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Mean-variance hedging in the presence of estimation risk

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  • Wan-Yi Chiu

    (National United University)

Abstract

The mean-variance hedging (MVH) with a significant risk-aversion coefficient is approximately equal to the minimum-variance (MV) hedge. However, how large the risk-aversion coefficient should be in practice? We determine the boundaries of risk-aversion coefficients that significantly distinguish the MV hedge and the MVH based on the different magnitudes of statistical errors in the presence of estimation risk. Based on the hedged variance, hedged return, and hedge ratio, we show that the MV hedge is statistically justified for MVH investor with an extensive range of risk-aversion coefficients. Additionally, the upper bound of the significant risk-aversion coefficient is positively related to the squared information ratio of futures.

Suggested Citation

  • Wan-Yi Chiu, 2021. "Mean-variance hedging in the presence of estimation risk," Review of Derivatives Research, Springer, vol. 24(3), pages 221-241, October.
  • Handle: RePEc:kap:revdev:v:24:y:2021:i:3:d:10.1007_s11147-021-09176-6
    DOI: 10.1007/s11147-021-09176-6
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    1. Pindyck, Robert S, 1988. "Risk Aversion and Determinants of Stock Market Behavior," The Review of Economics and Statistics, MIT Press, vol. 70(2), pages 183-190, May.
    2. Howard, Charles T. & D'Antonio, Louis J., 1984. "A Risk-Return Measure of Hedging Effectiveness," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 19(1), pages 101-112, March.
    3. 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.
    4. Cecchetti, Stephen G & Cumby, Robert E & Figlewski, Stephen, 1988. "Estimation of the Optimal Futures Hedge," The Review of Economics and Statistics, MIT Press, vol. 70(4), pages 623-630, November.
    5. Gary E. Bond & Stanley R. Thompson, 1986. "Optimal commodity hedging within the capital asset pricing model," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 6(3), pages 421-431, September.
    6. Cheng‐Kun Kuo & Keng‐Wang Chen, 1995. "A risk‐return measure of hedging effectiveness: A simplification," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 15(1), pages 39-44, February.
    7. Wan-Yi Chiu, 0. "The global minimum variance hedge," Review of Derivatives Research, Springer, vol. 0, pages 1-24.
    8. Lence, Sergio H., 1996. "Relaxing The Assumptions Of Minimum-Variance Hedging," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 21(1), pages 1-17, July.
    9. Ederington, Louis H, 1979. "The Hedging Performance of the New Futures Markets," Journal of Finance, American Finance Association, vol. 34(1), pages 157-170, March.
    10. Das, Sanjiv & Markowitz, Harry & Scheid, Jonathan & Statman, Meir, 2010. "Portfolio Optimization with Mental Accounts," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 45(2), pages 311-334, April.
    11. Sudhakar Satyanarayan, 1998. "A note on a risk‐return measure of hedging effectiveness," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 18(7), pages 867-870, October.
    12. Nabil T. Khoury & Jean‐Marc Martel, 1985. "Optimal Futures Hedging in the Presence of Asymmetric Information," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 5(4), pages 595-605, December.
    13. Levy, Moshe, 2019. "Stocks for the log-run and constant relative risk aversion preferences," European Journal of Operational Research, Elsevier, vol. 277(3), pages 1163-1168.
    14. Guiso, Luigi & Sapienza, Paola & Zingales, Luigi, 2018. "Time varying risk aversion," Journal of Financial Economics, Elsevier, vol. 128(3), pages 403-421.
    15. Huyên Pham, 2000. "On quadratic hedging in continuous time," Mathematical Methods of Operations Research, Springer;Gesellschaft für Operations Research (GOR);Nederlands Genootschap voor Besliskunde (NGB), vol. 51(2), pages 315-339, April.
    16. Robert R. Bliss & Nikolaos Panigirtzoglou, 2004. "Option-Implied Risk Aversion Estimates," Journal of Finance, American Finance Association, vol. 59(1), pages 407-446, February.
    17. Robert J. Shiller, 2003. "From Efficient Markets Theory to Behavioral Finance," Journal of Economic Perspectives, American Economic Association, vol. 17(1), pages 83-104, Winter.
    18. Robert J. Myers & Stanley R. Thompson, 1989. "Generalized Optimal Hedge Ratio Estimation," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 71(4), pages 858-868.
    19. Jorion, Philippe & Giovannini, Alberto, 1993. "Time-series tests of a non-expected-utility model of asset pricing," European Economic Review, Elsevier, vol. 37(5), pages 1083-1100, June.
    20. Chen, Sheng-Syan & Lee, Cheng-few & Shrestha, Keshab, 2003. "Futures hedge ratios: a review," The Quarterly Review of Economics and Finance, Elsevier, vol. 43(3), pages 433-465.
    21. Michael W. Brandt & Pedro Santa‐Clara, 2006. "Dynamic Portfolio Selection by Augmenting the Asset Space," Journal of Finance, American Finance Association, vol. 61(5), pages 2187-2217, October.
    22. Chang, Jack S. K. & Shanker, Latha, 1987. "A Risk-Return Measure of Hedging Effectiveness: A Comment," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 22(3), pages 373-376, September.
    23. Chin‐Wen Hsln & Jerry Kuo & Cheng‐Few Lee, 1994. "A new measure to compare the hedging effectiveness of foreign currency futures versus options," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 14(6), pages 685-707, September.
    24. Wan-Yi Chiu, 2020. "The global minimum variance hedge," Review of Derivatives Research, Springer, vol. 23(2), pages 121-144, July.
    25. Leyuan You & Robert T. Daigler, 2013. "A Markowitz Optimization of Commodity Futures Portfolios," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 33(4), pages 343-368, April.
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