302 THE FACTORS OF THE MIND in Holzinger's ' hollow staircase ' patterns (e.g. [83], No. 6, Tables 9-13). Davies and I found similar patterns when correlating heterogeneous groups of persons selected to represent well-marked mental types. As in Thurstone's * simple structure pattern' ([84], p. 151), the final factor-pattern contains no negative saturations and a maximum of zero saturations. But this older scheme departs from Thurstone's requirements in two respects : first, the number of factors (here 5) exceeds the rank (here only 4); secondly, one of the factors—the first—has no zero saturations at all. We have thus what I have called the * prop-ladder pattern ' as distinct from the simple * step-ladder pattern ' of Thurstone.1 (i) For comparison let us analyse afresh the same corre- lation table by the ' general-factor method5 (c method b ?). We now retain the diagonal values from the start, with the natural result (as we shall see) that the effect of each ' group- factor ' is distributed over the first as well as over the later factors, and over a much larger number of tests. In the present instance we could take the pooled values and form a f characteristic equation ' ([101], p. 78), thus reaching the required results not approximately but exactly and directly ; alternatively, if we apply either the summation method (which is here identical with a Thurstone analysis) or the method of least squares with successive approximation (which is here identical with a Hotelling analysis), we still arrive in the end at precisely the same figures (Table Ills, F£). There are now 4 factors instead of 5 ; the factor with the highest variance has positive loadings for every test; the remaining three are bipolar, i.e. they show negative as well as positive saturations. Now if our test-assessments were measures of temperamental traits, we should feel no hesitation over assigning an immediate psychological interpretation to the general factors thus obtained : factor i might be identified with * general emotionality'; factor ii with a bipolar tendency, making for c extra version' when positive and ' introversion' when negative ; and so on (cf. [114], pp. 182-3). If, however, the tests were measuring cognitive traits, then most psychologists would apparently be unwilling to interpret the bipolar factors as they stand. Factor i could perhaps be identified with ' general intelligence ': but what meaning, it has been asked, can 1 Alexander's analyses, though following Thurstone's model, usually have a general factor prefixed, and so yield a ' prop-ladder' pattern. Thurstone's group-factors usually show considerable overlapping, which does the work of the general factor.