Figure captions Fig. 1. The skill of the threshold and scaled versions of the rapid intensification (RI) index relative to climatology for the 1995-2003 Atlantic and E. Pacific developmental samples. Fig. 2. The skill of the RI index relative to climatology for the 2004 independent sample. Fig. 3. The skill of the RI index for the 20,25,30, and 35 kt thresholds for the 1995-2003 developmental samples. Fig. 4. The skill of the RI index for the 20,25,30, and 35 kt thresholds for the independent 2004 sample.