288 THE FACTORS OF THE MIND the raw correlations as they stand. The relation between the sets of factors obtained from corrected and uncorrected correlations is similar to that between sets of factors derived from covariances and the corresponding correlations (i.e. covariances corrected for differ- ence in standard deviation). Assuming that Spearman's simple correction formula ([47], p. 204, eq. iS5a) h-as been used, the factors obtained by analysing corrected correlations can be deduced directly from those obtained by analysing the raw correlations by prefixing a diagonal matrix, whose elements are the reciprocals of the square roots of the reliability coefficients used for correction (i.e. i/\An> i = I, 2, . . ., n). As before, the rank and the number of factors remain unchanged. Thus, as Spearman noted, the vanishing of the tetrad-differences is unaffected by correction. In what follows, since covariance has hitherto been so little used in psychology, I shall express my conclusions chiefly in terms of correlation.