VARIOUS USES OF FACTORS 39 proof harder, not easier : like every young student, he yearns to show that he is proving something unexpected, something that had hitherto seemed improbable a priori-— at least to all except himself. The paradoxical character of his conclusion, however, on which he has laid so much stress, springs simply from its sweeping form: even Mill could have warned him that " the precariousness of the method of simple enumeration is in an inverse ratio to the largeness of the generalization " (loc. cit., Bk. Ill, chap, xxi, § 3). Had he narrowed his ' inferable positive analogy ' to something that had a fairly high a priori probability (e.g. explicitly limited his conclusion to children of a certain age, certain intelligence, certain fundamental acquirements, and to lessons of a certain type, instead of generalizing about all children and all school subjects), his inductive proof could have proceeded quite plausibly on a much narrower basis than I have proposed.1 But in any case, at some stage of the work, an elimination of competing hypotheses is essential. The difficulty is to be sure that our enumeration of the possible competitors is exhaustive. " Rejection or exclusion," as Bacon observes, " is quickly said ; but the way to come at it is intricate and winding." 2 There would seem to be at least three ways which, separately or simultaneously employed, may in some measure increase its efficacy. All of them depend on much the same principle—namely, on so planning the experimental and statistical procedure that the unknown influences may be legitimately treated as ' chance factors.* First, by employing an appropriate method of multiple factor-analysis, we can resolve the given table into a series of 1 We need not, I think, altogether accept the arguments advanced by the Oxford logicians against the traditional notion of induction, viz. that it is an entirely indirect and negative procedure, that its sole principle " in all its forms is elimination "—the ** exclusion of all alternatives but one " (Joseph, loc. cit.y p. 430; Cook Wilson, Statement and Inference, vol. II, p. 595). Their criticisms, I take it, are valid only against that kind of empirical induction which, like Mill's, aimed at universal certainties, instead of being content with merely probable conclusions, i,e, with verifying hypotheses which themselves already possess a reasonably high a priori certainty. a Novum Organon, Bk. II, Aphorism xvi (beginning; " The first task of induction is rejection or exclusion . . .")*