Two applications of principal components anal. are discussed, first qual. investigations of a batch manufacturing process for purification using color.Subsequently, a simple quant. method for water in a substrate by near IR spectroscopy is investigated which also yields some qual. information.A common thread is drawn to highlight the problems of the source of standards and their preparation