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Dynamic Relationship and Volatility Spillover between the Stock Market and the Foreign Exchange Market in Pakistan: Evidence from VAR-EGARCH Modelling

Author

Listed:
  • Abdul Qayyum

    (Pakistan Institute of Development Economics, Islamabad)

  • Muhammad Arshad Khan

    (COMSATS Institute of Information Technology, Islamabad)

Abstract

The paper examines the dynamic relationship and volatility spillovers between the stock market and the foreign exchange market in Pakistan using weekly data from 02 July, 1997 to 04 July 2012. We have used Johansen cointegration test to determine long run relationship between stock price index and exchange rate. The result lends no support for the presence of long-run relationship between the stock price index and exchange rate. Furthermore, volatility spillover is modelled through bivariate EGARCH framework. The result from the EGARCH models reveals two-way volatility spillovers. The returns of one market are affected by the volatility of other market. Particularly, the returns of the stock market are more sensitive to the exchange rate returns as well as the volatility of foreign exchange market. Furthermore, the returns in the foreign exchange market are also affected by the stock market returns and the volatility of stock market returns. Overall, the results suggest that there is strong link between the volatility of foreign exchange market and the volatility of returns in stock market in Pakistan.

Suggested Citation

  • Abdul Qayyum & Muhammad Arshad Khan, 2014. "Dynamic Relationship and Volatility Spillover between the Stock Market and the Foreign Exchange Market in Pakistan: Evidence from VAR-EGARCH Modelling," PIDE-Working Papers 2014:103, Pakistan Institute of Development Economics.
  • Handle: RePEc:pid:wpaper:2014:103
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    References listed on IDEAS

