56 THE FACTORS OF THE MIND tests directly with, performance in the scholarship examina- tion, and relies on this direct correlation. No doubt an application of factorial principles will aid in the construction and selection of tests ; but it has often proved mis- leading. For example, a strong belief in the £ single-factor theory ' (I myself should be inclined to say, a real misunderstanding of the ( single-factor theory') has led many of its supporters to aim at homogeneity rather than heterogeneity in their batteries of intelli- gence-tests. " It follows from Spearman's hierarchical principle," we are told, " that a reliable battery of tests for the general factor should have the highest possible correlations with each other . . . Thus the Binet scale stands condemned at a glance by the extremely miscellaneous nature of the tests that compose it: never having applied the factorial method, Binet evidently failed to make up his mind as to what precisely his tests were to measure," The point is put still more strongly by Cattell in his recent defence of * the factorial methods of analysis of personality ' : " if, as most psycho- logists concede, the [Binet] test is not concerned with one ability but with a collection of abilities, the attachment of a single quantitative value to this hodge-podge is meaningless." * These criticisms once again exhibit the fallacy of trusting solely to the c positive analogy ' to strengthen inductive inferences. The right guiding principle I have endeavoured to state more than once elsewhere. It is the logician's principle of increasing the * negative analogy.' " Multiplying the number of different examiners is of greatest value when their correlation with the * true mark ' is high and their correlation with each other is low . . . The same holds true of the subjects tested : the best results are obtained by com- bining tests which correlate highly with the general ability to be measured, but attack it from independent or divergent angles." 2 1 Character and Personality, VI, 1937, p. US : on p. 121 lie argues in detail against * the error of the view' that factors are mere * middlemen between tests and criterion.5 On the issue discussed in the following para- graph I find myself in close sympathy with many of CattelFs conclusions, but on the wider issue I agree still more closely with those of Vernon as expressed in the same symposium. 2 Marks of Examiners, pp. 304, 310. Mental and Scholastic 'Tests, p, 207. The guiding principle cited above is implicitly followed by boards of examiners when they arrange that their several question papers, though bearing one and all upon the central subject, shall nevertheless each deal with a widely different aspect. This is commonly defended on the favourite ground of economy—to avoid superfluous overlapping : its real defence rests on the inductive principle described above (pp. 29 f.),