A statistical method, the bootstrap is used to test the reliability of QSAR models. Seven property-property relationships (PPRs) for the estimation of the aqueous solubility from the n-octanol/water partition coefficient (and the melting point) were used as an example. The testing data set includes over 350 substances. The result of the bootstrap analysis is straightforward: One PPR turned out to be more reliable than all the others.