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Testing for Constant Hedge Ratios in Commodity Markets: A Multivariate Garch Approach

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  • Moschini, GianCarlo
  • Myers, Robert J.

Abstract

The authors develop a new multivariate GARCH parameterization that is suitable for testing the hypothesis that the optimal futures hedge ratio is constant over time, given that the joint distribution of cash and futures prices is characterized by autoregressive conditional heteroskedasticity. The advantage of the new parameterization is that it allows for a flexible form of time-varying volatility, even under the null of a constant hedge ratio. The model is estimated using weekly corn prices. Statistical tests reject the null hypothesis of a constant hedge ratio and also reject the null that time variation in optimal hedge ratios can be explained solely by deterministic seasonality and time-to-maturity effects.

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Bibliographic Info

Paper provided by Iowa State University, Department of Economics in its series Staff General Research Papers with number 1945.

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Date of creation: 01 Dec 2002
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Publication status: Published in Journal of Empirical Finance, December 2002, vol. 9 no. 5, pp. 589-603
Handle: RePEc:isu:genres:1945

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Postal: Iowa State University, Dept. of Economics, 260 Heady Hall, Ames, IA 50011-1070
Phone: +1 515.294.6741
Fax: +1 515.294.0221
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Web page: http://www.econ.iastate.edu
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  1. Bollerslev, Tim, 1986. "Generalized autoregressive conditional heteroskedasticity," Journal of Econometrics, Elsevier, vol. 31(3), pages 307-327, April.
  2. Moschini, GianCarlo & Lapan, Harvey E., 1995. "Hedging Role of Options and Futures Under Joint Price, Basis and Production Risk, The," Staff General Research Papers 5137, Iowa State University, Department of Economics.
  3. Lumsdaine, Robin L, 1996. "Consistency and Asymptotic Normality of the Quasi-maximum Likelihood Estimator in IGARCH(1,1) and Covariance Stationary GARCH(1,1) Models," Econometrica, Econometric Society, vol. 64(3), pages 575-96, May.
  4. Sims, Christopher A & Stock, James H & Watson, Mark W, 1990. "Inference in Linear Time Series Models with Some Unit Roots," Econometrica, Econometric Society, vol. 58(1), pages 113-44, January.
  5. Baillie, Richard T & Myers, Robert J, 1991. "Bivariate GARCH Estimation of the Optimal Commodity Futures Hedge," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 6(2), pages 109-24, April-Jun.
  6. Karp, Larry, 1985. "Dynamic Hedging with Uncertain Production," Department of Agricultural & Resource Economics, UC Berkeley, Working Paper Series qt20k8j5kh, Department of Agricultural & Resource Economics, UC Berkeley.
  7. Lence, Sergio H., 1995. "On the Optimal Hedge Under Unbiased Futures Prices," Staff General Research Papers 5115, Iowa State University, Department of Economics.
  8. Phillips, P C B, 1991. "Optimal Inference in Cointegrated Systems," Econometrica, Econometric Society, vol. 59(2), pages 283-306, March.
  9. Engle, Robert F. & Kroner, Kenneth F., 1995. "Multivariate Simultaneous Generalized ARCH," Econometric Theory, Cambridge University Press, vol. 11(01), pages 122-150, February.
  10. Lapan, Harvey E. & Moschini, GianCarlo & Hanson, Steven D., 1991. "Production Hedging and Speculative Decisions with Options and Future Markets," Staff General Research Papers 10810, Iowa State University, Department of Economics.
  11. Moschini, Giancarlo & Hennessy, David A., 2001. "Uncertainty, risk aversion, and risk management for agricultural producers," Handbook of Agricultural Economics, in: B. L. Gardner & G. C. Rausser (ed.), Handbook of Agricultural Economics, edition 1, volume 1, chapter 2, pages 88-153 Elsevier.
  12. 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 623-30, November.
  13. Benninga, Simon & Eldor, Rafael & Zilcha, Itzhak, 1983. "Optimal hedging in the futures market under price uncertainty," Economics Letters, Elsevier, vol. 13(2-3), pages 141-145.
  14. Engle, Robert F, 1982. "Autoregressive Conditional Heteroscedasticity with Estimates of the Variance of United Kingdom Inflation," Econometrica, Econometric Society, vol. 50(4), pages 987-1007, July.
  15. Moschini, Giancarlo & Lapan, Harvey, 1995. "The Hedging Role of Options and Futures under Joint Price, Basis, and Production Risk," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 36(4), pages 1025-49, November.
  16. Anderson, Ronald W & Danthine, Jean-Pierre, 1983. "The Time Pattern of Hedging and the Volatility of Futures Prices," Review of Economic Studies, Wiley Blackwell, vol. 50(2), pages 249-66, April.
  17. repec:cup:etheor:v:11:y:1995:i:1:p:122-50 is not listed on IDEAS
  18. Kroner, Kenneth F. & Sultan, Jahangir, 1993. "Time-Varying Distributions and Dynamic Hedging with Foreign Currency Futures," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 28(04), pages 535-551, December.
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