STOCK MARKET INTERDEPENDENCE BETWEEN MALAYSIA, INDONESIA AND SINGAPORE DURING ECONOMIC STABILITY AND CRISES: A DCC-GARCH MODEL APPROACH
DOI:
https://doi.org/10.33736/ijbs.14460.2026Keywords:
ASEAN, DCC-GARCH, market integration, co-movement, crisis, portfolio diversificationAbstract
Financial market integration has become increasingly important for investors and policymakers, particularly during economic turbulence, which amplifies systematic risks and reduces diversification opportunities. This study examines the integration and co-movements of Malaysia’s stock market with its neighbouring ASEAN countries, Indonesia and Singapore, using weekly data from January 2004 to December 2023. A regime-based approach is adopted by dividing the analysis into pre-crisis, crisis, and post-crisis periods across two major global events: the Global Financial Crisis and COVID-19 pandemic. The analysis applies Dynamic Conditional Correlation Generalized Autoregressive Conditional Heteroskedasticity (DCC-GARCH) models to capture time-varying market interdependence. The findings reveal that stock market correlations intensified during crises periods, indicating stronger financial integration among the selected ASEAN markets. The results further demonstrate that the Global Financial Crisis exerted a more pronounced influence on market interdependence than the COVID-19 pandemic. These findings suggest that investors and portfolio managers should adopt dynamic and adaptive investment strategies in response to changing market conditions. This study also contributes to the understanding of regional financial integration and highlights its important role in supporting efficient capital allocation and sustainable economic cooperation within ASEAN.
References
Abbes, M. B., & Trichilli, Y. (2015). Islamic stock markets and potential diversification benefits. Borsa Istanbul Review, 15(2), 93-105. https://doi.org/10.1016/j.bir.2015.03.001
https://doi.org/10.1016/j.bir.2015.03.001
Almanaseer, S. R. (2023). The relationship between financial integration and financial stability: An application of panel smooth transition model. International Journal of Professional Business Review, 8(5), 1-22.
https://doi.org/10.26668/businessreview/2023.v8i5.1935
Anhar, M., Maronrong, R., Burda, A., & Sumail, L. O. (2024). Dynamics of Indonesian stock market interconnection: Insights from selected ASEAN countries and global players during and after the COVID-19 pandemic. Investment Management and Financial Innovations, 21(2), 180-190. https://doi.org/10.21511/imfi.21(2).2024.14
https://doi.org/10.21511/imfi.21(2).2024.14
ASEAN Exchanges. (2025). ASEAN capital markets - 2024 recap and 2025 outlook. https://doi.org/https://www.aseanexchanges.org/content/asean-capital-markets-2024-recap-and-2025-outlook/
Aziz, M., Ahmad, N., Zichu, J., & Nor, S. M. (2022). The impact of COVID-19 on the connectedness of stock index in ASEAN+3 Economies. Mathematics, 10(9). https://doi.org/10.3390/math10091417
https://doi.org/10.3390/math10091417
Behera, J., & Sahoo, D. (2022). Asymmetric relationships between information and communication technology (ICT), globalization, and human development in India: evidence from non-linear ARDL analysis. Journal of Economic Structures, 11(1). https://doi.org/10.1186/s40008-022-00269-5
https://doi.org/10.1186/s40008-022-00269-5
Bloomberg. (2023). Stock market performance returns (% in MYR), year-to-date as at end-July 2023. https://www.publicmutualonline.com.my/Portfolio.aspx
Bloomberg. (2024). Foreign Stock Market Performance. Public Mutual Online. https://www.publicmutualonline.com.my/Portfolio.aspx
Bollerslev, T. (1990). Modelling the coherence in short-run nominal exchange rates: A multivariate generalized ARCH model. The Review of Economics and Statistics, 72(3), 498-505.
