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A GARCH Modelling of Volatility and M-GARCH Approach of Stock Market Linkages of North America

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  • Ajaya Kumar Panda
  • Swagatika Nanda

Abstract

The present study attempts to capture the return volatility and the extent of dynamic conditional correlation between the stock markets of North America region. The data contain weekly stock market returns spanning from the second week of 1995 to the fourth week of June 2016. Using univariate ARCH and GARCH approaches, the study finds evidence of return volatility and its persistence within the region. Mexican stock market neither reacts intensely to immediate market fluctuations nor the part of the realized past volatility spill over to the current period, whereas the stock markets of Canada and USA experience high persistence of return volatility and Bermuda stock market returns are highly sensitive to the immediate market fluctuations. Using MGARCH-DCC, this article finds that emerging markets are less linked to the developed market in terms of return and that there also exists a weak co-movement between the stock markets. There is no evidence of market integration throughout the sample period. Correlations tend to spread out equally throughout the sample period, but the co-variances were found to be more volatile during 2008–2010. This article reveals that changes in co-movement are not due to a change in the correlations between markets but is simply due to volatility.

Suggested Citation

  • Ajaya Kumar Panda & Swagatika Nanda, 2018. "A GARCH Modelling of Volatility and M-GARCH Approach of Stock Market Linkages of North America," Global Business Review, International Management Institute, vol. 19(6), pages 1538-1553, December.
  • Handle: RePEc:sae:globus:v:19:y:2018:i:6:p:1538-1553
    DOI: 10.1177/0972150918793554
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    1. Ian Garrett & Spyros Spyrou, 1999. "Common Stochastic Trends in Emerging Equity Markets," Manchester School, University of Manchester, vol. 67(6), pages 649-660, December.
    2. Marie‐Claude Beaulieu & Marie‐Hélène Gagnon & Lynda Khalaf, 2009. "A cross‐section analysis of financial market integration in North America using a four factor model," International Journal of Managerial Finance, Emerald Group Publishing Limited, vol. 5(3), pages 248-267, June.
    3. Ali F. Darrat & Maosen Zhong, 2002. "Permanent and Transitory Driving Forces in the Asian‐Pacific Stock Markets," The Financial Review, Eastern Finance Association, vol. 37(1), pages 35-51, February.
    4. Diamandis, Panayiotis F., 2009. "International stock market linkages: Evidence from Latin America," Global Finance Journal, Elsevier, vol. 20(1), pages 13-30.
    5. Engle, Robert F. & Kroner, Kenneth F., 1995. "Multivariate Simultaneous Generalized ARCH," Econometric Theory, Cambridge University Press, vol. 11(1), pages 122-150, February.
    6. Chan, Kam C & Gup, Benton E & Pan, Ming-Shiun, 1992. "An Empirical Analysis of Stock Prices in Major Asian Markets and the United States," The Financial Review, Eastern Finance Association, vol. 27(2), pages 289-307, May.
    7. Rockinger, Michael & Urga, Giovanni, 2001. "A Time-Varying Parameter Model to Test for Predictability and Integration in the Stock Markets of Transition Economies," Journal of Business & Economic Statistics, American Statistical Association, vol. 19(1), pages 73-84, January.
    8. Garrett, Ian & Spyrou, Spyros, 1999. "Common Stochastic Trends in Emerging Equity Markets," Manchester School, University of Manchester, vol. 67(6), pages 649-660, December.
    9. Jian Yang & Cheng Hsiao & Qi Li & Zijun Wang, 2006. "The emerging market crisis and stock market linkages: further evidence," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 21(6), pages 727-744, September.
    10. Kaplanis, Evi C., 1988. "Stability and forecasting of the comovement measures of international stock market returns," Journal of International Money and Finance, Elsevier, vol. 7(1), pages 63-75, March.
    11. Krishna Reddy Chittedi, 2015. "Financial Crisis and Contagion Effects to Indian Stock Market: ‘DCC–GARCH’ Analysis," Global Business Review, International Management Institute, vol. 16(1), pages 50-60, February.
    12. Bekaert, Geert & Harvey, Campbell R, 1995. "Time-Varying World Market Integration," Journal of Finance, American Finance Association, vol. 50(2), pages 403-444, June.
    13. Glosten, Lawrence R & Jagannathan, Ravi & Runkle, David E, 1993. "On the Relation between the Expected Value and the Volatility of the Nominal Excess Return on Stocks," Journal of Finance, American Finance Association, vol. 48(5), pages 1779-1801, December.
    14. Longin, Francois & Solnik, Bruno, 1995. "Is the correlation in international equity returns constant: 1960-1990?," Journal of International Money and Finance, Elsevier, vol. 14(1), pages 3-26, February.
    15. Scheicher, Martin, 2001. "The Comovements of Stock Markets in Hungary, Poland and the Czech Republic," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 6(1), pages 27-39, January.
    16. Chelley-Steeley, Patricia L., 2005. "Modeling equity market integration using smooth transition analysis: A study of Eastern European stock markets," Journal of International Money and Finance, Elsevier, vol. 24(5), pages 818-831, September.
    17. Bollerslev, Tim, 1990. "Modelling the Coherence in Short-run Nominal Exchange Rates: A Multivariate Generalized ARCH Model," The Review of Economics and Statistics, MIT Press, vol. 72(3), pages 498-505, August.
    18. Chen, Gong-meng & Firth, Michael & Meng Rui, Oliver, 2002. "Stock market linkages: Evidence from Latin America," Journal of Banking & Finance, Elsevier, vol. 26(6), pages 1113-1141, June.
    19. Masih, Abul M. M. & Masih, Rumi, 1999. "Are Asian stock market fluctuations due mainly to intra-regional contagion effects? Evidence based on Asian emerging stock markets," Pacific-Basin Finance Journal, Elsevier, vol. 7(3-4), pages 251-282, August.
    20. Jagdish N. Bhagwati, 2004. "In Defense of Globalization: It Has a Human Face," Rivista di Politica Economica, SIPI Spa, vol. 94(6), pages 9-20, November-.
    21. Engle, Robert, 2002. "Dynamic Conditional Correlation: A Simple Class of Multivariate Generalized Autoregressive Conditional Heteroskedasticity Models," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(3), pages 339-350, July.
    22. Engle, Robert F, 1982. "Autoregressive Conditional Heteroscedasticity with Estimates of the Variance of United Kingdom Inflation," Econometrica, Econometric Society, vol. 50(4), pages 987-1007, July.
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