Association between Markov regime-switching market volatility and beta risk: Evidence from Dow Jones industrial securities
AbstractIn this paper, the volatility of the return generating process of the market portfolio and the slope coefficient of the market model is assumed to follow a Markov switching process of order one. The results indicate very strong evidence of volatility switching behaviour in a sample of returns in the S&P500 index. In three of the thirty securities in the Dow Jones index, the estimated slope in the market model show strong switching behaviour. In these three securities the low risk state is more persistent than the high-risk state. For each security we estimate the conditional probabilities that the security is in the high (low) risk state given the market is in the high (low) volatility regime and show that this information can be used to classify securities into three distinct groups. There is no association between these groups and the securities' constant beta estimated in the market model and the Sharpe index. Some directions for further research are discussed.
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Bibliographic InfoPaper provided by Monash University, Department of Econometrics and Business Statistics in its series Monash Econometrics and Business Statistics Working Papers with number 20/03.
Length: 27 pages
Date of creation: Dec 2003
Date of revision:
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Other versions of this item:
- Don U.A. Galagedera & Roland Shami, 2004. "Association between Markov regime-switching market volatility and beta risk: Evidence from Dow Jones industrial securities," Finance 0406011, EconWPA.
- G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions
- G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
This paper has been announced in the following NEP Reports:
- NEP-ALL-2004-01-18 (All new papers)
- NEP-CFN-2004-01-18 (Corporate Finance)
- NEP-ETS-2004-01-18 (Econometric Time Series)
- NEP-FIN-2004-01-18 (Finance)
- NEP-RMG-2004-01-18 (Risk Management)
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- Hamilton, James D, 1989. "A New Approach to the Economic Analysis of Nonstationary Time Series and the Business Cycle," Econometrica, Econometric Society, vol. 57(2), pages 357-84, March.
- Tim Bollerslev, 1986.
"Generalized autoregressive conditional heteroskedasticity,"
EERI Research Paper Series
EERI RP 1986/01, Economics and Econometrics Research Institute (EERI), Brussels.
- Bollerslev, Tim, 1986. "Generalized autoregressive conditional heteroskedasticity," Journal of Econometrics, Elsevier, vol. 31(3), pages 307-327, April.
- Brooks, Robert D. & Faff, Robert W. & Lee, John H. H., 1995.
"Beta stability and portfolio formation,"
Pacific-Basin Finance Journal,
Elsevier, vol. 3(1), pages 145-146, May.
- Huntley Schaller & Simon Van Norden, 1997.
"Regime switching in stock market returns,"
Applied Financial Economics,
Taylor & Francis Journals, vol. 7(2), pages 177-191.
- Fabozzi, Frank J & Francis, Jack Clark, 1977. "Stability Tests for Alphas and Betas over Bull and Bear Market Conditions," Journal of Finance, American Finance Association, vol. 32(4), pages 1093-99, September.
- repec:bla:jbfnac:v:25:y:1998:i:5&6:p:721-745 is not listed on IDEAS
- Christopher M. Turner & Richard Startz & Charles R. Nelson, 1989.
"A Markov Model of Heteroskedasticity, Risk, and Learning in the Stock Market,"
NBER Working Papers
2818, National Bureau of Economic Research, Inc.
- Turner, Christopher M. & Startz, Richard & Nelson, Charles R., 1989. "A Markov model of heteroskedasticity, risk, and learning in the stock market," Journal of Financial Economics, Elsevier, vol. 25(1), pages 3-22, November.
- Gooding, Arthur E. & O'Malley, Terence P., 1977. "Market Phase and the Stationarity of Beta," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 12(05), pages 833-857, December.
- G. William Schwert, 1990.
"Business Cycles, Financial Crises, and Stock Volatility,"
NBER Working Papers
2957, National Bureau of Economic Research, Inc.
- Schwert, G. William, 1989. "Business cycles, financial crises, and stock volatility," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 31(1), pages 83-125, January.
- Schwert, G.W., 1988. "Business Cycles, Financial Crises And Stock Volatility," Papers 88-06, Rochester, Business - General.
- William F. Sharpe, 1965. "Mutual Fund Performance," The Journal of Business, University of Chicago Press, vol. 39, pages 119.
- Chen, Son-Nan, 1982. "An Examination of Risk-Return Relationship in Bull and Bear Markets Using Time-Varying Betas," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 17(02), pages 265-286, June.
- Boldin Michael D., 1996. "A Check on the Robustness of Hamilton's Markov Switching Model Approach to the Economic Analysis of the Business Cycle," Studies in Nonlinear Dynamics & Econometrics, De Gruyter, vol. 1(1), pages 1-14, April.
- Ho-Chuan Huang, 2000. "Tests of regimes - switching CAPM," Applied Financial Economics, Taylor & Francis Journals, vol. 10(5), pages 573-578.
- Hamilton, James D. & Susmel, Raul, 1994.
"Autoregressive conditional heteroskedasticity and changes in regime,"
Journal of Econometrics,
Elsevier, vol. 64(1-2), pages 307-333.
- Tom Doan, . "RATS programs to estimate Hamilton-Susmel Markov Switching ARCH model," Statistical Software Components RTZ00083, Boston College Department of Economics.
- R.W. Faff & R.D. Brooks, 1998. "Time-varying Beta Risk for Australian Industry Portfolios: An Exploratory Analysis," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 25(5&6), pages 721-745.
- Goodwin, Thomas H, 1993. "Business-Cycle Analysis with a Markov-Switching Model," Journal of Business & Economic Statistics, American Statistical Association, vol. 11(3), pages 331-39, July.
- Bos, T & Newbold, P, 1984. "An Empirical Investigation of the Possibility of Stochastic Systematic Risk in the Market Model," The Journal of Business, University of Chicago Press, vol. 57(1), pages 35-41, January.
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