A Two-Factor Model for Commodity Prices and Futures Valuation

This paper develops a new reduced form two-factor model for commodity spot prices and futures valuation. This models extends Schwartz's (1997) two-factor model by adding two new features. First we replace the Ornstein-Uhlenbeck process for the convenience yield by a Cox-Ingersoll-Ross (CIR) process. This ensures that our model is arbitrage free while Schwartz's model does not rule out arbitrage possibilities. Second, we introduce a time-varying volatility for the spot price process. In particular, we consider the spot price volatility is proportional to the square root of the convenience yield level. This implicitly implies that the spot price volatility depends on inventory levels of the commodity as predicted by the theory of storage. We empirically test both models using weekly crude oil futures data from 5th of March 1999 to the 15th of October 2003. In both cases, we estimate the model's parameters using the Kalman filter.

[1]  Eduardo S. Schwartz,et al.  Evaluating Natural Resource Investments , 1985 .

[2]  Eduardo S. Schwartz,et al.  Stochastic Convenience Yield and the Pricing of Oil Contingent Claims , 1990 .

[3]  Alan G. White,et al.  Pricing Interest-Rate-Derivative Securities , 1990 .

[4]  Walter N. Torous,et al.  Unit roots and the estimation of interest rate dynamics , 1996 .

[5]  S. Heston A Closed-Form Solution for Options with Stochastic Volatility with Applications to Bond and Currency Options , 1993 .

[6]  D. Duffie,et al.  Multi-factor term structure models , 1994, Philosophical Transactions of the Royal Society of London. Series A: Physical and Engineering Sciences.

[7]  S. Schaefer,et al.  Interest rate volatility and the shape of the term structure , 1994, Philosophical Transactions of the Royal Society of London. Series A: Physical and Engineering Sciences.

[8]  Victor K. Ng,et al.  Fundamentals and Volatility: Storage, Spreads, and the Dynamics of Metals Prices , 1994 .

[9]  R. Litzenberger,et al.  Backwardation in Oil Futures Markets: Theory and Empirical Evidence , 1995 .

[10]  D. Duffie,et al.  A Yield-factor Model of Interest Rates , 1996 .

[11]  D. Duffie,et al.  A YIELD-FACTOR MODEL OF INTEREST RATES , 1996 .

[12]  Eduardo S. Schwartz The stochastic behavior of commodity prices: Implications for valuation and hedging , 1997 .

[13]  Jaeho Cho A Theory of the Term Structure of Interest Rates Under Non-expected Intertemporal Preferences , 1998 .

[14]  Jimmy E. Hilliard,et al.  Valuation of Commodity Futures and Options under Stochastic Convenience Yields, Interest Rates, and Jump Diffusions in the Spot , 1998, Journal of Financial and Quantitative Analysis.

[15]  Eduardo S. Schwartz,et al.  Pricing of Options on Commodity Futures with Stochastic Term Structures of Convenience Yields and Interest Rates , 1998, Journal of Financial and Quantitative Analysis.

[16]  S. H. Babbs,et al.  Kalman Filtering of Generalized Vasicek Term Structure Models , 1999, Journal of Financial and Quantitative Analysis.

[17]  Alois Geyer,et al.  A State-Space Approach to Estimate and Test Multifactor Cox-Ingersoll-Ross Models of the Term Structure , 1999 .

[18]  J. Duan,et al.  Série Scientifique Scientific Series Estimating and Testing Exponential-affine Term Structure Models by Kalman Filter Estimating and Testing Exponential-affine Term Structure Models by Kalman Filter , 2022 .

[19]  L. Clewlow,et al.  Energy Derivatives: Pricing and Risk Management , 2000 .

[20]  Eduardo S. Schwartz,et al.  Short-Term Variations and Long-Term Dynamics in Commodity Prices , 2000 .

[21]  Bryan R. Routledge,et al.  Equilibrium Forward Curves for Commodities , 2000 .

[22]  T. Björk,et al.  On the Term Structure of Futures and Forward Prices , 2002 .

[23]  M. Manoliu,et al.  Energy futures prices: term structure models with Kalman filter estimation , 2002 .

[24]  Andrew Harvey,et al.  Forecasting, structural time series models and the Kalman filter: Selected answers to exercises , 1990 .

[25]  Regina Y. Liu,et al.  Options, Futures and Other Derivatives , 2003 .

[26]  T. Alderweireld,et al.  A Theory for the Term Structure of Interest Rates , 2004, cond-mat/0405293.

[27]  Eduardo S. Schwartz,et al.  Theory of Storage and the Pricing of Commodity Claims , 2004 .