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Spillover effects and network connectedness among stock markets: evidence from the U.S. and Asia

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  • Chen-Yin Kuo

    (Minghsin University of Science and Technology)

  • Shu-Mei Chiang

    (Lunghwa University of Science and Technology)

Abstract

We investigate return spillover effects and depict a connectedness network among U.S. and Asian stock markets, comparing the spillovers during three crisis sub-periods and the entire period. Our findings are summarized as follows: First, regarding a puzzle in Choi (Econ Anal Policy 73:179-193, 2022) we find that total and net-pairwise spillover index during the global financial crisis (GFC) period are greater than those during COVID-19 pandemic period for stock markets studied, with the exception of Hong Kong which shows contrary results. Second, particularly, we decompose total spillover into two directional spillovers. The directional spillover from U.S. to Asian markets is greater during GFC period than that during COVID-19 period, whereas the directional spillover from Asian markets to U.S. display the contrary results. Third, different from S&P500 used by the literature, we use DJIA index to obtain the results conformable with the studies showing that U.S. is the strongest contributor and net transmitter of shocks to 9 Asian markets. Finally, analogous to findings in the literature, spillover indices across stock markets intensify during crisis periods. Our findings provide practical implications that understanding spillover effects among U.S. and Asian markets can help investors and portfolio managers to execute diversification strategy.

