VARIOUS USES OF FACTORS 67 a similar equation, and base their interpretation of the hierarchy upon it ; as a rule, however, they prefer to speak, not of causes, but of ' elements or factors? ([39], p. I/6).1 Accordingly, it is not surprising if psychologists should treat the c common factors ' of one writer as synonymous with the c common causes ' of another, or that they should go on to identify the * factors' by which the future actions of their testees can be predicted with concrete ' abilities? or * mental energies ' which are conceived as effective causal agencies determining such actions.2 Some of them ex- plicitly declare, as we have already seen, that the ' funda- mental tendencies' revealed by correlational analysis " account for, explain, and are the cause of, all human conduct." Perhaps the most explicit expression of this view is contained in CattelPs article cited above. The alternative view—that c different kinds of properties, belonging to human characters, can be distinguished, but not separated/ and that * the attribute is not a part of the concrete indi- vidual, but only an aspect'—he emphatically rejects, classing it, with the ' tenets of much Struktur and Gestalt psychology,' as ' nothing less than a denial of the validity of scientific method.3 Instead he argues that factors are * psychological powers? which can be measured, " like the power of a muscle," ..." in interactionist terms of the real effects of those powers upon the physical and social environment," and are " eventually expressible in terms of energy transactions " (loc. cit,, pp. 127 et seq^). The more recent statistical textbooks, it is true, abound in warnings to the student not to accept mere correlation 1 Cf. Brown, Mental Measurement, 1911, p. 79 (where the equation is deduced as a generalization of Weldon's experiment illustrating correlation by combinations of dice). Cf. also p. 52 above. 2 The transition is made possible by the ambiguities that lurk in the word ' cause.' The more cautious statistical writers expressly state the broad meaning they attach to the term. Thus Coolidge writes : " We shall mean by the cause of an event any antecedent event whatever" (Pro- bability, 1925, p. 88, his italics). Even Coolidge, however, goes on to talk of causes as c operative ' and as ' producing results' (p. 88); and thus seems to forget his own definition and to attribute to his ' causes' powers that his initial definition does not include.