Miller and Gottlieb’s Responsivity Index for Parents (RIP) as a predictor of behavioral treatment outcomes is discussed. It is argued that the 91% hit rate claimed for RIP was obtained in an inappropriately comprised cross-validation sample. However, reanalyses of the data in an appropriate cross-validation sample do provide tentative support for the validity of RIP.