Suggested Citation

  • Chen-Yin Kuo & Shu-Mei Chiang, 2025. "Spillover effects and network connectedness among stock markets: evidence from the U.S. and Asia," Review of Quantitative Finance and Accounting, Springer, vol. 64(1), pages 1-52, January.
  • Handle: RePEc:kap:rqfnac:v:64:y:2025:i:1:d:10.1007_s11156-024-01291-3
    DOI: 10.1007/s11156-024-01291-3
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    1. Srinivasan Palamalai & Kalaivani M. & Christopher Devakumar, 2013. "Stock Market Linkages in Emerging Asia-Pacific Markets," SAGE Open, , vol. 3(4), pages 21582440135, November.
    2. Jing Zhang & Qi-zhi He & M. Irfan Uddin, 2021. "Dynamic Cross-Market Volatility Spillover Based on MSV Model: Evidence from Bitcoin, Gold, Crude Oil, and Stock Markets," Complexity, Hindawi, vol. 2021, pages 1-8, April.
    3. Yilmaz, Kamil, 2010. "Return and volatility spillovers among the East Asian equity markets," Journal of Asian Economics, Elsevier, vol. 21(3), pages 304-313, June.
    4. Yanan Li & David E. Giles, 2015. "Modelling Volatility Spillover Effects Between Developed Stock Markets and Asian Emerging Stock Markets," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 20(2), pages 155-177, March.
    5. Diebold, Francis X. & Yılmaz, Kamil, 2014. "On the network topology of variance decompositions: Measuring the connectedness of financial firms," Journal of Econometrics, Elsevier, vol. 182(1), pages 119-134.
    6. Mukherjee, Kedar nath & Mishra, Ram Kumar, 2010. "Stock market integration and volatility spillover: India and its major Asian counterparts," Research in International Business and Finance, Elsevier, vol. 24(2), pages 235-251, June.
    7. John Beirne & Guglielmo Maria Caporale & Marianne Schulze-Ghattas & Nicola Spagnolo, 2013. "Volatility Spillovers and Contagion from Mature to Emerging Stock Markets," Review of International Economics, Wiley Blackwell, vol. 21(5), pages 1060-1075, November.
    8. Sheng, Lin Wen & Uddin, Gazi Salah & Sen, Ding & Hao, Zhu Shi, 2024. "The asymmetric volatility spillover across Shanghai, Hong Kong and the U.S. stock markets: A regime weighted measure and its forecast inference," International Review of Financial Analysis, Elsevier, vol. 91(C).
    9. P., Srinivasan & M., Kalaivani, 2013. "Stock Market Linkages in Emerging Asia-Pacific Markets," MPRA Paper 45871, University Library of Munich, Germany.
    10. Shi, Yongjing & Tiwari, Aviral Kumar & Gozgor, Giray & Lu, Zhou, 2020. "Correlations among cryptocurrencies: Evidence from multivariate factor stochastic volatility model," Research in International Business and Finance, Elsevier, vol. 53(C).
    11. Gregory, Allan W. & Hansen, Bruce E., 1996. "Residual-based tests for cointegration in models with regime shifts," Journal of Econometrics, Elsevier, vol. 70(1), pages 99-126, January.
    12. Syed Jawad Hussain Shahzad & Elie Bouri & Sang Hoon Kang & Tareq Saeed, 2021. "Regime specific spillover across cryptocurrencies and the role of COVID-19," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 7(1), pages 1-24, December.
    13. Francis X. Diebold & Kamil Yilmaz, 2009. "Measuring Financial Asset Return and Volatility Spillovers, with Application to Global Equity Markets," Economic Journal, Royal Economic Society, vol. 119(534), pages 158-171, January.
    14. Diebold, Francis X. & Yilmaz, Kamil, 2015. "Financial and Macroeconomic Connectedness: A Network Approach to Measurement and Monitoring," OUP Catalogue, Oxford University Press, number 9780199338306, Decembrie.
    15. Lim, Lee K., 2009. "Convergence and interdependence between ASEAN-5 stock markets," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 79(9), pages 2957-2966.
    16. Ling, Shiqing & McAleer, Michael, 2003. "Asymptotic Theory For A Vector Arma-Garch Model," Econometric Theory, Cambridge University Press, vol. 19(2), pages 280-310, April.
    17. Zhongjun Qu & Pierre Perron, 2007. "Estimating and Testing Structural Changes in Multivariate Regressions," Econometrica, Econometric Society, vol. 75(2), pages 459-502, March.
    18. Aswini Kumar Mishra & Saksham Agrawal & Jash Ashish Patwa, 2022. "Return and volatility spillover between India and leading Asian and global equity markets: an empirical analysis," Journal of Economics, Finance and Administrative Science, Emerald Group Publishing Limited, vol. 27(54), pages 294-312, May.
