Market Timing with Option-Implied Distributions: A Forward-Looking Approach

Published Online:https://doi.org/10.1287/mnsc.1110.1346

References

  • Adler T., Kritzman M. Mean-variance versus full-scale optimization: In and out of sample. J. Asset Management (2007) 7(5):302–311CrossrefGoogle Scholar
  • Aït-Sahalia Y., Brandt M. W. Consumption and portfolio choice with option-implied state prices. (2008) . NBER Working Paper 13854, National Bureau of Economic Research, Cambridge, MACrossrefGoogle Scholar
  • Aït-Sahalia Y., Lo A. W. Nonparametric risk management and implied risk aversion. J. Econometrics (2000) 94(1–2):9–51CrossrefGoogle Scholar
  • Alentorn A., Markose S., Kontoghiorghes E. J., Rustem B., Winker P. Generalized extreme value distribution and extreme economic value at risk (EE-VaR). Computational Methods in Financial Engineering: Essays in Honor of Manfred Gilli (2008) (Springer-Verlag, Berlin) 47–71CrossrefGoogle Scholar
  • Anagnou-Basioudis I., Bedendo M., Hodges S. D., Tompkins R. Forecasting accuracy of implied and GARCH-based probability density functions. Rev. Futures Markets (2005) 14(1):41–66Google Scholar
  • Ang A., Bekaert G., Liu J. Why stocks may disappoint. J. Financial Econom. (2005) 76(3):471–508CrossrefGoogle Scholar
  • Bakshi G., Panayotov G., Skoulakis G. Improving the predictability of real economic activity and asset returns with forward variances inferred from option portfolios. J. Financial Econom. (2011) 100(3):475–495CrossrefGoogle Scholar
  • Barberis N., Huang M., Santos T. Prospect theory and asset prices. Quart. J. Econom. (2001) 116(1):1–53CrossrefGoogle Scholar
  • Barone-Adesi G., Whaley R. E. Efficient analytical approximation of American option values. J. Finance (1987) 42(2):301–320CrossrefGoogle Scholar
  • Bates D. S. The crash of '87: Was it expected? The evidence from options markets. J. Finance (1991) 46(3):1009–1044CrossrefGoogle Scholar
  • Berkowitz J. Testing density forecasts with applications to risk management. J. Bus. Econom. Statist. (2001) 19(4):465–474CrossrefGoogle Scholar
  • Black F. The pricing of commodity contracts. J. Financial Econom. (1976) 3(1–2):167–179CrossrefGoogle Scholar
  • Bliss R. R., Panigirtzoglou N. Testing the stability of implied probability density functions. J. Banking Finance (2002) 26(2):381–422CrossrefGoogle Scholar
  • Bliss R. R., Panigirtzoglou N. Option-implied risk aversion estimates. J. Finance (2004) 59(1):407–446CrossrefGoogle Scholar
  • Bollerslev T. A conditionally heteroskedastic time series model for security prices and rates of return data. Rev. Econom. Statist. (1987) 69(3):542–547CrossrefGoogle Scholar
  • Breeden D. T., Litzenberger R. H. Prices of state-contingent claims implicit in option prices. J. Bus. (1978) 51(4):621–651CrossrefGoogle Scholar
  • Brunnermeier M. Deciphering the liquidity and credit crunch 2007–2008. J. Econom. Perspect. (2009) 23(1):77–100CrossrefGoogle Scholar
  • Campbell J. Y., Viceira L. M. Consumption and portfolio decisions when expected returns are time-varying. Quart. J. Econom. (1999) 114(2):433–495CrossrefGoogle Scholar
  • Campbell J. Y., Viceira L. M. Who should buy long-term bonds? Amer. Econom. Rev. (2001) 91(1):99–127CrossrefGoogle Scholar
  • Campbell J. Y., Chacko G., Rodriguez J., Viceira L. M. Strategic asset allocation in a continuous-time VAR model. J. Econom. Dynam. Control (2004) 28(11):2195–2214CrossrefGoogle Scholar
  • Carr P., Wu L. Variance risk premiums. Rev. Financial Stud. (2009) 22(3):1311–1341CrossrefGoogle Scholar
  • Chacko G., Viceira L. M. Dynamic consumption and portfolio choice under stochastic volatility and incomplete markets. Rev. Financial Stud. (2005) 18(4):1369–1402CrossrefGoogle Scholar
