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Return and Volatility Spillovers Effects: Study of Asian Emerging Stock Markets

  • Bhowmik Roni EMAIL logo , Ghulam Abbas and Shouyang Wang

Abstract

This paper examines the extent of contagion and interdependence across the six Asian emerging countries stock markets (e.g., Bangladesh, China, India, Malaysia, the Philippine, and South Korea) and then try to quantify the extent of the Asian emerging market fluctuations which are described by intra-regional contagion effect. These markets experienced both fast growth and key upheaval during the sample period, and thus, provide potentially rich information on the nature of border market interactions. Using the daily stock market index data from January 2002 to December 2016 (breaking the 15 years data set into three sub periods; pre-crisis, crisis, and post crisis periods); particularly make attention to the global financial crisis of 2007∼2008. The return and volatility spillovers are modeled through the GARCH (generalized autoregressive conditional heteroscedasticity), pairwise Granger causality tests, and the forecast error variance decomposition in a generalized VAR (vector auto regression) models. This paper shows that volatility and return spillovers behave very differently over time, during the pre-crisis, crisis, and post crisis periods. Importantly, Asian emerging stock markets interaction is less before the global financial crisis period. The return and volatility spillover indices touch their respective historical peaks during the global financial crisis 2007∼2008, however Bangladeshi market faces this condition in 2009∼2010.



Acknowledgment

An earlier version of this paper was presented at the 2015 Service Systems Engineering Conference & 2015 IEEE Symposium on Analytics and Risk Conference. Thanks go to some participants who made comments and suggestions for us to improve the paper. Financial support provided by the Chinese Academy of Sciences and The World Academy of Sciences (CAS-TWAS) are gratefully acknowledged.

References

[1] Koutmos G, Booth G G. Asymmetric volatility transmission in international stock markets. Journal of International Money and Finance, 1995, 14(6): 747–762.10.1016/0261-5606(95)00031-3Search in Google Scholar

[2] Ke J, Wang L, Murray L. An empirical analysis of the volatility spillover effect between primary stock markets abroad and China. Journal of Chinese Economic and Business Studies, 2010, 8(3): 315–333.10.1080/14765284.2010.493645Search in Google Scholar

[3] KalemliOzcan S, Sorensen B, Volosovych V. Deep financial integration and volatility. Journal of the European Economic Association, 2014, 12(6): 1558–1585.10.1111/jeea.12089Search in Google Scholar

[4] Hamao Y, Masulis R W, Ng V. Correlations in price changes and volatility across international stock markets. Review of Financial Studies, 1990, 3(2): 281–307.10.1093/rfs/3.2.281Search in Google Scholar

[5] Bekaert G, Harvey C R. Timevarying world market integration. The Journal of Finance, 1995, 50(2): 403–444.10.1111/j.1540-6261.1995.tb04790.xSearch in Google Scholar

[6] Ng A. Volatility spillover effects from Japan and the US to the Pacific — Basin. Journal of International Money and Finance, 2000, 19(2): 207–233.10.1016/S0261-5606(00)00006-1Search in Google Scholar

[7] Chen G M, Firth M, Rui O M. Stock market linkages: Evidence from Latin America. Journal of Banking Finance, 2002, 26(6): 1113–1141.10.1016/S0378-4266(01)00160-1Search in Google Scholar

[8] Salomons R, Grootveld H. The equity risk premium: Emerging vs. developed markets. Emerging Markets Review, 2003, 4(2): 121–144.10.1016/S1566-0141(03)00024-4Search in Google Scholar

[9] Forbes K J, Chinn M D. A decomposition of global linkages in financial markets over time. Review of Economics and Statistics, 2004, 86(3): 705–722.10.1162/0034653041811743Search in Google Scholar

[10] Lagarde C. The role of emerging markets in a new global partnership for growth by IMF managing director at University of Maryland. IMF communications department, Media Relations, 2016.Search in Google Scholar

[11] Wang S S, Firth M. Do bears and bulls swim across oceans? Market information transmission between greater China and the rest of the world. Journal of International Financial Markets, Institutions and Money, 2004, 14(3): 235–254.10.1016/j.intfin.2003.07.002Search in Google Scholar

[12] Chancharoenchai K, Dibooglu S. Volatility spillovers and contagion during the Asian crisis: evidence from six Southeast Asian stock markets. Emerging Markets Finance and Trade, 2006, 42(2): 4–17.10.2753/REE1540-496X420201Search in Google Scholar

