Dynamics of Volatility Spillover among the US and emerging Asian stock markets amid the COVID-19 pandemic
Keywords:
Volatility Spillover, COVID-19, Portfolio Diversification, Risk MinimizationAbstract
This study examines the dynamics of volatility Spillover among the US and emerging Asian Stock markets (China, Pakistan, India, Malaysia and Korea) amid the COVID-19 pandemic. The analysis used data of daily stock returns and the time period is divided into two phases: pre and during COVID-19. The pre period is from November 1st, 2017 to November 30th, 2019 and during period is from December 1st, 2019 to December 31st, 2021. The pre-period has been taken for comparative purpose. The Spillover index method provided by Diebold and Yilmaz (2012) is use to check these dynamics. The findings indicate the presence of integration and the asymmetric volatility Spillover among these sampled stock markets. The transmission pattern of volatility Spillover is bidirectional. The Korean Composite Stock Price Index (KOSPI) is the only market that transmitted less and also received less volatility Spillover from other stock markets. The US (S&P 500) being highly affected country by pandemic transmitted higher volatility Spillover to others rather than receiving while China being pandemic originating country lies on a moderate level; not highly affected by others nor affect others. The findings of the present study help investors and portfolio managers to diversify their portfolio accordingly while help policy makers to design strategies to protect their financial markets from future uncertain events. The study have significant implications for risk minimization and portfolio diversification.
References
Acatrinei, M., Gorun, A., & Marcu, N. (2013). A Dcc-Garch Model to Estimate. Romanian Journal of Economic Forecasting, 1(2013), 136-148.
AlAli, M. S. (2020). The effect of who COVID-19 announcement on Asian Stock Markets returns: an event study analysis. Journal of Economics and Business, 3(3).
Alber, N. (2020). The effect of coronavirus spread on stock markets: The case of the worst 6 countries. Available at SSRN 3578080.
Arshanapalli, B., & Doukas, J. (1993). International stock market linkages: Evidence from the pre-and post-October 1987 period. Journal of Banking & Finance, 17(1), 193-208.
Ashraf, B. N. (2020a). Economic impact of government interventions during the COVID-19 pandemic: International evidence from financial markets. Journal of behavioral and experimental finance, 27, 100371.
Ashraf, B. N. (2020b). Stock markets’ reaction to COVID-19: Cases or fatalities? Research in International Business and Finance, 54, 101249.
Asif, M. (2022). Integration of Information Technology in Financial Services and its Adoption by the Financial Sector in Pakistan. Inverge Journal of Social Sciences, 1(2), 23-35.
Asif, M., Adil Pasha, M., Shafiq, S., & Craine, I. (2022). Economic Impacts of Post COVID-19. Inverge Journal of Social Sciences, 1(1), 56-65. https://doi.org/10.1022/ijss.v1i1.6
Azimli, A. (2020). The impact of COVID-19 on the degree of dependence and structure of risk-return relationship: A quantile regression approach. Finance Research Letters, 36, 101648.
Bakas, D., & Triantafyllou, A. (2020). Commodity price volatility and the economic uncertainty of pandemics. Economics Letters, 193, 109283.
Baker, S. R., Bloom, N., Davis, S. J., & Terry, S. J. (2020). Covid-induced economic uncertainty.
Baruník, J., Kocenda, E., & Vácha, L. (2015). Volatility spillovers across petroleum markets. The Energy Journal, 36(3).
Bekaert, G., & Harvey, C. R. (2003). Market integration and contagion. In: National Bureau of Economic Research Cambridge, Mass., USA.
Billio, M., Donadelli, M., Paradiso, A., & Riedel, M. (2017). Which market integration measure? Journal of Banking & Finance, 76, 150-174.
Bissoondoyal-Bheenick, E., Do, H., Hu, X., & Zhong, A. (2021). Learning from SARS: Return and volatility connectedness in COVID-19. Finance Research Letters, 41, 101796.
Biswas, D. (2015). The effect of portfolio diversification theory: Study on modern portfolio theory of stock investment in the national stock exchange. Journal of Commerce and Management Thought, 6(3), 445-455.
Calvo, S. G., & Reinhart, C. M. (1996). Capital flows to Latin America: is there evidence of contagion effects? Available at SSRN 636120.
Clark, T. E., & West, K. D. (2007). Approximately normal tests for equal predictive accuracy in nested models. Journal of econometrics, 138(1), 291-311.