  • Chan L. K. C., Karceski J., Lakonishok J. On portfolio optimization: Forecasting covariances and choosing the risk model. Rev. Financial Stud. (1999) 12(5):937–974CrossrefGoogle Scholar
  • Chang B.-Y., Christoffersen P., Jacobs K., Vainberg G. Option-implied measures of equity risk. (2009) . Working paper, McGill University, Montreal, QCCrossrefGoogle Scholar
  • Chopra V. K., Ziemba W. T. The effect of errors in means, variances and covariances on optimal portfolio choice. J. Portfolio Management (1993) 19(2):6–11CrossrefGoogle Scholar
  • Cox J. C., Huang C.-F. Optimal consumption and portfolio policies when asset prices follow a diffusion process. J. Econom. Theory (1989) 49(1):33–83CrossrefGoogle Scholar
  • Cremers M., Weinbaum D. Deviations from put-call parity and stock return predictability. J. Financial Quant. Anal. (2010) 45(2):335–367CrossrefGoogle Scholar
  • DeMiguel V., Garlappi L., Uppal R. How inefficient are simple asset allocation strategies? Rev. Financial Stud. (2009) 22(5):1915–1953CrossrefGoogle Scholar
  • DeMiguel V., Plyakha Y., Uppal R., Vilkov G. Improving portfolio selection using option-implied volatility and skewness. (2011) . Working paper, Goethe University, Frankfurt am Main, GermanyGoogle Scholar
  • Driessen J., Maenhout P. J. An empirical portfolio perspective on option pricing anomalies. Rev. Finance (2007) 11(4):561–603CrossrefGoogle Scholar
  • Driessen J., Maenhout P. J., Vilkov G. The price of correlation risk: Evidence from equity options. J. Finance (2009) 64(3):1377–1406CrossrefGoogle Scholar
  • Duan J.-C., Zhang W. Forward-looking market risk premium. (2010) . Working paper, National University of Singapore, SingaporeCrossrefGoogle Scholar
  • Engle R. F., Lilien D. M., Robins R. P. Estimating time varying risk premia in the term structure: The ARCH-M model. Econometrica (1987) 55(2):391–407CrossrefGoogle Scholar
  • Fabozzi F. J., Focardi S. M., Jonas C.Investment Management After the Global Financial Crisis (2010) (Research Foundation of CFA Institute, Charlottesville, VA) Google Scholar
  • Fleming J., Kirby C., Ostdiek B. The economic value of volatility timing. J. Finance (2001) 56(1):329–352CrossrefGoogle Scholar
  • Garlappi L., Skoulakis G. Taylor series approximations to expected utility and optimal portfolio choice. (2009) . Working paper, University of British Columbia, Vancouver, BCGoogle Scholar
  • Gemmill G., Saflekos A. How useful are implied distributions? Evidence from stock-index options. J. Derivatives (2000) 7(3):83–98CrossrefGoogle Scholar
  • Giamouridis D., Skiadopoulos G., Scherer B., Winston K. The informational content of financial options for quantitative asset management: A review. Handbook of Quantitative Asset Management (2011) (Oxford University Press, Oxford, UK) . ForthcomingCrossrefGoogle Scholar
  • Golez B. Expected returns and dividend growth rates implied in derivative markets. (2010) . Working paper, Pompeu Fabra University, Barcelona, SpainGoogle Scholar
  • Guidolin M., Timmermann A. International asset allocation under regime switching, skew and kurtosis preferences. Rev. Financial Stud. (2008) 21(2):889–935CrossrefGoogle Scholar
  • Gul F. A theory of disappointment aversion. Econometrica (1991) 59(3):667–686CrossrefGoogle Scholar
  • Israelsen C. L. A refinement to the sharpe ratio and information ratio. J. Asset Management (2005) 5(6):423–427CrossrefGoogle Scholar
  • Jabbour C., Peňa J. F., Vera J. C., Zuluaga L. F. An estimation-free, robust CVaR portfolio allocation model. J. Risk (2008) 11(1):57–78CrossrefGoogle Scholar