https://doi.org/10.2307/2109358
Boubakri, S., & Guillaumin, C. (2015). Regional integration of the East Asian stock markets: An empirical assessment. Journal of International Money and Finance, 57, 136-160. https://doi.org/10.1016/j.jimonfin.2015.07.011
https://doi.org/10.1016/j.jimonfin.2015.07.011
Burdekin, R. C. K., & Tao, R. (2025). Chinese vs. US Stock Market Transmission to Australasia, Hong Kong, and the ASEAN Group. Journal of Risk and Financial Management, 18(3), 162. https://doi.org/10.3390/jrfm18030162
https://doi.org/10.3390/jrfm18030162
El Khoury, R., Mensi, W., Alshater, M. M., & Kang, S. (2023). Extreme risk spillovers and hedging strategies between Indonesia sectorial stocks and commodity markets.International Journal of Emerging Markets. https://doi.org/10.1108/IJOEM-11-2022-1721
https://doi.org/10.1108/IJOEM-11-2022-1721
Endri, E., Fauzi, F., & Effendi, M. S. (2024). Integration of the Indonesian Stock Market with Eight Major Trading Partners' Stock Markets. Economies, 12(12), 1-22. https://doi.org/10.3390/economies12120350
https://doi.org/10.3390/economies12120350
Engle, R. (2002). Dynamic conditional correlation: A simple class of multivariate generalized autoregressive conditional heteroskedasticity models. Journal of Business and Economic Statistics, 20(3), 339-350. https://doi.org/10.1198/073500102288618487
https://doi.org/10.1198/073500102288618487
Ferli, O. (2020). How Asean Economic Community (AEC) progress from equity market correlation. Jurnal Riset Manajemen Dan Bisnis, 5(1), 1-12. http://jrmb.ejournal-feuniat.net/index.php/JRMB/article/view/326
Habiba, U. E., Peilong, S., Zhang, W., & Hamid, K. (2020). International stock markets integration and dynamics of volatility spillover between the USA and South Asian markets: evidence from Global financial crisis. Journal of Asia Business Studies, 14(5), 779-794. https://doi.org/10.1108/JABS-03-2019-0071
https://doi.org/10.1108/JABS-03-2019-0071
Haddad, S. (2023). Global Financial Market Integration: A Literature Survey. Journal of Risk and Financial Management, 16(12). https://doi.org/10.3390/jrfm16120495
https://doi.org/10.3390/jrfm16120495
Hutagalung, S. (2025). Beyond borders: How Singapore, Malaysia, and Indonesia sustain regional and global stability. Eurasia Review. https://doi.org/https://www.eurasiareview.com/02052025-beyond-borders-how-singapore-malaysia-and-indonesia-sustain-regional-and-global-stability-oped/
Ibrahim, M. (2003). Macroeconomic forces and capital market integration: A VAR analysis for Malaysia. Journal of the Asia Pacific Economy, 8(1), 19-40. https://doi.org/10.1080/1354786032000045228
https://doi.org/10.1080/1354786032000045228
Jacob, T., Raphael, R., & Stebiya, M. V. (2021). Capital market integration of ASEAN-5 countries: an empirical analysis. Hasanuddin Economics and Business Review, 5(2), 30. https://doi.org/10.26487/hebr.v5i2.2796
https://doi.org/10.26487/hebr.v5i2.2796
Jordan, C., By, E., & Golden, J. (2021). Part I International capital markets in context, 1 Introduction. International Capital Markets : Law and Institutions ( 2nd Edition ). https://doi.org/10.1093/law/9780198849001.003.0001.
https://doi.org/10.1093/law/9780198849001.003.0001
Kamaludin, K., Sundarasen, S., & Ibrahim, I. (2021). Covid-19, Dow Jones and equity market movement in ASEAN-5 countries: Evidence from wavelet analyses. Heliyon, 7(1). https://doi.org/10.1016/j.heliyon.2020.e05851
https://doi.org/10.1016/j.heliyon.2020.e05851
Karim, B. A., & Abdul-Rahman, A. (2020). Market integration in ASEAN-5: Evidence of islamic and conventional stock markets. Polish Journal of Management Studies, 21(1), 186-198. https://doi.org/10.17512/pjms.2020.21.1.14
https://doi.org/10.17512/pjms.2020.21.1.14
Karim, B. A., & Ning, H. X. (2013). Driving forces of the ASEAN-5 stock markets integration. Asia Pacific Journal of Business Administration, 5(3), 186-191.
