The potential utility of data reduction methods (e.g. principal component analysis) for the analysis of matricesassembled from the related properties of large sets of compounds is discussed by reference to results obtainedfrom solvent polarity scales, ongoing work on solubilities and sweetness properties, and proposed generaltreatments of toxicities and gas chromatographic retention indices.