Volatility Spillovers Between BRIC and South African Stock Markets: Evidence from the COVID-19 and Russia-Ukraine Crises
https://doi.org/10.26794/2308-944X-2025-13-2-40-60
Abstract
The aim of this study was to assess how global crises influenced volatility spillovers between BRIC and South African stock markets. In conducting the study, the methods employed are the generalized autoregressive conditional heteroskedasticity (GARCH) framework and the time-varying parameter vector autoregressive (TVP-VAR) Diebold-Yilmaz approach, based on a sample period segmented into pre-crisis, COVID-19, and Russia-Ukraine conflict phases. The study results revealed that volatility spillovers intensified during the COVID-19 pandemic due to economic disruptions and uncertainty. At the same time, the Russia-Ukraine conflict saw reduced spillovers due to geopolitical isolation and risk aversion. South Africa consistently emerged as a key volatility transmitter, particularly during crises. The study concludes that different global crises have distinct impacts on volatility transmission and should, therefore, be treated distinctly. The key contribution lies in enhancing the understanding of crisis-driven market integration, providing valuable insights for risk management and policy-making in interconnected financial systems.
About the Authors
L. MugutoSouth Africa
Lorraine Muguto — PhD (Fin.), Postdoctoral Research Fellow
Durban
A. Moodley
South Africa
Amy Moodley — B. Com. (Hons. Bus. Sci.), Postgraduate Honours Student
Durban
S. Pillay
South Africa
Santhiran Pillay — B. Com. (Hons. Bus. Sci.), Postgraduate Student
Durban
M. Zulu
South Africa
Mcabangomuhle Zulu — B. Com. (Hons. Bus. Sci.), Postgraduate Student
Durban
N. Vilakazi
South Africa
Nonkululeko Vilakazi — B. Com. (Hons. Bus. Sci.), Postgraduate Student
Durban
H. T. Muguto
South Africa
Hilary Tinotenda Muguto — Dr. Phil. (Fin), Senior lecturer
Durban
P. F. Muzindutsi
South Africa
Paul Francois Muzindutsi — Dr. Phil. (Econ), Full Professor
Durban
References
1. Xiao Y., Dong Z., Huang S., Li Y., Wang J., Zhuang X. Time-frequency volatility spillovers among major international financial markets: Perspective from global extreme events. Discrete Dynamics in Nature and Society. 2023;2023(1):1–20. DOI: 10.1155/2023/7200306
2. Nyopa T., Khumalo S. A. Volatility spillovers in equity and foreign exchange markets: Evidence from emerging economies. Journal of Economic and Financial Sciences. 2022;15(1):713–745. DOI: 10.4102/jef.v15i1.713
3. Shi K. Spillovers of stock markets among the BRICS: New evidence in time and frequency domains before the outbreak of COVID-19 pandemic. Journal of Risk and Financial Management. 2021;14(3):112–123. DOI: 10.3390/jrfm14030112
4. Mishra A. K., Agrawal S., Patwa J. A. Return and volatility spillover between India and leading Asian and global equity markets: An empirical analysis. Journal of Economics, Finance and Administrative Science. 2022;27(54):294–312. DOI: 10.1108/JEFAS-06–2021–0082
5. Stojković R., Milosavljević S. BRICS tendencies towards redefining the global economic order. Science International Journal. 2023;2(4):7–11. DOI: 10.35120/sciencej0204007s
6. Alshater M. M., Atayah O. F., Khan A. What do we know about business and economics research during COVID-19: A bibliometric review. Economic Research. 2022;35(1):1884–1912. DOI: 10.1080/1331677X.2021.1927786
7. Fama E. F. Efficient capital markets. Journal of Finance. 1970;25(2):383–417. DOI: 10.7208/9780226426983–007
8. Daniel K., Hirshleifer D. Overconfident investors, predictable returns, and excessive trading. Journal of Economic Perspectives. 2015;29(4):61–88. DOI: 10.1257/jep.29.4.61