Diebold, F. X., & Yilmaz, K. (2009). Measuring financial asset return and volatility spillovers, with application to global equity markets. The Economic Journal, 119(534), 158-171.
Diebold, F. X., & Yilmaz, K. (2012). Better to give than to receive: Predictive directional measurement of volatility spillovers. International Journal of forecasting, 28(1), 57-66.
El-Basuon, H. (2020). Effect of COVID-19 on the Arab financial markets evidence from Egypt and KSA. IOSR Journal of Business and Management, 22(6), 14-21.
Elsayed, A., & Abdelrhim, M. (2020). The Effect Of COVID-19 Spread On Egyptian Stock Market Sectors. Available at SSRN 3608734.
Engle III, R. F., Ito, T., & Lin, W.-L. (1988). Meteor showers or heat waves? Heteroskedastic intra-daily volatility in the foreign exchange market. In: National Bureau of Economic Research Cambridge, Mass., USA.
Engle, R. (2002). Dynamic conditional correlation: A simple class of multivariate generalized autoregressive conditional heteroskedasticity models. Journal of Business & Economic Statistics, 20(3), 339-350.
Engle, R. F., & Kroner, K. F. (1995). Multivariate simultaneous generalized ARCH. Econometric theory, 11(1), 122-150.
Evans, O. (2020). Socio-economic impacts of novel coronavirus: The policy solutions. BizEcons Quarterly, 7, 3-12.
Faque, M., & Hacioglu, U. (2021). Investigating the impact of Covid-19 pandemic on stock markets: Evidence from global equity indices. International Journal of Research in Business and Social Science (2147-4478), 10(7), 199-219.
Gates, B. (2020). Responding to Covid-19—a once-in-a-century pandemic? New England Journal of Medicine, 382(18), 1677-1679.
Ghorbel, A., & Jeribi, A. (2021). Volatility spillovers and contagion between energy sector and financial assets during COVID-19 crisis period. Eurasian Economic Review, 11(3), 449-467.
Goodell, J. W. (2020). COVID-19 and finance: Agendas for future research. Finance Research Letters, 35, 101512.
Gormsen, N. J., & Koijen, R. S. (2020). Coronavirus: Impact on stock prices and growth expectations. The Review of Asset Pricing Studies, 10(4), 574-597.
Gulzar, S., Mujtaba Kayani, G., Xiaofen, H., Ayub, U., & Rafique, A. (2019). Financial cointegration and spillover effect of global financial crisis: A study of emerging Asian financial markets. Economic research-Ekonomska istraživanja, 32(1), 187-218.
Ito, T., Engle, R. F., & Lin, W.-L. (1992). Where does the meteor shower come from?: The role of stochastic policy coordination. Journal of international economics, 32(3-4), 221-240.
Jebran, K., Chen, S., Ullah, I., & Mirza, S. S. (2017). Does volatility spillover among stock markets varies from normal to turbulent periods? Evidence from emerging markets of Asia. The Journal of Finance and Data Science, 3(1-4), 20-30.
Jones, P. M., & O’Steen, H. (2018). Time-varying correlations and Sharpe ratios during quantitative easing. Studies in Nonlinear Dynamics & Econometrics, 22(1).
Kao, W.-S., Kao, T.-C., Changchien, C.-C., Wang, L.-H., & Yeh, K.-T. (2018). Contagion in international stock markets after the subprime mortgage crisis. The Chinese Economy, 51(2), 130-153.
Kim, B.-H., Kim, H., & Lee, B.-S. (2015). Spillover effects of the US financial crisis on financial markets in emerging Asian countries. International Review of Economics & Finance, 39, 192-210.
Kluwe-Schiavon, B., Viola, T. W., Bandinelli, L. P., Castro, S. C. C., Kristensen, C. H., Costa da Costa, J., & Grassi-Oliveira, R. (2021). A behavioral economic risk aversion experiment in the context of the COVID-19 pandemic. Plos one, 16(1), e0245261.
Koop, G., Pesaran, M. H., & Potter, S. M. (1996). Impulse response analysis in nonlinear multivariate models. Journal of econometrics, 74(1), 119-147.
Le, T. P. T. D., & Tran, H. L. M. (2021). The contagion effect from US stock market to the Vietnamese and the Philippine stock markets: The evidence of DCC-GARCH model. The Journal of Asian Finance, Economics, and Business, 8(2), 759-770.
Lee, J.-W., & McKibbin, W. J. (2004). Globalization and disease: The case of SARS. Asian Economic Papers, 3(1), 113-131.
