SUMMARY AND CONCLUSIONS 251 other methods of research, which may in turn illuminate or modify the provisional concepts reached by mere factorization. So far as it seeks to be strictly scientific, psychology must beware of supposing that these principles of classification can forthwith be treated as ' factors in the mind/ e.g. as * primary abilities ? or as ' mental powers ' or c energies.' Factors specify not unitary qualities but systematic patterns; not active entities, but relations between what we loosely call the mind and what we vaguely call its environment; i.e. they specify systems of relations between two sets of relational systems. These views, I have shown, appear at once more obvious and more plausible when we consider, not only the more usual kind of factorial work that begins by correlating traits, but also the complementary mode of approach that begins by correlating persons. And the whole interpretation, I believe, is closely in keeping with the Gestalt-like concep- tions that the modern physicist offers us when he describes the material world and that the metaphysician has from time to time put forward in attempting to describe reality. On the other hand, the current treatment of factors as causal abilities implies an antiquated attitude towards both scientific and metaphysical issues. As a method of inquiry factor-analysis reveals a close and suggestive analogy with the mathematical methods em- ployed in modern physics. It might, therefore, be still further refined by adopting or adapting some of the newer instruments of analysis that have been successfully employed in that sphere. In particular, the use of the theory of groups might obviate many of the objections commonly urged against the crudities of mere quantitative calculations when applied to the mind. Finally, it is argued, instead of the psychologist invoking postulates and principles appro- priate only to the simpler sciences, the more complex sciences might in their turn profitably borrow factorial methods from psychology.