CLASSIFICATION OF METHODS 269 needless but somewhat out-of-date.1 My indebtedness to earlier writers still, particularly to Spearman (whose brilliant work has after all inspired, directly or indirectly, the numerous alternative methods put forward to supple- ment or supersede it), to Godfrey Thomson, William Brown, and Hotelling, will be obvious. Nor, except for a few incidental comments, shall I attempt to weigh the advantages of the different procedures. All the con- troversies of the past appear to have overlooked one indis- putable fact, namely, that there is no one royal approach, superior to all others and suitable for use on all occasions. Each particular class of problem demands its own peculiar derived directly from the empirical correlations without the elimination of the first or dominant factor : in certain respects, therefore, they are analogous to the factors obtained by Thurstone in his work on Primary Abilities after rotation (cf. [133], p. 272), and depart from those that would be obtained by a 4 Spearman analysis.' His own description, however, brings his present methods more nearly into line with those of Tryon than with submatrix methods, as used by previous factorists (e.g. by Holzinger, by Stephenson in his earlier articles, and by myself). Indeed, from recent correspondence with him I gather that the conception of e non-fractional factors' was partly de- vised to cover what Tryon has called * operational psychological unities': (the instances given by both authors are much the same ; while Stephenson's * fractional factors' cover what Tryon terms * radical and orthometric components': cf. Tryon, [86], [13-1]). A third criticism has been urged against his statement, namely, that his extension of the term * fractional' from methods of analysis to the resulting factors is in conflict with the usage of previous writers and with his own. In [138], p. 277, he refers to " fractional factors, which will usually be oblique" But this would seem to be a slip of wording. The context makes it plain that he is referring to a " fractional analysis, the results of which will usually be oblique factors." In his last paper he makes this clear, since he describes the analysis of correlations by multiple-factor technique as leading to 'fractional orthogonal factors' ([136], p. 242). The proposed extension is quite consistent, if a little confusing: there is no inconsistency in maintain- ing that a * complete analysis' should yield a * fractional' factor and that a * fractional9 (i.e. partial) analysis should leave us with a * non-fractional' factor (i.e. one that is imperfectly analysed into its ultimate parts). 1 As has already been explained (pp. ix—x), this account was written before the publication of Prof. Thomson's book (The Factorial Analysis of Human Ability) which gives an admirably clear and impartial account of all the chief methods available, and forms by far the best introduction to the whole subject. Actual methods of calculation are described and illustrated in Appendix I, Tables I-XI, pp. 449-86 below.