Oil price dynamics: A behavioral finance approach with heterogeneous agents

In this paper, we develop and test a heterogeneous agent model for the oil market. The demand for oil is divided in a speculative component and a real component. Speculators are boundedly rational in forming price expectations. Expectations are formed by one of two boundedly rational rules of thumb: fundamentalist and chartist. While fundamentalists trade on mean-reversion, chartists follow the trend in prices. Speculators then choose between these rules based on past profitability. Estimation results on Brent and WTI oil reveal that both groups are active in the oil market, and that speculators often switch between the groups. The model outperforms both the random walk and VAR models in out-of-sample forecasting.

[1]  A. Tversky,et al.  Prospect theory: an analysis of decision under risk — Source link , 2007 .

[2]  B. LeBaron,et al.  Simple Technical Trading Rules and the Stochastic Properties of Stock Returns , 1992 .

[3]  A. Tversky,et al.  Prospect Theory : An Analysis of Decision under Risk Author ( s ) : , 2007 .

[4]  L. Summers,et al.  Noise Trader Risk in Financial Markets , 1990, Journal of Political Economy.

[5]  Frank Westerhoff,et al.  Commodity price cycles and heterogeneous speculators: a STAR–GARCH model , 2007 .

[6]  W. Brock,et al.  Heterogeneous beliefs and routes to chaos in a simple asset pricing model , 1998 .

[7]  Thorsten Lehnert,et al.  Behavioral heterogeneity in the option market , 2009 .

[8]  Is the spot market for oil products efficient?: Some rotterdam evidence , 1985 .

[9]  C. Hommes Heterogeneous Agent Models in Economics and Finance , 2005 .

[10]  Xuezhong He,et al.  Commodity markets, price limiters and speculative price dynamics , 2005 .

[11]  William A. Brock,et al.  A rational route to randomness , 1997 .

[12]  Kenneth A. Froot,et al.  Using Survey Data to Test Some Standard Propositions Regarding Exchange Rate Expectations , 1985 .

[13]  Scott H. Irwin,et al.  An Analysis of the Profiles and Motivations of Habitual Commodity Speculators , 1997 .

[14]  H. Simon,et al.  A Behavioral Model of Rational Choice , 1955 .

[15]  Mark P. Taylor,et al.  The use of technical analysis in the foreign exchange market , 1992 .

[16]  C. Hommes Chapter 23 Heterogeneous Agent Models in Economics and Finance , 2006 .

[17]  Sebastiano Manzan,et al.  Behavioral Heterogeneity in Stock Prices , 2005 .

[18]  E. Fama EFFICIENT CAPITAL MARKETS: A REVIEW OF THEORY AND EMPIRICAL WORK* , 1970 .

[19]  Robert K. Kaufmann,et al.  Oil prices, speculation, and fundamentals: Interpreting causal relations among spot and futures prices , 2009 .

[20]  A. Tversky,et al.  Judgment under Uncertainty: Heuristics and Biases , 1974, Science.

[21]  Leigh Tesfatsion,et al.  Handbook of Computational Economics, Volume 2: Agent-Based Computational Economics (Handbook of Computational Economics) , 2006 .

[22]  Guillaume Chevillon,et al.  Physical Market Determinants of the Price of Crude Oil and the Market Premium , 2007 .

[23]  Didier Sornette,et al.  The 2006–2008 oil bubble: Evidence of speculation, and prediction , 2009 .

[24]  Leigh Tesfatsion,et al.  Agent-Based Computational Economics: Growing Economies From the Bottom Up , 2002, Artificial Life.

[25]  Remco C. J. Zwinkels,et al.  Behavioural Heterogeneity and Shift-Contagion: Evidence from the Asian Crisis , 2008 .

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

[27]  I. Moosa,et al.  Unbiasedness and time varying risk premia in the crude oil futures market , 1994 .

[28]  Ulf D. Slopek,et al.  Non Linear Oil Price Dynamics - A Tale of Heterogeneous Speculators? , 2008 .

[29]  A. Danielsen The role of speculation in the oil price ratchet process , 1979 .

[30]  F. Diebold,et al.  Comparing Predictive Accuracy , 1994, Business Cycles.

[31]  D. Draper Futures Markets: Regulatory Issues , 1985 .

[32]  Commodity price dynamics and the nonlinear market impact of technical traders: empirical evidence for the US corn market , 2005 .

[33]  D. Draper The Small Public Trader in Futures Markets , 1985 .

[34]  Kenneth A. Froot,et al.  Chartists, Fundamentalists, and Trading in the Foreign Exchange Market , 1989 .