[13] G ka B, Serwa D. Intra- and inter- regional spillovers between emerging capital markets around the world. Research in International Business and Finance, 2007, 21(2): 203–221.10.1016/j.ribaf.2006.03.005Search in Google Scholar

[14] Al-Deehani T, Moosa I A. Volatility spillover in regional emerging stock markets: A structural time-series approach. Emerging Markets Finance and Trade, 2006, 42(4): 78–89.10.2753/REE1540-496X420404Search in Google Scholar

[15] Bhar R, Nikolova, B. Return, volatility spillovers and dynamic correlation in the BRIC equity markets: An analysis using a bivariate EGARCH framework. Global Finance Journal, 2009, 19(3): 203–218.10.1016/j.gfj.2008.09.005Search in Google Scholar

[16] Beirne J, Caporale G M, Schulze-Ghattas M, et al. Global and regional spillovers in emerging stock markets: A multivariate GARCH-in-mean analysis. Emerging Markets Review, 2010, 11(3): 250–260.10.1016/j.ememar.2010.05.002Search in Google Scholar

[17] Glick R, Rose A K. Contagion and trade: Why are currency crises regional?. Journal of International Money and Finance, 1999, 18(4): 603–607.10.1016/S0261-5606(99)00023-6Search in Google Scholar

[18] Bhowmik R, Wu C, Wang S. An investigation of return and volatility linkages among stock markets: A study of emerging Asian and selected developed countries. To appear in Review of Economics Finance, 2017.10.16980/jitc.14.4.201808.1Search in Google Scholar

[19] Engle R F, Ng V K. Measuring and testing the impact of news on volatility. The Journal of Finance, 1993, 48(5): 1749–1778.10.1111/j.1540-6261.1993.tb05127.xSearch in Google Scholar

[20] Chowdhury A R. Stock market interdependencies: Evidence from the Asian NIEs. Journal of Macroeconomics, 1994, 16(4): 629–651.10.1016/0164-0704(94)90004-3Search in Google Scholar

[21] Theodossiou P, Lee U. Relationship between volatility and expected returns across international stock markets. Journal of Business Finance Accounting, 1995, 22(2): 289–300.10.1111/j.1468-5957.1995.tb00685.xSearch in Google Scholar

[22] Wei K J, Liu Y J, Yang C C, et al. Volatility and price change spillover effects across the developed and emerging markets. Pacific-Basin Finance Journal, 1995, 3(1): 113–136.10.1016/0927-538X(94)00029-7Search in Google Scholar

[23] Leachman L L, Francis B. Equity market return volatility: Dynamics and transmission among the G-7 countries. Global Finance Journal, 1996, 7(1): 27–52.10.1016/S1044-0283(96)90012-5Search in Google Scholar

[24] Aggarwal R, Inclan C, Leal R. Volatility in emerging stock markets. Journal of Financial and Quantitative Analysis, 1999, 34(1): 33–55.10.2307/2676245Search in Google Scholar

[25] Choudhry T. Stock market volatility and the crash of 1987: Evidence from six emerging markets. Journal of International Money and Finance, 1996, 15(6): 969–981.10.1016/S0261-5606(96)00036-8Search in Google Scholar

[26] Bekaert G, Harvey C R. Emerging equity market volatility. Journal of Financial Economics, 1997, 43(1): 29–77.10.1016/S0304-405X(96)00889-6Search in Google Scholar

[27] Huang B N, Yang C W, Hu J W S. Causality and cointegration of stock markets among the United States, Japan and the South China growth triangle. International Review of Financial Analysis, 2000, 9(3): 281–297.10.1016/S1057-5219(00)00031-4Search in Google Scholar

[28] Pyun C S, Lee S Y, Nam K. Volatility and information flows in emerging equity market: A case of the Korean stock exchange. International Review of Financial Analysis, 2001, 9(4): 405–420.10.1016/S1057-5219(00)00037-5Search in Google Scholar

[29] Billio M, Pelizzon L. Volatility and shocks spillover before and after EMU in European stock markets. Journal of Multinational Financial Management, 2003, 13(4): 323–340.10.1016/S1042-444X(03)00014-8Search in Google Scholar

[30] Miyakoshi T. Spillovers of stock return volatility to Asian equity markets from Japan and the US. Journal of International Financial Markets, Institutions and Money, 2003, 13(4): 383–399.10.1016/S1042-4431(03)00015-5Search in Google Scholar

