Futures prices are good at predicting the spot price of crude oil. Longer-term futures prices have become better at predicting spot prices since the mid-2000s. Using end-of-month prices to construct futures curves improves accuracy in predicting short-term average prices. These findings apply to all major crude oil benchmarks.