  • Jackwerth J.Option-Implied Risk-Neutral Distributions and Risk Aversion (2004) (Research Foundation of CFA Institute, Charlottes-ville, VA) Google Scholar
  • Jiang G., Tian Y. The model-free implied volatility and its information content. Rev. Financial Stud. (2005) 18(4):1305–1342CrossrefGoogle Scholar
  • Jondeau E., Rockinger M. Conditional volatility, skewness, and kurtosis: Existence, persistence, and comovements. J. Econom. Dynam. Control (2003) 27(10):1699–1737CrossrefGoogle Scholar
  • Jondeau E., Rockinger M. Optimal portfolio allocation under higher moments. Eur. Financial Management (2006) 12(1):29–55CrossrefGoogle Scholar
  • Jondeau E., Rockinger M. The economic value of distributional timing. (2008) . Working paper, University of Lausanne, Lausanne, SwitzerlandGoogle Scholar
  • Jones R. C. Maybe it really is different this time. J. Portfolio Management (2010) 36(2):60–72CrossrefGoogle Scholar
  • Kan R., Zhou G. Optimal portfolio choice with parameter uncertainty. J. Financial Quant. Anal. (2007) 42(3):621–656CrossrefGoogle Scholar
  • Kang B. J., Kim T. S. Option-implied risk preferences: An extension to wider classes of utility functions. J. Financial Markets (2006) 9(2):180–198CrossrefGoogle Scholar
  • Kroll Y., Levy H., Markowitz H. M. Mean-variance versus direct utility maximization. J. Finance (1984) 36(1):47–61CrossrefGoogle Scholar
  • Liu X., Shackleton M. B., Taylor S. J., Xu X. Closed-form transformations from risk-neutral to real-world distributions. J. Banking Finance (2007) 31(5):1501–1520CrossrefGoogle Scholar
  • Merton R. C. A rational theory of option pricing. Bell J. Econom. Management Sci. (1973) 41(1):141–183CrossrefGoogle Scholar
  • Merton R. C. On estimating the expected return on the market: An exploratory investigation. J. Financial Econom. (1980) 8(4):323–361CrossrefGoogle Scholar
  • Nelson D. B. Conditional heteroskedasticity in asset returns: A new approach. Econometrica (1991) 59(2):347–370CrossrefGoogle Scholar
  • Panigirtzoglou N., Skiadopoulos G. A new approach to modeling the dynamics of implied distributions: Theory and evidence from the S&P 500 options. J. Banking Finance (2004) 28(7):1499–1520CrossrefGoogle Scholar
  • Poon S.-H., Granger C. W. J. Forecasting volatility in financial markets: A review. J. Econom. Literature (2003) 41(2):478–539CrossrefGoogle Scholar
  • Sharpe W. F. Expected utility asset allocation. Financial Analysts J. (2007) 63(5):18–30CrossrefGoogle Scholar
  • Siegel A. F. Measuring systematic risk using implicit beta. Management Sci. (1995) 41(1):124–128LinkGoogle Scholar
  • Siegel A. F., Woodgate A. Performance of portfolios optimized with estimation error. Management Sci. (2007) 53(6):1005–1015LinkGoogle Scholar
  • Simaan Y. What is the opportunity cost of mean-variance investment strategies? Management Sci. (1993) 39(5):578–587LinkGoogle Scholar
  • Söderlind P., Svensson L. E. O. New techniques to extract market expectations from financial instruments. J. Monetary Econom. (1997) 40(2):383–429CrossrefGoogle Scholar
  • Veld C., Veld-Merkoulova Y. V. The risk perceptions of individual investors. J. Econom. Psych. (2008) 29(2):226–252CrossrefGoogle Scholar
  • Wachter J. A. Portfolio and consumption decisions under mean-reverting returns: An exact solution for complete markets. J. Financial Quant. Anal. (2002) 37(1):63–91CrossrefGoogle Scholar
  • Xing Y., Zhang X., Zhao R. What does individual option volatility smirk tell us about future equity returns? J. Financial Quant. Anal. (2010) 45(3):641–662CrossrefGoogle Scholar
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