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Risk-Adjusted Forecasts of Oil Prices

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Author Info
Patrizio Pagano () (Bank of Italy, Economic Research Department)
Massimiliano Pisani () (Bank of Italy, Economic Research Department)

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Abstract

This paper documents the existence of a significant forecast error on crude oil futures, particularly evident since the mid-1990s, which is negative on average and displays a non-trivial cyclical component (risk premium). We show that the forecast error on oil futures could have been explained in part by means of real-time US business cycle indicators, such as the degree of utilized capacity in manufacturing. An out-of-the-sample prediction exercise reveals that futures which are adjusted to take into account this time-varying component produce significantly better forecasts than those of the unadjusted futures and random walk, particularly at horizons of more than 6 months.

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Publisher Info
Paper provided by Bank of Italy, Economic Research Department in its series Temi di discussione (Economic working papers) with number 585.

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Date of creation: Mar 2006
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Handle: RePEc:bdi:wptemi:td_585_06

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Related research
Keywords: Oil; Forecasting; Futures;

Other versions of this item:

Find related papers by JEL classification:
E37 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Forecasting and Simulation
E44 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Financial Markets and the Macroeconomy
G13 - Financial Economics - - General Financial Markets - - - Contingent Pricing; Futures Pricing
Q4 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy

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References listed on IDEAS
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
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  8. Moosa, Imad A. & Al-Loughani, Nabeel E., 1994. "Unbiasedness and time varying risk premia in the crude oil futures market," Energy Economics, Elsevier, vol. 16(2), pages 99-105, April. [Downloadable!] (restricted)
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  16. Hansen, Bruce E., 1992. "Testing for parameter instability in linear models," Journal of Policy Modeling, Elsevier, vol. 14(4), pages 517-533, August. [Downloadable!] (restricted)
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  18. Diebold, Francis X & Mariano, Roberto S, 1995. "Comparing Predictive Accuracy," Journal of Business & Economic Statistics, American Statistical Association, vol. 13(3), pages 253-63, July.
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  19. Fama, Eugene F. & French, Kenneth R., 1989. "Business conditions and expected returns on stocks and bonds," Journal of Financial Economics, Elsevier, vol. 25(1), pages 23-49, November. [Downloadable!] (restricted)
  20. Robert B. Barsky & Lutz Kilian, 2002. "Do We Really Know that Oil Caused the Great Stagflation? A Monetary Alternative," NBER Chapters, in: NBER Macroeconomics Annual 2001, Volume 16, pages 137-198 National Bureau of Economic Research, Inc. [Downloadable!]
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  21. Gary Gorton & K. Geert Rouwenhorst, 2004. "Facts and Fantasies about Commodity Futures," NBER Working Papers 10595, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
Full references

Cited by:
(explanations, Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.)

  1. Alessio Anzuini & Patrizio Pagano & Massimiliano Pisani, 2007. "Oil supply news in a VAR: Information from financial markets," Temi di discussione (Economic working papers) 632, Bank of Italy, Economic Research Department. [Downloadable!]
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