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    1. Husain, Fazal & Qayyum, Abdul, 2006. "Stock Market Liberalisations in the South Asian Region," MPRA Paper 1716, University Library of Munich, Germany.
    2. Nelson, Daniel B, 1991. "Conditional Heteroskedasticity in Asset Returns: A New Approach," Econometrica, Econometric Society, vol. 59(2), pages 347-370, March.
    3. Young-Hye Cho & Robert F. Engle, 1999. "Time-Varying Betas and Asymmetric Effect of News: Empirical Analysis of Blue Chip Stocks," NBER Working Papers 7330, National Bureau of Economic Research, Inc.
    4. Nabil Maghrebi & Mark J. Holmes & Eric J. Pentecost, 2006. "Are There Asymmetries in the Relationship Between Exchange Rate Fluctuations and Stock Market Volatility in Pacific Basin Countries?," Review of Pacific Basin Financial Markets and Policies (RPBFMP), World Scientific Publishing Co. Pte. Ltd., vol. 9(02), pages 229-256.
    5. Dickey, David A & Fuller, Wayne A, 1981. "Likelihood Ratio Statistics for Autoregressive Time Series with a Unit Root," Econometrica, Econometric Society, vol. 49(4), pages 1057-1072, June.
    6. Abdul Qayyum & A. R. Kemal, 2006. "Volatility Spillover between the Stock Market and the Foreign Market in Pakistan," Finance Working Papers 22216, East Asian Bureau of Economic Research.
    7. Angelos Kanas, 2000. "Volatility Spillovers Between Stock Returns and Exchange Rate Changes: International Evidence," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 27(3‐4), pages 447-467, April.
    8. Dornbusch, Rudiger & Fischer, Stanley, 1980. "Exchange Rates and the Current Account," American Economic Review, American Economic Association, vol. 70(5), pages 960-971, December.
    9. Zapatero, Fernando, 1995. "Equilibrium asset prices and exchange rates," Journal of Economic Dynamics and Control, Elsevier, vol. 19(4), pages 787-811, May.
    10. Lucía de las Nieves Morales, 2008. "Volatility Spillovers between Equity and Currency Markets: Evidence from Major Latin American Countries," Latin American Journal of Economics-formerly Cuadernos de Economía, Instituto de Economía. Pontificia Universidad Católica de Chile., vol. 45(132), pages 185-215.
    11. Bollerslev, Tim, 1986. "Generalized autoregressive conditional heteroskedasticity," Journal of Econometrics, Elsevier, vol. 31(3), pages 307-327, April.
    12. Muhammad Arshad Khan & Abdul Qayyum & Saeed Ahmed Sheikh, 2005. "Financial Development and Economic Growth: The Case of Pakistan," The Pakistan Development Review, Pakistan Institute of Development Economics, vol. 44(4), pages 819-837.
    13. Ólan T. Henry & John Sharma, 1999. "Asymmetric Conditional Volatility and Firm Size: Evidence from Australian Equity Portfolios," Australian Economic Papers, Wiley Blackwell, vol. 38(4), pages 393-406, December.
    14. Granger, Clive W. J. & Huangb, Bwo-Nung & Yang, Chin-Wei, 2000. "A bivariate causality between stock prices and exchange rates: evidence from recent Asianflu," The Quarterly Review of Economics and Finance, Elsevier, vol. 40(3), pages 337-354.
    15. Kroner, Kenneth F & Ng, Victor K, 1998. "Modeling Asymmetric Comovements of Asset Returns," The Review of Financial Studies, Society for Financial Studies, vol. 11(4), pages 817-844.
    16. Braun, Phillip A & Nelson, Daniel B & Sunier, Alain M, 1995. "Good News, Bad News, Volatility, and Betas," Journal of Finance, American Finance Association, vol. 50(5), pages 1575-1603, December.
    17. R. Smyth & M. Nandha, 2003. "Bivariate causality between exchange rates and stock prices in South Asia," Applied Economics Letters, Taylor & Francis Journals, vol. 10(11), pages 699-704.
    18. Nieh, Chien-Chung & Lee, Cheng-Few, 2001. "Dynamic relationship between stock prices and exchange rates for G-7 countries," The Quarterly Review of Economics and Finance, Elsevier, vol. 41(4), pages 477-490.
    19. Muhammad Arshad Khan & Sajawal Khan, 2007. "Financial Sector Restructuring in Pakistan," Lahore Journal of Economics, Department of Economics, The Lahore School of Economics, vol. 12(Special E), pages 98-125, September.
    20. Gavin, Michael, 1989. "The stock market and exchange rate dynamics," Journal of International Money and Finance, Elsevier, vol. 8(2), pages 181-200, June.
    21. Sheng-Yung Yang & Shuh-Chyi Doong, 2004. "Price and Volatility Spillovers between Stock Prices and Exchange Rates: Empirical Evidence from the G-7 Countries," International Journal of Business and Economics, School of Management Development, Feng Chia University, Taichung, Taiwan, vol. 3(2), pages 139-153, August.
    22. Alok Kumar Mishra, 2004. "Stock Market and Foreign Exchange Market in India: Are they Related?," South Asia Economic Journal, Institute of Policy Studies of Sri Lanka, vol. 5(2), pages 209-232, September.
    23. Qayyum, Abdul & Kemal, A. R., 2006. "Volatility Spillover Between the Stock Market and the Foreign Exchange Market in Pakistan," MPRA Paper 1715, University Library of Munich, Germany.
    24. Leeves, Gareth, 2007. "Asymmetric volatility of stock returns during the Asian crisis: Evidence from Indonesia," International Review of Economics & Finance, Elsevier, vol. 16(2), pages 272-286.
    25. 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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    Cited by:

    1. Ghouse, Ghulam & Khan, Saud Ahmed & Arshad, Muhammad, 2015. "Time Varying Volatility Modeling of Pakistani and leading foreign stock markets," MPRA Paper 70080, University Library of Munich, Germany.

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    More about this item

    Keywords

    Stock Market; Foreign Exchange Market; EGARCH; Volatility Spillover; Stock Market Return; Foreign Exchange Return; Pakistan;
    All these keywords.

    JEL classification:

    • C32 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes; State Space Models
    • F31 - International Economics - - International Finance - - - Foreign Exchange
    • G15 - Financial Economics - - General Financial Markets - - - International Financial Markets
    • R10 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - General

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