    19. Arouri, Mohamed El Hedi & Jouini, Jamel & Nguyen, Duc Khuong, 2012. "On the impacts of oil price fluctuations on European equity markets: Volatility spillover and hedging effectiveness," Energy Economics, Elsevier, vol. 34(2), pages 611-617.
    20. Arouri, Mohamed El Hedi & Lahiani, Amine & Nguyen, Duc Khuong, 2011. "Return and volatility transmission between world oil prices and stock markets of the GCC countries," Economic Modelling, Elsevier, vol. 28(4), pages 1815-1825, July.
    21. Jushan Bai & Pierre Perron, 1998. "Estimating and Testing Linear Models with Multiple Structural Changes," Econometrica, Econometric Society, vol. 66(1), pages 47-78, January.
    22. Yoon, Seong-Min & Al Mamun, Md & Uddin, Gazi Salah & Kang, Sang Hoon, 2019. "Network connectedness and net spillover between financial and commodity markets," The North American Journal of Economics and Finance, Elsevier, vol. 48(C), pages 801-818.
    23. Imran Yousaf & Shoaib Ali & Wing-Keung Wong, 2020. "An Empirical Analysis of the Volatility Spillover Effect between World-Leading and the Asian Stock Markets: Implications for Portfolio Management," JRFM, MDPI, vol. 13(10), pages 1-28, September.
    24. Maaz Khan & Mrestyal Khan & Umar Nawaz Kayani & Khurrum Shahzad Mughal & Roohi Mumtaz, 2023. "Unveiling Market Connectedness: Dynamic Returns Spillovers in Asian Emerging Stock Markets," IJFS, MDPI, vol. 11(3), pages 1-21, September.
    25. Diebold, Francis X. & Yilmaz, Kamil, 2012. "Better to give than to receive: Predictive directional measurement of volatility spillovers," International Journal of Forecasting, Elsevier, vol. 28(1), pages 57-66.
    26. Vuong, Giang Thi Huong & Nguyen, Manh Huu & Huynh, Anh Ngoc Quang, 2022. "Volatility spillovers from the Chinese stock market to the U.S. stock market: The role of the COVID-19 pandemic," The Journal of Economic Asymmetries, Elsevier, vol. 26(C).
    27. Huang, Bwo-Nung & Yang, Chin-Wei & Hu, John Wei-Shan, 2000. "Causality and cointegration of stock markets among the United States, Japan and the South China Growth Triangle," International Review of Financial Analysis, Elsevier, vol. 9(3), pages 281-297.
    28. Greenwood-Nimmo, Matthew & Nguyen, Viet Hoang & Rafferty, Barry, 2016. "Risk and return spillovers among the G10 currencies," Journal of Financial Markets, Elsevier, vol. 31(C), pages 43-62.
    29. Li, Yanshuang & Zhuang, Xintian & Wang, Jian & Dong, Zibing, 2021. "Analysis of the impact of COVID-19 pandemic on G20 stock markets," The North American Journal of Economics and Finance, Elsevier, vol. 58(C).
    30. Heitham Al-Hajieh, 2023. "Predictive directional measurement volatility spillovers between the US and selected Asian Pacific countries," Cogent Economics & Finance, Taylor & Francis Journals, vol. 11(1), pages 2173124-217, December.
    31. Shahzad, Syed Jawad Hussain & Ferrer, Román & Ballester, Laura & Umar, Zaghum, 2017. "Risk transmission between Islamic and conventional stock markets: A return and volatility spillover analysis," International Review of Financial Analysis, Elsevier, vol. 52(C), pages 9-26.
    32. Choi, Sun-Yong, 2022. "Volatility spillovers among Northeast Asia and the US: Evidence from the global financial crisis and the COVID-19 pandemic," Economic Analysis and Policy, Elsevier, vol. 73(C), pages 179-193.
    33. Lien, Donald & Lee, Geul & Yang, Li & Zhang, Yuyin, 2018. "Volatility spillovers among the U.S. and Asian stock markets: A comparison between the periods of Asian currency crisis and subprime credit crisis," The North American Journal of Economics and Finance, Elsevier, vol. 46(C), pages 187-201.
    34. Biplab Kumar Guru & Inder Sekhar Yadav, 2023. "Stock market integration and volatility spillovers: new evidence from Asia–Pacific and European markets," Journal of Risk Finance, Emerald Group Publishing Limited, vol. 24(2), pages 186-211, January.
    35. Rahil Irfan Ahmed & Guohao Zhao & Umme Habiba, 2022. "Dynamics of Return Linkages and Asymmetric Volatility Spillovers among Asian Emerging Stock Markets," Chinese Economy, Taylor & Francis Journals, vol. 55(2), pages 156-167, March.
    36. Y. Angela Liu & Ming-Shiun Pan, 1997. "Mean and Volatility Spillover Effects in the U.S. and Pacific–Basin Stock Markets," Multinational Finance Journal, Multinational Finance Journal, vol. 1(1), pages 47-62, March.