Lee, S. B., & Kim, K. J. (1993). Does the October 1987 crash strengthen the co‐movements among national stock markets? Review of Financial Economics, 3(1), 89-102.
Liu, H., Manzoor, A., Wang, C., Zhang, L., & Manzoor, Z. (2020). The COVID-19 outbreak and affected countries stock markets response. International Journal of Environmental Research and Public Health, 17(8), 2800.
Liu, H., Wang, Y., He, D., & Wang, C. (2020). Short term response of Chinese stock markets to the outbreak of COVID-19. Applied Economics, 52(53), 5859-5872.
Markowitz, H. M. (1991). Foundations of portfolio theory. The Journal of Finance, 46(2), 469-477.
Mensi, W., Beljid, M., Boubaker, A., & Managi, S. (2013). Correlations and volatility spillovers across commodity and stock markets: Linking energies, food, and gold. Economic Modelling, 32, 15-22.
Molodtsova, T., & Papell, D. H. (2009). Out-of-sample exchange rate predictability with Taylor rule fundamentals. Journal of international economics, 77(2), 167-180.
Nguyen, L., Gallery, G., & Newton, C. (2019). The joint influence of financial risk perception and risk tolerance on individual investment decision‐making. Accounting & Finance, 59, 747-771.
Pasha, M. A., Ramzan, M., & Asif, M. (2019). Impact of Economic Value Added Dynamics on Stock Prices Fact or Fallacy: New Evidence from Nested Panel Analysis. Global Social Sciences Review, 4(3), 135-147.
Paskaleva, M., & Stoykova, A. (2021). Globalization Effects on Contagion Risks in Financial Markets. Ekonomicko-manazerske spektrum, 15(1), 38-54.
Pesaran, H. H., & Shin, Y. (1998). Generalized impulse response analysis in linear multivariate models. Economics Letters, 58(1), 17-29.
Pesaran, M. H., & Timmermann, A. (2002). Market timing and return prediction under model instability. Journal of Empirical Finance, 9(5), 495-510.
Sadraoui, T., Regaieg, R., Abdelghani, S., Moussa, W., & Mgadmi, N. (2021). The Dependence and Risk Spillover Between Energy Market and BRICS Stock Markets: A Copula-MGARCH Model Approach. Global Business Review, 0(0), 09721509211049123. https://doi.org/10.1177/09721509211049123
Siddiqui, S. (2009). Stock markets integration: Examining linkages between selected world markets. Vision, 13(1), 19-30.
Singh, B., Dhall, R., Narang, S., & Rawat, S. The Outbreak of COVID-19 and Stock Market Responses: An Event Study and Panel Data Analysis for G-20 Countries. Global Business Review, 0(0), 0972150920957274. https://doi.org/10.1177/0972150920957274
Singh, B., Dhall, R., Narang, S., & Rawat, S. (2020). The outbreak of COVID-19 and stock market responses: An event study and panel data analysis for G-20 countries. Global Business Review, 0972150920957274.
Syllignakis, M. N., & Kouretas, G. P. (2011). Dynamic correlation analysis of financial contagion: Evidence from the Central and Eastern European markets. International Review of Economics & Finance, 20(4), 717-732.
Taleb, N. (2005). The black swan: Why don’t we learn that we don’t learn. NY: Random House.
Topcu, M., & Gulal, O. S. (2020). The impact of COVID-19 on emerging stock markets. Finance Research Letters, 36, 101691.
Tsai, I. (2014). Spillover of fear: Evidence from the stock markets of five developed countries. International Review of Financial Analysis, 33, 281-288.
WHO. (2020). WHO Cronavirus (COVID-19) Dashboard. https://covid19.who.int/
Zeren, F., & HIZARCI, A. (2020). The impact of COVID-19 coronavirus on stock markets: evidence from selected countries. Muhasebe ve Finans İncelemeleri Dergisi, 3(1), 78-84.
Zhang, D., Hu, M., & Ji, Q. (2020). Financial markets under the global pandemic of COVID-19. Finance Research Letters, 36, 101528.
Downloads
Published
How to Cite
Issue
Section
Categories
License
Copyright (c) 2023 Mariyam Qadir, Dr Saqib Gulzar, Dr Muhammad Owais
This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
The work is concurrently licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License, which permits others to share the work with an acknowledgement of the authorship and the work's original publication in this journal, while the authors retain copyright and grant the journal the right of first publication.