Testing the Dynamic Linkages of the Pakistani Stock Market with Regional and Global Markets
Keywords:
Dynamic linkages, bivariate, GARCH, financial market integration.Abstract
This article examines the dynamic linkages between Pakistan’s emerging stock market and (i) the US market and (ii) the regional markets of India and Japan. Using data for the daily returns and volatility spillovers of three market pairs (Pakistan-US, Pakistan-Japan and Pakistan-India), the study estimates a series of bivariate asymmetric VARMA(1,1)-GARCH(1,1) models. It also fits multivariate asymmetric VARMA(1,1)-GARCH(1,1) models for two groups of markets: Pakistan-India-US and Pakistan-India-Japan. Based on the mean spillovers, the results suggest that the global and regional equity markets (Granger) cause the Pakistani market. There are unidirectional volatility spillovers to Pakistan from the US and Japan, while India is the only regional market with a significant cross-asymmetric effect on Pakistan. In the multivariate case, the regional and global markets have significant joint mean and variance spillovers and asymmetric effects on the Pakistani market. This indicates a weak degree of integration between the Pakistani market and the global and regional markets, implying that local risk factors – either firm-specific or country-specific – explain the expected returns on investment in the Pakistani stock market.
References
Aggarwal, R., Inclan, C., & Leal, R. (1999). Volatility in emerging stock markets. Journal of Financial and Quantitative Analysis, 34, 33–55.
Bauwens, L., Laurent, S., & Rombouts, J. V. K. (2006). Multivariate GARCH models: A survey. Journal of Applied Econometrics, 21(1), 79–109.
Beirne, J., Caporale, G. M., Schulze-Ghattas, M., & Spagnolo, N. (2010). Global and regional spillovers in emerging stock markets: A multivariate GARCH-in-mean analysis. Emerging Markets Review, 11(3), 250–260.
Black, F. (1976). Studies of stock market volatility changes. In Proceedings of the 1976 meeting of the Business and Economic Statistics Section, American Statistical Association (pp. 177–181). Washington, DC: American Statistical Association.
Chancharat, S. (2009). Stock market integration: An overview. NIDA Economic Review, 4(2), 23–35.
Chou, R. Y., Lin, J.-L., & Wu, C. (1999). Modelling the Taiwan stock market and international linkages. Pacific Economic Review, 4(3), 305–320.
Engle, R. F., & Kroner, K. F. (1995). Multivariate simultaneous generalized ARCH. Econometric Theory, 11(1), 122–150.
Fama, E. F. (1970). Efficient capital markets: A review of theory and empirical work. Journal of Finance, 25(2), 383–417.
Hosking, J. R. M. (1980). The multivariate portmanteau statistic. Journal of the American Statistical Association, 75(371), 602–608.
Iqbal, J. (2012). Stock market in Pakistan: An overview. Journal of Emerging Market Finance, 11(1), 61–91.
Jawadi, F., & Arouri, M. H. (2008). Are American and French stock markets integrated? International Journal of Business and Finance Research, 2(2), 107–116.
Karolyi, G. A. (1995). A multivariate GARCH model of international transmissions of stock returns and volatility: The case of the United States and Canada. Journal of Business and Economic Statistics, 13(1), 11–25.
Kroner, K. F., & Ng, V. K. (1998). Modeling asymmetric comovements of asset returns. Review of Financial Studies, 11(4), 817–844.
Kumar, M. (2013). Returns and volatility spillover between stock prices and exchange rates: Empirical evidence from IBSA countries. International Journal of Emerging Markets, 8(2), 108–128.
Li, H. (2007). International linkages of the Chinese stock exchanges: A multivariate GARCH analysis. Applied Financial Economics, 17(4), 285–297.
Li, H., & Majerowska, E. (2008). Testing stock market linkages for Poland and Hungary: A multivariate GARCH approach. Research in International Business and Finance, 22(3), 247–266.
Li, Y., & Giles, D. E. (2015). Modelling volatility spillover effects between developed stock markets and Asian emerging stock markets. International Journal of Finance and Economics, 20(2), 155–177.
Miyakoshi, T. (2003). Spillovers of stock return volatility to Asian equity markets from Japan and the US. Journal of International Financial Markets, Institutions and Money, 13(4), 383–399.
Saleem, K. (2009). International linkage of the Russian market and the Russian financial crisis: A multivariate GARCH analysis. Research in International Business and Finance, 23(3), 243–256.
Schwert, G. W. (1990). Stock returns and real activity: A century of evidence. Journal of Finance, 45(4), 1237–1257.
Sharma, A., & Seth, N. (2012). Literature review of stock market integration: A global perspective. Qualitative Research in Financial Markets, 4(1), 84–122.
Tse, Y. K, & Tsui, A. K. (2002). A multivariate generalized autoregressive conditional heteroscedasticity model with time-varying correlations. Journal of Business and Economic Statistics, 20(3), 351–362.
Worthington, A., & Higgs, H. (2004). Transmission of equity returns and volatility in Asian developed and emerging markets: A multivariate GARCH Analysis. International Journal of Finance and Economics, 9(1), 71–80.
Zivot, E., & Wang, J. (2005). Modelling financial time series with S-PLUS, 2nd ed. Berline: Springer.