance (Finance a uver), Charles University Prague, Faculty of Social Sciences, vol. 63(5), pages 443-453, November.
    48. Faheem Aslam & Paulo Ferreira & Khurrum Shahzad Mughal & Beenish Bashir, 2021. "Intraday Volatility Spillovers among European Financial Markets during COVID-19," IJFS, MDPI, vol. 9(1), pages 1-19, January.
    49. Leonidas Sandoval Junior & Asher Mullokandov & Dror Y. Kenett, 2015. "Dependency Relations among International Stock Market Indices," JRFM, MDPI, vol. 8(2), pages 1-39, May.
    50. Zeng, Zhi-Jian & Xie, Chi & Yan, Xin-Guo & Hu, Jue & Mao, Zhou, 2016. "Are stock market networks non-fractal? Evidence from New York Stock Exchange," Finance Research Letters, Elsevier, vol. 17(C), pages 97-102.
    51. Singh, Priyanka & Kumar, Brajesh & Pandey, Ajay, 2010. "Price and volatility spillovers across North American, European and Asian stock markets," International Review of Financial Analysis, Elsevier, vol. 19(1), pages 55-64, January.
    52. Ashraf, Badar Nadeem, 2020. "Stock markets’ reaction to COVID-19: Cases or fatalities?," Research in International Business and Finance, Elsevier, vol. 54(C).
    53. Serda Selin Öztürk & Engin Volkan, 2015. "Intraindustry Volatility Spillovers in the MENA Region," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 51(6), pages 1163-1174, November.
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