[31] Worthington A, Higgs H. Transmission of equity returns and volatility in Asian developed and emerging markets: A multivariate GARCH analysis. International Journal of Finance Economics, 2004, 9(1): 71–80.10.1002/ijfe.222Search in Google Scholar

[32] Baele L. Volatility spillover effects in European equity markets. Journal of Financial and Quantitative Analysis, 2005, 40(2): 373–401.10.1017/S0022109000002350Search in Google Scholar

[33] Kim S J. Information leadership in the advanced Asia-Pacific stock markets: Return, volatility and volume information spillovers from the US and Japan. Journal of the Japanese and International Economies, 2005, 19(3): 338–365.10.1016/j.jjie.2004.03.002Search in Google Scholar

[34] Caporale G M, Pittis N, Spagnolo N. Volatility transmission and financial crises. Journal of Economics and Finance, 2006, 30(3): 376–390.10.1007/BF02752742Search in Google Scholar

[35] Syriopoulos T. Dynamic linkages between emerging European and developed stock markets: Has the EMU any impact?. International Review of Financial Analysis, 2007, 16(1): 41–60.10.1016/j.irfa.2005.02.003Search in Google Scholar

[36] Liu Y A, Pan M S, Shieh J C. International transmission of stock price movements: Evidence from the US and five Asian-Pacific markets. Journal of Economics and Finance, 1998, 22(1): 59–69.10.1007/BF02823233Search in Google Scholar

[37] Chen C W, Chiang T C, So M K. Asymmetrical reaction to US stock-return news: Evidence from major stock markets based on a double-threshold model. Journal of Economics and Business, 2003, 55(5): 487–502.10.1016/S0148-6195(03)00051-1Search in Google Scholar

[38] Lim K P, Brooks R D, Kim J H. Financial crisis and stock market efficiency: Empirical evidence from Asian countries. International Review of Financial Analysis, 2008, 17(3): 571–591.10.1016/j.irfa.2007.03.001Search in Google Scholar

[39] Hammoudeh S, Li H. Sudden changes in volatility in emerging markets: The case of Gulf Arab stock markets. International Review of Financial Analysis, 2008, 17(1): 47–63.10.1016/j.irfa.2005.01.002Search in Google Scholar

[40] Chiang T C, Jeon B N, Li H. Dynamic correlation analysis of financial contagion: Evidence from Asian markets. Journal of International Money and Finance, 2007, 26(7): 1206–1228.10.1016/j.jimonfin.2007.06.005Search in Google Scholar

[41] Abugri B A. Empirical relationship between macroeconomic volatility and stock returns: Evidence from Latin American markets. International Review of Financial Analysis, 2008, 17(2): 396–410.10.1016/j.irfa.2006.09.002Search in Google Scholar

[42] Fidrmuc J, Korhonen I. The impact of the global financial crisis on business cycles in Asian emerging economies. Journal of Asian Economics, 2010, 21(3): 293–303.10.1016/j.asieco.2009.07.007Search in Google Scholar

[43] Engle R F, Gallo G M, Velucchi M. Volatility spillovers in East Asian financial markets: A MEM-based approach. Review of Economics and Statistics, 2012, 94(1): 222–223.10.1162/REST_a_00167Search in Google Scholar

[44] Morales L, Andreosso-O’Callaghan B. The current global financial crisis: Do Asian stock markets show contagion or interdependence effects?. Journal of Asian Economics, 2012, 23(6): 616–626.10.1016/j.asieco.2012.09.002Search in Google Scholar

[45] Wang L. Who moves East Asian stock markets? The role of the 2007–2009 global financial crisis. Journal of International Financial Markets, Institutions and Money, 2014, 28: 182–203.10.1016/j.intfin.2013.11.003Search in Google Scholar

[46] Kim B H, Kim H, Lee B S. Spillover effects of the US financial crisis on financial markets in emerging Asian countries. International Review of Economics Finance, 2015, 39: 192–210.10.1016/j.iref.2015.04.005Search in Google Scholar

[47] Li Y, Giles D E. Modelling volatility spillover effects between developed stock markets and Asian emerging stock markets. International Journal of Finance Economics, 2015, 20(2): 155–177.10.1002/ijfe.1506Search in Google Scholar

[48] Samarakoon L P. Stock market interdependence, contagion, and the US financial crisis: The case of emerging and frontier markets. Journal of International Financial Markets, Institutions and Money, 2011, 21(5): 724–742.10.1016/j.intfin.2011.05.001Search in Google Scholar

