CLASSIFICATION OF METHODS 259 Accordingly, it does not seem proper to include this require- ment in the formal definition. This fourth requirement would mean, in the case of tests and persons,1 (a) that the factor-saturations for a particular test must not change, when new tests are added to the old battery of tests; (b) that the factor-measurements for a particular person must not change, when new personsare added to the original sample of the tested popu- lation ; and perhaps (c] that if the same tests are applied to the same persons at different times (e.g. to the same children at different ages or later on when grown up) both the factor-saturations and the factor-measurements should remain unaltered. It is only necessary for the last point to be stated for us to see how precarious it is. Yet, unless it is assumed to hold good at least in some degree, the study of mental development generally, and predictions about the sub- sequent development of the individual in particular, become very difficult. It is curious that, while nearly all factorists insist that any * factor' to deserve the name must be stable, nevertheless, hardly any of them formally prove this stability. Few seem to have fully realized either the advantages or the limitations such stability confers. One great advantage would be that the indeterminacy, which is bound to haunt us so long as we try to deduce a plausible set of factors from a single table of figures only, would be greatly diminished, and often wholly abolished, if we insisted that our factors should be demonstrable, not in one table, but in a succession of tables—tables obtained with varying batteries of tests and with different groups of individuals. We believe in a general cognitive factor (g), not because it was conclusively established by a single research, but because it appears and reappears in almost every collection of cognitive tests; and, as a test of identity (by no means the only test), we carry one and the same test, or group of tests, (the Binet tests or some recognized series of written intelligence tests) from one research to another. Instead of rotating a factor pattern by trial and error until it satisfied some a priori scheme, we ought to rotate it mechanically until it fitted two or more tables. Indeed, the device of rotation, as ordinarily applied, is an informal common factors cover them. However, the most effective procedure is to prove, by an appropriate criterion, that the factors obtained from different Investigations remain approximately the same (cf. p. 41). With but one investigation our sole resource is to attempt ap. * efficient * estimate of the population parameters by the method of * maximum likelihood' [50], w v And, of course, within the margin allowed by the sampling error.