9. Yarovaya L., Brzeszczyński J., Lau C. K. M. Intra-and inter-regional return and volatility spillovers across emerging and developed markets: Evidence from stock indices and stock index futures. International Review of Financial Analysis. 2016;43(1):96–114. DOI: 10.1016/j.irfa.2015.09.004
10. Zhang P., Sha Y., Xu Y. Stock market volatility spillovers in G7 and BRIC. Emerging Markets Finance and Trade. 2021;57(7):2107–2119. DOI: 10.1080/1540496X.2021.1908256
11. Nguyen T. N., Phan T. K.H., Parikh N. The equity market returns and volatility spillover from the US and Japanese markets to Asian frontier markets. Afro-Asian Journal of Finance and Accounting. 2022;12(4):491–508. DOI: 10.1504/AAJFA.2022.125062
12. Gabhane D., Sharma A. M., Mukherjee R. Behavioral finance: Exploring the influence of cognitive biases on investment decisions. Boletín de Literatura Oral. 2023;10(1):3133–3141. URL: https://www.boletindeliteraturaoral.com/index.php/bdlo/article/view/636
13. Gouta S., BenMabrouk H. The nexus between herding behaviour and spillover: Evidence from G7 and BRICS. Review of Behavioral Finance. 2024;16(2):360–377. DOI: 10.1108/RBF-01–2023–0016
14. Rupande L., Muguto H. T., Muzindutsi P. F. Investor sentiment and stock return volatility: Evidence from the Johannesburg Stock Exchange. Cogent Economics and Finance. 2019;7(1):1–16. DOI: 10.1080/23322039.2019.1600233.
15. Muzindutsi P. F., Sheodin A., Moodley J., Moodley K., Naidoo M., Ramjiyavan P., Moonsamy R., Pillay T. A., Dube F. Contagion risk in Equity Markets during Financial Crises and COVID-19: A comparison of developed and emerging markets. Scientific Annals of Economics and Business. 2022;16;69(4):615–29.
16. Iqbal N., Bouri E., Liu G., Kumar A. Volatility spillovers during normal and high volatility states and their driving factors: A cross-country and cross-asset analysis. International Journal of Finance and Economics. 2024;29(1):975-995. DOI: 10.1002/ijfe.2717
17. Philippas D., Dragomirescu-Gaina C., Goutte S., Nguyen D. K. Investors’ attention and information losses under market stress. Journal of Economic Behavior and Organization. 2021;191(1):1112–1127. DOI: 10.1016/j.jebo.2021.09.040
18. Bhar R., Nikolova B. Analysis of mean and volatility spillovers using BRIC countries, regional and world equity index returns. Journal of Economic Integration. 2007;22(2):369–381. DOI: 10.11130/jei.2007.22.2.369
19. Syriopoulos T., Makram B., Boubaker A. Stock market volatility spillovers and portfolio hedging: BRICS and the f inancial crisis. International Review of Financial Analysis. 2015;39(1):7–18. DOI: 10.1016/j.irfa.2015.01.015
20. Gamba-Santamaria S., Gomez-Gonzalez J.E., Hurtado-Guarin J.L., Melo-Velandia L. F. Stock market volatility spillovers: Evidence for Latin America. Finance Research Letters. 2016;20(1):207–216. DOI: 10.1016/j.frl.2016.10.001
21. Sun L., Sui L. Volatility spillover effects between oil price shocks and stock markets: Evidence from BRICS and G7. International Journal of Business and Applied Sciences. 2019;8(1):1–39. URL: https://openurl.ebsco.com/contentitem/136724448
22. McIver R.P., Kang S. H. Financial crises and the dynamics of the spillovers between the US and BRICS stock markets. Research in International Business and Finance. 2020;54(1):101276. DOI: 10.1016/j.ribaf.2020.101276
23. Singh D., Theivanayaki M., Ganeshwari M. Examining volatility spillover between foreign exchange markets and stock markets of countries such as BRICS countries. Global Business Review. 2021;1(1):09721509211020543. DOI: 10.1177/09721509211020543
24. Beraich M., Amzile K., Laamire J., Zirari O., Fadali M. A. Volatility spillover effects of the US, European and Chinese financial markets in the context of the Russia-Ukraine conflict. International Journal of Financial Studies. 2022;10(4):95–135. DOI: 10.3390/ijfs10040095
