268 THE FACTORS OF THE MIND a mathematical standpoint such modes of analysis appear partial or incomplete, like a fractional distillation that only partly separates the various ingredients.1 Methods Available.—The various methods proposed need not be described afresh. Formal descriptions of the main types (taken from roneo'd notes compiled originally for the use of my own research-students and based on early articles by the chief authors concerned) were included in my Memorandum [41]; but the systematic expositions since published by Thurstone [84], Kelley [85], and Hol- zinger [106], all of them remarkably lucid and suggestive, render my previous account of their principles not only 1 A clear and systematic account of the relations between the two types of factors has been recently given by Holzinger and Harman (J. Educ. Psych., 1937, XXVIII, pp. 321-45). More recently still, in his contribution to the discussion on t Factor Analysis' Stephenson has developed the same distinction in a suggestive way ([137], pp. 100-2). Here, and in a per- sonal communication, he criticizes my own account in two respects that deserve a fuller reply than was possible at the Symposium ([137], pp. 92). In the first place, though he emphasizes the distinction between ' concrete,' * functional,' or e unanalysed abilities' and such abstract or hypothetical factors as Spearman's * general factor ' (g) and my ' verbal factor * (v\ he rejects " the supposed * independent factors * as gratuitous assumptions." Factors like g and v he now prefers to call' fractional factors,' to distinguish them from the * non-fractional factors' that play a central part in his theory of Q-technique ([138], p. 272). Yet on a later page he explains that these 'fractional factors' are uncorrelated, and are obtained by analysing the concrete or ' non-fractional abilities.' Surely in that case they are identical with what Alexander and I understand byt independent factors,' so that after all these latter cannot be f gratuitous assumptions.' Secondly, he adopts the algebraic argument from the article of mine just quoted ([115], pp. 157-8) ; but thinks it should be applied, not, as I applied it, to show that the factors complying with it cannot be further analysed, but to show what conditions the * unanalysed abilities' must fulfil. This would make his unanalysed abilities or ' non-fractional factors' identical with Holzinger's original fi bifactors,5 i.e. bifid factors ([106], p. 6): for in both cases the saturation coefficients for the two * pure ' factors are assumed to be proportional. In an empirical matrix, however, such a precise proportion- ality is so improbable that Holzinger has now given up the conception ([107], p. 53). In the fuller manuscript version of his paper Stephenson points out that his non-fractional factors are analogous to the factors derived by Tryon with the aid of * cluster-analysis '; and in his more recent work (particularly on types with ' Q-technique ') he deliberately avoids a * general factor,' so that his non-fractional factors are, as it were, group-factors