https://doi.org/10.1108/APJBA-07-2012-0053
Konradsson, R., & Porss, T. (2019). Stock market integration between the BRIC countries - Long-term investment opportunities. Master's thesis, Linköping University
Lehkonen, H. (2015). Stock market integration and the global financial crisis. Review of Finance, 19, 2039-2094. https://doi.org/10.1093/rof/rfu039
https://doi.org/10.1093/rof/rfu039
Liu, B., Hamdan, M., Whiteley, C., & Aminu, N. (2022). The Effect of Political Instability on the UK Stock Returns: Evidence from 2016 eferendum and the Major Events that Followed. Theoretical Economics Letters, 12(06), 1648-1672. https://doi.org/10.4236/tel.2022.126091
https://doi.org/10.4236/tel.2022.126091
Lu, R., & Zeng, H. (2023). VIX and major agricultural future markets: Dynamic linkage and time-frequency relations around the COVID-19 outbreak. Studies in Economics and Finance, 40(2), 334-353. https://doi.org/10.1108/SEF-02-2022-0121Majid, M. S. A., & Kassim, S. H. (2009). Impact of the 2007 US financial crisis on the emerging equity markets. International Journal of Emerging Markets, 4(4), 341-357.
https://doi.org/10.1108/SEF-02-2022-0121
Markowitz, H. (1952). Portfolio selection. The Journal of Finance, 7(1), 77-91. https://doi.org/10.1111/jofi.13000
https://doi.org/10.1111/jofi.13000
Michael, C., & Diskurse, O. (2022). The BRI : Trade integration and stock market synchronization . A review of empirical findings. Ordnungspolitische Diskurse, No. 2022-3.
Mishra, A. K., Theertha, A., Amoncar, I. M., & R L, M. (2022). Equity market integration in emerging economies: a network visualization approach. Journal of Economic Studies. https://doi.org/10.1108/JES-07-2021-0343
https://doi.org/10.1108/JES-07-2021-0343
Mishra, P. K., & Mishra, S. K. (2020). Integration of ASEAN-5 equity markets: Implications. SCMS Journal of Indian Management, 17(2), 20-29.
Muharam, H., Robiyanto, R., Pangestuti, I. R. D., & Mawardi, W. (2020). Measuring asian stock market integration by using orthogonal generalized autoregressive conditional heteroscedasticity. Montenegrin Journal of Economics, 16(1), 121-137. https://doi.org/10.14254/1800-5845/2020.16-1.8
https://doi.org/10.14254/1800-5845/2020.16-1.8
Narayan, S., & Rehman, M. U. (2018). Portfolio diversification opportunities within emerging and frontier stock markets: Evidence from ten Asian countries. Buletin Ekonomi Moneter Dan Perbankan, 21(1), 1-22. https://doi.org/10.21098/bemp.v21i1.893
https://doi.org/10.21098/bemp.v21i1.893
Niţoi, M., & Pochea, M. M. (2019). What drives European Union stock market co-movements? Journal of International Money and Finance, 97, 57-69. https://doi.org/10.1016/j.jimonfin.2019.06.004
https://doi.org/10.1016/j.jimonfin.2019.06.004
Pretorius, E. (2002). Economic determinants of emerging stock market interdependence. Emerging Markets Review, 3(1), 84-105. https://doi.org/10.1016/S1566-0141(01)00032-2
https://doi.org/10.1016/S1566-0141(01)00032-2
Qin, W., Cho, S., & Hyde, S. (2022). Measuring market integration during crisis periods. Journal of International Financial Markets, Institutions and Money, 78(2009). https://doi.org/10.1016/j.intfin.2022.101555
https://doi.org/10.1016/j.intfin.2022.101555
Qiu, Y., Ren, Y., & Xie, T. (2022). Global factors and stock market integration. International Review of Economics and Finance, 80(March), 526-551. https://doi.org/10.1016/j.iref.2022.02.031
https://doi.org/10.1016/j.iref.2022.02.031
Qizam, I., Ardiansyah, M., & Qoyum, A. (2020). Integration of Islamic capital market in ASEAN-5 countries: Preliminary evidence for broader benefits from the post-global financial crisis. Journal of Islamic Accounting and Business Research, 11(3), 811-825. https://doi.org/10.1108/JIABR-08-2019-0149
https://doi.org/10.1108/JIABR-08-2019-0149
Rahman, M. S., Othman, A. H. A., & Shahari, F. (2017). Testing the validation of the financial cooperation agreement among ASEAN+3 stock markets. International Journal of Emerging Markets, 12(3), 572-592. https://doi.org/10.1108/IJoEM-05-2016-0127
https://doi.org/10.1108/IJoEM-05-2016-0127
Robiyanto, R. (2017). The analysis of capital market integration in ASEAN region by using OGARCH approach. Jurnal Keuangan Dan Perbankan, 21(2), 169-175.