25. Cheng Y., Liu J., Sriboonchitta S. Risk spillovers between China and other BRICS countries during COVID-19 pandemic: A CoVaR-copula approach. Journal of Physics: Conference Series. 2021;1978(1):012043. DOI: 10.1088/1742–6596/1978/1/012043
26. Mu S., Huang G., Li P., Hou Y. A study on volatility spillovers among international stock markets during the Russia-Ukraine conflict. Discrete Dynamics in Nature and Society. 2022;2022(1):1–8. DOI: 10.1155/2022/4948444
27. Li Y., Alshater M. M., Yoon S. M. The impact of the Russia-Ukraine conflict on global financial markets. Working paper, Social Science Research Network. 2022;1–25. DOI: 10.2139/ssrn.4108325
28. Malik K., Sharma S., Kaur M. Measuring contagion during COVID-19 through volatility spillovers of BRIC countries using diagonal BEKK approach. Journal of Economic Studies. 2022;49(2):227–242. DOI: 10.1108/JES-05–2020–0246
29. Alam M. K., Tabash M. I., Billah M., Kumar S., Anagreh S. The impacts of the Russia-Ukraine invasion on global markets and commodities: A dynamic connectedness among G7 and BRIC markets. Journal of Risk and Financial Management. 2022;15(8):352–372. DOI: 10.3390/jrfm15080352
30. Kumar M., Gupta A. 17 months of the pandemic: A study of the stress spillover among the BRICS countries during COVID-19. Vision. 2022;1(1):09722629221074900. DOI: 10.1177/09722629221074900
31. Anyikwa I., Phiri A. Quantile connectedness amongst BRICS equity markets during the COVID-19 pandemic and Russia-Ukraine war. Cogent Economics and Finance. 2023;11(2):2251300. DOI: 10.1080/23322039.2023.2251300
32. Kumar M. From pandemic to war: dynamics of volatility spillover between BRICS exchange and stock markets. Journal of Economic Studies. 2023;51(3):528–545. DOI: 10.1108/JES-02–2023–0064
33. Feng Z., Liu X., Yao Y. Impact of geopolitical risk on the volatility spillovers among G7 and BRICS stock markets. Procedia Computer Science. 2023;221(1):878–884. DOI: 10.1016/j.procs.2023.08.064
34. Cerexio P. Advantages and disadvantages of high-frequency data. Cerexio. URL: https://cerexio.com/blog/advantages-disadvantages-high-frequency-data (accessed on 09.06.2023).
35. Brooks C. Introductory Econometrics for Finance. 4th ed. Cambridge: Cambridge University Press; 2019. DOI: 10.1017/9781108524872
36. Thangamuthu M., Suneel M., Deepak R. N. Volatility spillover effects during pre-and-post COVID-19 outbreak on the Indian market from the USA, China, Japan, Germany, and Australia. Journal of Risk and Financial Management. 2022;15(9):378–398. DOI: 10.3390/jrfm15090378
37. Sahoo S., Behera H., Trivedi P. Volatility spillovers between forex and stock markets in India. Reserve Bank of India Occasional Papers. 2017;38(1):33–63. URL: https://www.researchgate.net/profile/Harendra-Behera/publication/326587354
38. Diebold F. X., Yilmaz K. Better to give than to receive: Predictive directional measurement of volatility spillovers. International Journal of Forecasting. 2012;28(1):57–66. DOI: 10.1016/j.ijforecast.2011.02.006
39. Diebold F. X., Yilmaz K. On the network topology of variance decompositions: Measuring the connectedness of financial firms. Journal of Econometrics. 2014;182(1):119–134. DOI: 10.1016/j.jeconom.2014.04.012
40. Koop G., Korobilis D. A new index of financial conditions. European Economic Review. 2014;71(1):101–116. DOI: 10.1016/j.euroecorev.2014.07.002
Review
For citations:
Muguto L., Moodley A., Pillay S., Zulu M., Vilakazi N., Muguto H.T., Muzindutsi P.F. Volatility Spillovers Between BRIC and South African Stock Markets: Evidence from the COVID-19 and Russia-Ukraine Crises. Review of Business and Economics Studies. 2025;13(2):40-60. https://doi.org/10.26794/2308-944X-2025-13-2-40-60