[49] Terazi E, Senel S. The effects of the global financial crisis on the Central and Eastern European Union countries. International Journal of Business and Social Science, 2011, 2(17): 186–192.Search in Google Scholar

[50] Tudor C. Changes in stock markets interdependencies as a result of the global financial crisis: Empirical investigation on the CEE region. Panoeconomicus, 2011, 58(4): 525–543.10.2298/PAN1104525TSearch in Google Scholar

[51] Min H G, Hwang Y S. Dynamic correlation analysis of US financial crisis and contagion: Evidence from four OECD countries. Applied Financial Economics, 2012, 22(24): 2063–2074.10.1080/09603107.2012.698161Search in Google Scholar

[52] Neaime S. The global financial crisis, financial linkages and correlations in returns and volatilities in emerging MENA stock markets. Emerging Markets Review, 2012, 13(3): 268–282.10.1016/j.ememar.2012.01.006Search in Google Scholar

[53] Bekaert G, Ehrmann M, Fratzscher M, et al. The global crisis and equity market contagion. The Journal of Finance, 2014, 69(6): 2597–2649.10.1111/jofi.12203Search in Google Scholar

[54] Bekiros S D. Contagion, decoupling and the spillover effects of the US financial crisis: Evidence from the BRIC markets. International Review of Financial Analysis, 2014, 33: 58–69.10.1016/j.irfa.2013.07.007Search in Google Scholar

[55] Dungey M, Gajurel, D. Equity market contagion during the global financial crisis: Evidence from the world’s eight largest economies. Economic Systems, 2014, 38(2): 161–177.10.1016/j.ecosys.2013.10.003Search in Google Scholar

[56] Sugimoto K, Matsuki T, Yoshida Y. The global financial crisis: An analysis of the spillover effects on African stock markets. Emerging Markets Review, 2014, 21: 201–233.10.1016/j.ememar.2014.09.004Search in Google Scholar

[57] Alotaibi A R, Mishra A V. Global and regional volatility spillovers to GCC stock markets. Economic Modelling, 2015, 45: 38–49.10.1016/j.econmod.2014.10.052Search in Google Scholar

[58] Maghyereh A I, Awartani B, Al Hilu K. Dynamic transmissions between the US and equity markets in the MENA countries: new evidence from pre-and post-global financial crisis. The Quarterly Review of Economics and Finance, 2015, 56: 123–138.10.1016/j.qref.2014.08.005Search in Google Scholar

[59] Pragidis I C, Aielli G P, Chionis D, et al. Contagion effects during financial crisis: Evidence from the Greek sovereign bonds market. Journal of Financial Stability, 2015, 18(1): 127–138.10.1016/j.jfs.2015.04.001Search in Google Scholar

[60] Mensi W, Hammoudeh S, Nguyen D K, et al. Global financial crisis and spillover effects among the US and BRICS stock markets. International Review of Economics Finance, 2016, 42: 257–276.10.1016/j.iref.2015.11.005Search in Google Scholar

[61] Yilmaz K. Return and volatility spillovers among the East Asian equity markets. Journal of Asian Economics, 2010, 21(3): 304–313.10.1016/j.asieco.2009.09.001Search in Google Scholar

[62] Syllignakis M N, Kouretas G P. Dynamic correlation analysis of financial contagion: Evidence from the Central and Eastern European markets. International Review of Economics Finance, 2011, 20(4): 717–732.10.1016/j.iref.2011.01.006Search in Google Scholar

[63] Sakthivel P, VeeraKumar K, Raghuram G, et al. Impact of global financial crisis on stock market volatility: Evidence from India. Asian Social Science, 2014, 10(10): 86–94.10.5539/ass.v10n10p86Search in Google Scholar

[64] Lee J. Currency risk and volatility spillover in emerging foreign exchange markets. Journal of Financial Economics, 2009, 43: 29–77.10.2139/ssrn.1650049Search in Google Scholar

[65] Bollerslev T. Generalized autoregressive conditional heteroskedasticity. Journal of Econometrics, 1986, 31(3): 307–327.10.1016/0304-4076(86)90063-1Search in Google Scholar

[66] Sims C A. Macroeconomics and reality. Econometrica: Journal of the Econometric Society, 1980, 48(1): 1–48.10.2307/1912017Search in Google Scholar

Received: 2017-5-24
Accepted: 2017-12-7
Published Online: 2018-5-8

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