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This paper analyzes the efficiency of crude oil markets (Brent and West Texas Intermediate) by means of estimating the fractal structure of these time series. We test for time-varying degrees of long-range dependence using the Rescaled Range Hurst analysis and find evidence that this market has become more efficient over time. These results are robust for controlling for short-term autocorrelation by means of a shuffling procedure.