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Network measurement and influence mechanism of dynamic risk contagion among global stock markets: Based on time-varying spillover index and complex network method

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  • Yu, Bo
  • Ouyang, Haiqin
  • Guan, Chao
  • Lin, Binzhao

Abstract

From a global and dynamic perspective, this paper conducts the network measurement of risk contagion among global stock markets by employing time-varying spillover index and complex network method. Furthermore, this paper investigates the influence mechanism of dynamic risk contagion, combining multiple factors such as financial opening, international trade, and cross-border capital flow. The results show that: (1) There exists a strong risk contagion effect among global stock markets, especially for developed countries, which have obvious time-varying characteristics in both direction and intensity. (2) The risk contagion effect is also highly event-dependent, which shows a rapid upward trend during extreme risk events such as the financial crisis and the COVID-19 epidemic. (3) Different economic and financial development situations lead to different risk contagion effects, and the ranking of countries with stronger risk effects remains at a stable level, which can prompt important risk events. (4) International trade, cross-border capital flow, financial market volatility, investor sentiment, and the US monetary policy are key influence mechanisms of dynamic risk contagion. However, financial opening and economic fundamentals are not statistically significant, which is contrary to our intuition.

Suggested Citation

  • Yu, Bo & Ouyang, Haiqin & Guan, Chao & Lin, Binzhao, 2024. "Network measurement and influence mechanism of dynamic risk contagion among global stock markets: Based on time-varying spillover index and complex network method," The North American Journal of Economics and Finance, Elsevier, vol. 74(C).
    • Handle: RePEc:eee:ecofin:v:74:y:2024:i:c:s1062940824001839
    DOI: 10.1016/j.najef.2024.102258
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    1. Jianjun Miao & Pengfei Wang, 2018. "Asset Bubbles and Credit Constraints," American Economic Review, American Economic Association, vol. 108(9), pages 2590-2628, September.
    2. Shikimi, Masayo & Yamada, Kazuo, 2019. "Trade and financial channels as the transmission mechanism of the financial crisis," International Review of Economics & Finance, Elsevier, vol. 63(C), pages 364-381.
    3. Frankel, Jeffrey A. & Rose, Andrew K., 1996. "Currency Crashes in Emerging Markets: Empirical Indicators," Center for International and Development Economics Research (CIDER) Working Papers 233424, University of California-Berkeley, Department of Economics.
    4. Mert Demirer & Francis X. Diebold & Laura Liu & Kamil Yilmaz, 2018. "Estimating global bank network connectedness," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 33(1), pages 1-15, January.
    5. Viral V. Acharya & Tanju Yorulmazer, 2008. "Information Contagion and Bank Herding," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 40(1), pages 215-231, February.
    6. Daron Acemoglu & Asuman Ozdaglar & Alireza Tahbaz-Salehi, 2015. "Systemic Risk and Stability in Financial Networks," American Economic Review, American Economic Association, vol. 105(2), pages 564-608, February.
    7. Brian H. Boyer & Tomomi Kumagai & Kathy Yuan, 2006. "How Do Crises Spread? Evidence from Accessible and Inaccessible Stock Indices," Journal of Finance, American Finance Association, vol. 61(2), pages 957-1003, April.
    8. Korobilis, D & Yilmaz, K, 2018. "Measuring Dynamic Connectedness with Large Bayesian VAR Models," Essex Finance Centre Working Papers 20937, University of Essex, Essex Business School.
    9. Aghion, Philippe & Bolton, Patrick & Dewatripont, Mathias, 2000. "Contagious bank failures in a free banking system," European Economic Review, Elsevier, vol. 44(4-6), pages 713-718, May.
    10. 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.
    11. Masson, Paul, 1999. "Contagion:: macroeconomic models with multiple equilibria," Journal of International Money and Finance, Elsevier, vol. 18(4), pages 587-602, August.
    12. Zhang, Weiping & Zhuang, Xintian & Lu, Yang & Wang, Jian, 2020. "Spatial linkage of volatility spillovers and its explanation across G20 stock markets: A network framework," International Review of Financial Analysis, Elsevier, vol. 71(C).
    13. McLemore, Ping & Mihov, Atanas & Sanz, Leandro, 2022. "Global banks and systemic risk: The dark side of country financial connectedness," Journal of International Money and Finance, Elsevier, vol. 129(C).
    14. Broner, Fernando & Didier, Tatiana & Erce, Aitor & Schmukler, Sergio L., 2013. "Gross capital flows: Dynamics and crises," Journal of Monetary Economics, Elsevier, vol. 60(1), pages 113-133.
