Real-Time Forecasts of the Real Price of Oil

被引:196
|
作者
Baumeister, Christiane [1 ]
Kilian, Lutz [2 ]
机构
[1] Bank Canada, Int Econ Anal Dept, Ottawa, ON K1A 0G9, Canada
[2] Univ Michigan, Dept Econ, Ann Arbor, MI 48109 USA
关键词
Futures; Oil price; Out-of-sample prediction; Real time data; Vector autoregression;
D O I
10.1080/07350015.2011.648859
中图分类号
F [经济];
学科分类号
02 ;
摘要
We construct a monthly real-time dataset consisting of vintages for 1991.1-2010.12 that is suitable for generating forecasts of the real price of oil from a variety of models. We document that revisions of the data typically represent news, and we introduce backcasting and nowcasting techniques to fill gaps in the real-time data. We show that real-time forecasts of the real price of oil can be more accurate than the no-change forecast at horizons up to 1 year. In some cases, real-time mean squared prediction error (MSPE) reductions may be as high as 25% 1 month ahead and 24% 3 months ahead. This result is in striking contrast to related results in the literature for asset prices. In particular, recursive vector autoregressive (VAR) forecasts based on global oil market variables tend to have lower MSPE at short horizons than forecasts based on oil futures prices, forecasts based on autoregressive (AR) and autoregressive moving average (ARMA) models, and the no-change forecast. In addition, these VAR models have consistently higher directional accuracy.
引用
收藏
页码:326 / 336
页数:11
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