P-, Q-, AND R-TECHNIQUES 205 themselves, nor the qualities of the test stimuli by them- selves, but the interaction between the two. Which of the two interacting qualities we treat as constants and which we treat as variables will depend upon the question we set out to study and upon the way the experiment has been planned. This conclusion, which seems more or less obvious when we are correlating persons, is, I should maintain, equally true when we are correlating tests. In either case, the psychologist's factors do not in themselves describe either persons stimulated or things used to stimulate them ; they describe the complex relations between the two. Principle of Reversibility.—To regard the mathematical analysis as concerned, not so much with the relata, as with the relations, will confer much the same advantages in psychology as in physics. It abolishes the need for fixed distinctions between ' determiner' and * determinate,' between known * ground * and unknown but predictable ' consequence,3 or (to use more popular terminology) between c causes ? and c effects.' In experimental psycho- logy we talk of tests as stimuli which cause reactions ; in factor-analysis we more commonly talk of abilities as " causes of individual differences." x I should prefer to regard each test-process, not as a direct and simple measure- ment of an isolated trait or an isolated individual, but as a statement of the point at which an equilibrium is reached between the external forces (the difficulty of the constituent test-items) and the internal forces (the mental activities of the individual tested). Thus, instead of rigidly dis- tinguishing between variables that are given (cause-factors) and those which have to be deduced (effect-factors), as we do in applied or practical psychology, pure psychology should be content with a set of f equations of condition,' which all the variables taken together would have to satisfy. The number of equations would then correspond to the number of variables that we might require to deduce or determine, without stating whether the deducible variables are ' abilities' or future * performances' or possibly some combination of the two. Accordingly, if we drop the usual antithesis between 1 E.g. Thurstone, [84], p. 45.