https://doi.org/10.26905/jkdp.v21i2.1138
Robiyanto, R. (2018). Indonesian stock market's dynamic integration with Asian stock markets and world stock markets. Jurnal Pengurusan, 52, 181-192. https://doi.org/10.17576/pengurusan-2018-52-15
https://doi.org/10.17576/pengurusan-2018-52-15
Robiyanto, R., Frensidy, B., Setyawan, I. R., & Huruta, A. D. (2021). A different view on ASEAN capital market integration. Economies, 9(4), 1-9. https://doi.org/10.3390/economies9040141
https://doi.org/10.3390/economies9040141
Robiyanto, R., Nugroho, B. A., Handriani, E., & Frensidy, B. (2023). Measuring the effectiveness of ASEAN-5 initiatives from emerging market portfolio's perspective. Cogent Business and Management, 10(1). https://doi.org/10.1080/23311975.2023.2167292
https://doi.org/10.1080/23311975.2023.2167292
Saji, T. G. (2022). Revisit financial integration in Asia: New time-series evidence from stock markets. The Indian Economic Journal, 70(2), 209-228. https://doi.org/10.1177/00194662221082197
https://doi.org/10.1177/00194662221082197
Sehgal, S., Gupta, P., & Deisting, F. (2017). Assessing time-varying stock market integration in Economic and Monetary Union for normal and crisis periods. European Journal of Finance, 23(11), 1025-1058. https://doi.org/10.1080/1351847X.2016.1158727
https://doi.org/10.1080/1351847X.2016.1158727
Sharpe, W. F. (1964). Capital asset prices: A theory of market equilibrium under conditions of risk capital asset prices. The Journal of Finance, 19(3), 425-442. https://doi.org/10.1111/j.1540-6261.1964.tb02865.x
https://doi.org/10.1111/j.1540-6261.1964.tb02865.x
Song, Y., Huang, R., Paramati, S. R., & Zakari, A. (2021). Does economic integration lead to financial market integration in the Asian region? Economic Analysis and Policy, 69, 366-377. https://doi.org/10.1016/j.eap.2020.12.003
https://doi.org/10.1016/j.eap.2020.12.003
Stulz, R. M. (2022). Globalization, corporate finance, and the cost of capital. Journal of Applied Corporate Finance, 34(1), 8-23.
https://doi.org/10.1111/jacf.12484
Wang, X., Guo, H., Waris, M., & Din, B. H. (2024). Risk and causality co-movement of Malaysia's stock market with its emerging and OECD trading partners. Evidence from the wavelet approach. PLoS ONE, 19(1), 1-33. https://doi.org/10.1371/journal.pone.0296712
https://doi.org/10.1371/journal.pone.0296712
Wiesen, T. F. P., Adekoya, O. B., Oliyide, J., & Afatsao, R. (2024). Does high volatility increase connectedness? A study of Asian equity markets. International Review of Financial Analysis, 96(PB), 103735. https://doi.org/10.1016/j.irfa.2024.103735
https://doi.org/10.1016/j.irfa.2024.103735
Wijeratne, D. (2018). The Future of Asean - Time to Act. (Issue May). https://www.pwc.com/sg/en/publications/assets/healthcare-future-asean-2018.pdf
World Bank. (2024). World Bank Country and Leading Groups. https://datahelpdesk.worldbank.org/knowledgebase/articles/906519-world-bank-country-and-lending-groups
Yiu, M. S., & Tsang, A. (2021). Impact of COVID-19 on ASEAN-5 Stock Markets (WP/21-01, Issue January).
https://doi.org/10.1080/13547860.2021.1947550
Zhang, Y., Zhou, L., Chen, Y., & Liu, F. (2022). The contagion effect of jump risk across Asian stock markets during the Covid-19 pandemic. North American Journal of Economics and Finance, 61(March), 101688. https://doi.org/10.1016/j.najef.2022.101688
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