    37. Vo, Xuan Vinh & Ellis, Craig, 2018. "International financial integration: Stock return linkages and volatility transmission between Vietnam and advanced countries," Emerging Markets Review, Elsevier, vol. 36(C), pages 19-27.
    38. Lee, Chien-Chiang & Lee, Hsiang-Tai, 2023. "Optimal portfolio diversification with a multi-chain regime-switching spillover GARCH model," Global Finance Journal, Elsevier, vol. 55(C).
    39. Sugimoto, Kimiko & Matsuki, Takashi & Yoshida, Yushi, 2014. "The global financial crisis: An analysis of the spillover effects on African stock markets," Emerging Markets Review, Elsevier, vol. 21(C), pages 201-233.
    40. Cesario Mateus & Miramir Bagirov & Irina Mateus, 2024. "Return and volatility connectedness and net directional patterns in spillover transmissions: East and Southeast Asian equity markets," International Review of Finance, International Review of Finance Ltd., vol. 24(1), pages 83-103, March.
    41. BenSaïda, Ahmed & Litimi, Houda & Abdallah, Oussama, 2018. "Volatility spillover shifts in global financial markets," Economic Modelling, Elsevier, vol. 73(C), pages 343-353.
    42. Pilar Soriano & Francisco Climent, 2006. "Region vs. Industry Effects and Volatility Transmission," Financial Analysts Journal, Taylor & Francis Journals, vol. 62(6), pages 52-64, November.
    43. Jouini, Jamel, 2013. "Return and volatility interaction between oil prices and stock markets in Saudi Arabia," Journal of Policy Modeling, Elsevier, vol. 35(6), pages 1124-1144.
    44. Farooq Malik, 2022. "Volatility spillover among sector equity returns under structural breaks," Review of Quantitative Finance and Accounting, Springer, vol. 58(3), pages 1063-1080, April.
    45. Miyakoshi, Tatsuyoshi, 2003. "Spillovers of stock return volatility to Asian equity markets from Japan and the US," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 13(4), pages 383-399, October.
    46. Apostolakis, George N. & Floros, Christos & Giannellis, Nikolaos, 2022. "On bank return and volatility spillovers: Identifying transmitters and receivers during crisis periods," International Review of Economics & Finance, Elsevier, vol. 82(C), pages 156-176.
    47. Bahloul, Slah & Khemakhem, Imen, 2021. "Dynamic return and volatility connectedness between commodities and Islamic stock market indices," Resources Policy, Elsevier, vol. 71(C).
    48. Ng, Angela, 2000. "Volatility spillover effects from Japan and the US to the Pacific-Basin," Journal of International Money and Finance, Elsevier, vol. 19(2), pages 207-233, April.
    49. Michael McAleer & Suhejla Hoti & Felix Chan, 2009. "Structure and Asymptotic Theory for Multivariate Asymmetric Conditional Volatility," Econometric Reviews, Taylor & Francis Journals, vol. 28(5), pages 422-440.
    50. Yarovaya, Larisa & Brzeszczyński, Janusz & Lau, Chi Keung Marco, 2016. "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, Elsevier, vol. 43(C), pages 96-114.
    51. Kang, Sang Hoon & Uddin, Gazi Salah & Troster, Victor & Yoon, Seong-Min, 2019. "Directional spillover effects between ASEAN and world stock markets," Journal of Multinational Financial Management, Elsevier, vol. 52.
    52. Mensi, Walid & Boubaker, Ferihane Zaraa & Al-Yahyaee, Khamis Hamed & Kang, Sang Hoon, 2018. "Dynamic volatility spillovers and connectedness between global, regional, and GIPSI stock markets," Finance Research Letters, Elsevier, vol. 25(C), pages 230-238.
    53. Choi, Sun-Yong, 2021. "Analysis of stock market efficiency during crisis periods in the US stock market: Differences between the global financial crisis and COVID-19 pandemic," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 574(C).
    54. Sudharshan Reddy Paramati & Eduardo Roca & Rakesh Gupta, 2016. "Economic integration and stock market dynamic linkages: evidence in the context of Australia and Asia," Applied Economics, Taylor & Francis Journals, vol. 48(44), pages 4210-4226, September.
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    More about this item

    Keywords

    Return spillover; Network connectedness; Spillover index; Diversification;
    All these keywords.

    JEL classification:

    • C58 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Financial Econometrics
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading
    • G15 - Financial Economics - - General Financial Markets - - - International Financial Markets

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