378 THE FACTORS OF THE MIND mental and aesthetic types in co-operation with several research- workers at the Institute of Industrial Psychology and at the London Day Training College: our conclusions were that the first or * general' factor for persons (i.e. roughly speaking, the factor that is responsible for the differences between those persons' averages) could not be reached by correlating tests; but that each factor except the first (i.e. the ( group-factors' or' type-factors') remained much the same for all practical purposes, whether it was obtained by correlating persons or by correlating tests (cf. above, p. 175). On resuming the work at University College, I found my colleague, Dr. Stephenson, strongly inclined to doubt—and, I think, quite rightly—whether these inferences had been adequately proved. As a result of his own experiments with the procedure, he was later led to suggest several interesting modifications both in the methods to be used and in the inferences to be drawn.1 His views in this connexion are deserving of special attention, not only because they are based on formal statistical analysis, but because he is one of the few statistical psychologists with a wide experience of mental testing among patients in mental hospitals. With his conclusions I shall deal later on. Here I propose first to consider his criticisms in regard to method ; then, accepting his suggestions as completely as I can, to show how his own procedure leads in the end to virtually the same results as mine. His examination of my article is, I understand, appearing in a forthcoming number of the same Journal; but he has been generous enough to send me in advance a copy of his comments.2 Similar questions have been put by other writers—psychologists, psychia- trists, and statisticians ; and, if I deal more fully with the diffi- culties advanced by Stephenson, it is mainly because, thanks to the frequent opportunities for discussion, it has been possible to narrow the points of difference or misunderstanding down to fairly definite issues. Most of them, though not perhaps all, arise from the incompleteness with which, for the sake of brevity, I was forced to * describe the statistical procedure employed and the arguments on which that procedure was based. The chief objections may be summarized under four heads. (l) Stephenson's strongest criticisms are directed against my use of covariances instead of correlations. " Professor Burt," he writes, 1 The modifications have been briefly described above, pp. 182-8. 2 A brief statement of his main criticisms is to be found in the postscript added to his article in Psycbometrika (III, pp. 206-9), which deals with the more general proof given in [101]; a summary of the more specific points is contained in his section of our joint article [138] : cf. also [136].