Discusses the use of correlation coefficients to establish the linearity of data and how misleading such an interpretation may be. The author then proposes that a better statistical test of the validity of the relationship is the F-test. (Abstractor's note: Such statistics are used in evaluating fading, yellowing, and other test results to determine linear relationships between events and these results.) -- AATA