GENERAL- AND GROUP-FACTOR METHODS 297 When the tests or persons to be correlated are drawn from mutually exclusive classes, the group-factor describing one of the classes should show no overlap with the others. Several of Holzinger's earlier factor-patterns for tests and of Stephenson's factor-patterns for persons are of this type. But, with empirical data, if the calculations are carried far enough, the group-factors will, in point of fact, nearly always display some overlap. In most cases the first factor tends to spread over the whole sample of tests, so that (although for one or two tests its saturations may be strictly non-significant), nevertheless it is more convenient to describe it as a general factor. With educational tests, and usually with cognitive tests and with emotional assessments, I found group-factors over- lapping like steps on a winding staircase, producing what I called * cyclic overlap ' ([30], [35]) : granting that the c central nervous system is integrated by a series of broadly distinguishable layers or levels, the higher levels serving to co-ordinate the lower,' such an overlap must be an almost inevitable result when a comprehensive sample of tests or traits has been selected. Thurstone's c simple structure ' assumes a free but irregular overlap of many group- factors, but no general factor whatever ([84], p. 151, [122], p. vii) ; actually, however, his tables are excellent examples of ' cyclic overlap ' (if we rearrange his tests in the order : 5, 7, 3, 4, 9, 2, 6, 8, I, his Table I, loc. at, p. 151, is a perfect instance). Thomson, who from the outset has emphasized the explanatory power of overlapping group-factors [34], has recently proved that the bound- ary conditions, indicating whether, in any particular case, general factors are equally indispensable or not, may be precisely defined [100]. The advocates of each of the two main methods have sharply criticized each other. Spearman, in a famous phrase, originally opposed the * unifocal' or c monarchic ' doctrine of a single general factor to the * multifocal' or ' oligarchic' doctrine that admits nothing but group-factors identified with mental faculties or mental types. As we have already seen, he does not deny all possibility of group-factors, but insists that, in contrast with the 4 or 5 general factors that have been isolated, such limited factors are both exceedingly narrow and exceedingly rare : in keeping with the two- factor theorem he prefers to call them c overlapping specific factors.* Thurstone admits no ' general factors ' whatever, even when found by his own procedure (except possibly as a residual) : the factorial matrix must always be rotated before we can reach the primary abilities or traits. Hokinger, on the other hand, rejoins that " the methods employed by Hotelling and Thurstone give rise to com-