Improving Portfolio Selection Using Option-Implied Volatility and Skewness
Our objective in this paper is to examine whether one can use option-implied information to improve mean-variance portfolio selection with a large number of stocks, and to document which aspects of option-implied information are most useful for improving the out-of-sample performance of mean-variance portfolios. To calculate the optimal mean-variance portfolio weights, one needs to estimate for each stock its volatility, correlations with all other stocks, and expected return. Our empirical evidence shows that, while using the option-implied volatilities and correlations does not improve significantly the portfolio variance, Sharpe ratio, and certainty-equivalent return, exploiting information about expected returns that is contained in the volatility risk premium and option-implied skewness increases substantially Sharpe ratios and certainty-equivalent returns, but this is accompanied by higher portfolio turnover.
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|Date of creation:||Feb 2010|
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- Christensen, B. J. & Prabhala, N. R., 1998. "The relation between implied and realized volatility," Journal of Financial Economics, Elsevier, vol. 50(2), pages 125-150, November.
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- Chernov, Mikhail, 2007. "On the Role of Risk Premia in Volatility Forecasting," Journal of Business & Economic Statistics, American Statistical Association, vol. 25, pages 411-426, October.
- Gurdip Bakshi & Nikunj Kapadia & Dilip Madan, 2003. "Stock Return Characteristics, Skew Laws, and the Differential Pricing of Individual Equity Options," Review of Financial Studies, Society for Financial Studies, vol. 16(1), pages 101-143.
- Blair, Bevan J. & Poon, Ser-Huang & Taylor, Stephen J., 2001. "Forecasting S&P 100 volatility: the incremental information content of implied volatilities and high-frequency index returns," Journal of Econometrics, Elsevier, vol. 105(1), pages 5-26, November.
- Chernov, Mikhail & Ghysels, Eric, 2000. "A study towards a unified approach to the joint estimation of objective and risk neutral measures for the purpose of options valuation," Journal of Financial Economics, Elsevier, vol. 56(3), pages 407-458, June.
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