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Inferring option-implied investors' risk preferences

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  • Daniel Giamouridis

Abstract

Risk preference functions across the wealth domain are estimated from option prices and asset realized returns using: (a) a semiparametric probability model, the Edgeworth Series Expansion model, and (b) a new data set consisting of eurodollar and WTI oil markets' data. The empirical preference functions are examined and found consistent with the market conditions of the period under study. The risk aversion estimates are also similar to these found by alternative methodologies.

Suggested Citation

  • Daniel Giamouridis, 2005. "Inferring option-implied investors' risk preferences," Applied Financial Economics, Taylor & Francis Journals, vol. 15(7), pages 479-488.
  • Handle: RePEc:taf:apfiec:v:15:y:2005:i:7:p:479-488
    DOI: 10.1080/09603100500056684
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    References listed on IDEAS

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    1. George Skiadopoulos, 2001. "Volatility Smile Consistent Option Models: A Survey," International Journal of Theoretical and Applied Finance (IJTAF), World Scientific Publishing Co. Pte. Ltd., vol. 4(03), pages 403-437.
    2. Ait-Sahalia, Yacine & Lo, Andrew W., 2000. "Nonparametric risk management and implied risk aversion," Journal of Econometrics, Elsevier, vol. 94(1-2), pages 9-51.
    3. Constantinides, George M. & Jackwerth, Jens Carsten & Perrakis, Stylianos, 2005. "Option pricing: Real and risk-neutral distributions," CoFE Discussion Papers 05/06, University of Konstanz, Center of Finance and Econometrics (CoFE).
    4. Jackwerth, Jens Carsten, 2000. "Recovering Risk Aversion from Option Prices and Realized Returns," The Review of Financial Studies, Society for Financial Studies, vol. 13(2), pages 433-451.
    5. Alexandre Ziegler, 2002. "Why does Implied Risk Aversion Smile?," FAME Research Paper Series rp47, International Center for Financial Asset Management and Engineering.
    6. Robert JARROW & Andrew RUDD, 2008. "Approximate Option Valuation For Arbitrary Stochastic Processes," World Scientific Book Chapters, in: Financial Derivatives Pricing Selected Works of Robert Jarrow, chapter 1, pages 9-31, World Scientific Publishing Co. Pte. Ltd..
    7. Rosenberg, Joshua V. & Engle, Robert F., 2002. "Empirical pricing kernels," Journal of Financial Economics, Elsevier, vol. 64(3), pages 341-372, June.
    8. Christophe Pérignon & Christophe Villa, 2002. "Extracting Information from Options Markets: Smiles, State–Price Densities and Risk Aversion," European Financial Management, European Financial Management Association, vol. 8(4), pages 495-513, December.
    9. Lucas, Robert E, Jr, 1978. "Asset Prices in an Exchange Economy," Econometrica, Econometric Society, vol. 46(6), pages 1429-1445, November.
    10. Jackwerth, Jens Carsten, 1999. "Option Implied Risk-Neutral Distributions and Implied Binomial Trees: A Literature Review," MPRA Paper 11634, University Library of Munich, Germany.
    11. Black, Fischer & Scholes, Myron S, 1973. "The Pricing of Options and Corporate Liabilities," Journal of Political Economy, University of Chicago Press, vol. 81(3), pages 637-654, May-June.
    12. Melick, William R. & Thomas, Charles P., 1997. "Recovering an Asset's Implied PDF from Option Prices: An Application to Crude Oil during the Gulf Crisis," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 32(1), pages 91-115, March.
    13. Black, Fischer, 1976. "The pricing of commodity contracts," Journal of Financial Economics, Elsevier, vol. 3(1-2), pages 167-179.
    14. repec:bla:jfinan:v:59:y:2004:i:1:p:407-446 is not listed on IDEAS
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    Cited by:

    1. Ting-Huan Chang, 2011. "Risk preference and trading motivation measurement due to moneyness: evidence from the S&P 500 Index option market," Applied Financial Economics, Taylor & Francis Journals, vol. 21(14), pages 1049-1057.

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