THE LOGICAL STATUS OF MENTAL FACTORS 99 mining variables is far more complex than in astronomy or physics, if only because of their greater number. But with the development of statistical method during the last half century, formulae have become available whereby at almost every stage we can calculate suitable constants ; and, it may be added, whether we are dealing with what the statistician would call the ' theory of attributes ' or with the * theory of variables '—with qualitative classes or with quantitative grades—his equations and his demonstrations rest at bottom on much the same principles. Now, when we are analysing not qualitative attributes but the quantitative variables that replace them, the factorial components, as we have seen, take the form of vectors; that is, they can be represented by a line which in its turn is specified by a length and an angle ; or, in other words, they vary (i) by a definite amount, and (ii) in a definite direction. Omit the quantitative element— namely, thec amount'—and we are left with the qualitative classification according to * direction.' Once again, there- fore, we see that our factors still remain in their essential nature principles of classification, though rendered more discriminative and exact by being cast into quantitative form. Where the plain man classifies children into ( good ' and c bad,' * bright' and c dull,' the administrator has to lay down sharper lines of demarcation, and talks of * guilty * and * not guilty,' c certifiably defective ? and * capable of profiting by a secondary education,' and the like ; and the theoretical psychologist tries to improve the classification still further by thinking of the population as varying in certain directions, each more or less independent of the other and each carrying with it a number of inferable traits —as varying in what he calls,f innate general intelligence,' * innate specific abilities,' * innate general emotionality,5 * acquired moral character,' and the like—and then seeks to graduate these variations on a linear scale. Thus, what appear to be the measurements of a variable are merely minute subdivisions by manifold classification as distinct from the first broad differentiation reached by twofold classification ; and the factorization of such variables is simply a mode of reclassifying the varying individuals according to a more refined logical procedure which has