    15. Samet Gunay & Walid Bakry & Somar Al-Mohamad, 2021. "The Australian Stock Market’s Reaction to the First Wave of the COVID-19 Pandemic and Black Summer Bushfires: A Sectoral Analysis," JRFM, MDPI, vol. 14(4), pages 1-19, April.
    16. Gong, Chen & Tang, Pan & Wang, Yutong, 2019. "Measuring the network connectedness of global stock markets," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 535(C).
    17. Ricardo J. Caballero & Alp Simsek, 2020. "A Model of Fickle Capital Flows and Retrenchment," Journal of Political Economy, University of Chicago Press, vol. 128(6), pages 2288-2328.
    18. Rashmi Chaudhary & Priti Bakhshi & Hemendra Gupta, 2020. "Volatility in International Stock Markets: An Empirical Study during COVID-19," JRFM, MDPI, vol. 13(9), pages 1-17, September.
    19. Apostolakis, George & Papadopoulos, Athanasios P., 2015. "Financial stress spillovers across the banking, securities and foreign exchange markets," Journal of Financial Stability, Elsevier, vol. 19(C), pages 1-21.
    20. Apostolakis, Georgios N. & Giannellis, Nikolaos & Papadopoulos, Athanasios P., 2019. "Financial stress and asymmetric shocks transmission within the Eurozone. How fragile is the common monetary policy?," The North American Journal of Economics and Finance, Elsevier, vol. 50(C).
    21. Kristin J. Forbes & Roberto Rigobon, 2002. "No Contagion, Only Interdependence: Measuring Stock Market Comovements," Journal of Finance, American Finance Association, vol. 57(5), pages 2223-2261, October.
    22. Kamin, Steven B., 1999. "The current international financial crisis:: how much is new?," Journal of International Money and Finance, Elsevier, vol. 18(4), pages 501-514, August.
    23. Bostanci, Gorkem & Yilmaz, Kamil, 2020. "How connected is the global sovereign credit risk network?," Journal of Banking & Finance, Elsevier, vol. 113(C).
    24. Wang, Haiying & Yuan, Ying & Li, Yiou & Wang, Xunhong, 2021. "Financial contagion and contagion channels in the forex market: A new approach via the dynamic mixture copula-extreme value theory," Economic Modelling, Elsevier, vol. 94(C), pages 401-414.
    25. Billio, Monica & Getmansky, Mila & Lo, Andrew W. & Pelizzon, Loriana, 2012. "Econometric measures of connectedness and systemic risk in the finance and insurance sectors," Journal of Financial Economics, Elsevier, vol. 104(3), pages 535-559.
    26. Chen, Cathy Yi-Hsuan & Härdle, Wolfgang Karl & Okhrin, Yarema, 2019. "Tail event driven networks of SIFIs," Journal of Econometrics, Elsevier, vol. 208(1), pages 282-298.
    27. Zhang, Weiping & Zhuang, Xintian & Lu, Yang, 2020. "Spatial spillover effects and risk contagion around G20 stock markets based on volatility network," The North American Journal of Economics and Finance, Elsevier, vol. 51(C).
    28. Atish R Ghosh & Jonathan D Ostry & Mahvash S Qureshi, 2015. "Exchange Rate Management and Crisis Susceptibility: A Reassessment," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 63(1), pages 238-276, May.
    29. Oliver Hart & Luigi Zingales, 2011. "A New Capital Regulation for Large Financial Institutions," American Law and Economics Review, American Law and Economics Association, vol. 13(2), pages 453-490.
    30. George Apostolakis & Athanasios P. Papadopoulos, 2019. "Financial Stability, Monetary Stability and Growth: a PVAR Analysis," Open Economies Review, Springer, vol. 30(1), pages 157-178, February.
    31. 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.
    32. Bijlsma, Melle & Vermeulen, Robert, 2016. "Insurance companies’ trading behaviour during the European sovereign debt crisis: Flight home or flight to quality?," Journal of Financial Stability, Elsevier, vol. 27(C), pages 137-154.
    33. Kim, Donggyu & Fan, Jianqing, 2019. "Factor GARCH-Itô models for high-frequency data with application to large volatility matrix prediction," Journal of Econometrics, Elsevier, vol. 208(2), pages 395-417.
    34. Julien Chevallier, 2020. "COVID-19 Pandemic and Financial Contagion," JRFM, MDPI, vol. 13(12), pages 1-25, December.
    35. Apostolakis, George & Papadopoulos, Athanasios P., 2014. "Financial stress spillovers in advanced economies," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 32(C), pages 128-149.
    36. Zhou, Xiangyi & Zhang, Weijin & Zhang, Jie, 2012. "Volatility spillovers between the Chinese and world equity markets," Pacific-Basin Finance Journal, Elsevier, vol. 20(2), pages 247-270.
    37. Fan, Haichao & Gou, Qin & Peng, Yuchao & Xie, Wenjing, 2020. "Spillover effects of capital controls on capital flows and financial risk contagion," Journal of International Money and Finance, Elsevier, vol. 105(C).
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    • G15 - Financial Economics - - General Financial Markets - - - International Financial Markets

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