In this paper,a futures-weighted short-term oil price prediction approach based on PMRS is pro- posed.Empirical study on the spot and futures price of WTI,regular gasoline and heating oil is conducted. The comparison between the new approach and the native forecast model as well as the PMRS model indicates that the futures-weighted oil price multi-step prediction approach based on PMRS performs much better for short-term oil price prediction.