viii PREFACE cular writers ; the last attempts to illustrate and defend the views I have advanced in what would seem to be the most effective way—namely, by an actual application of the alternative methods to a concrete issue of general interest, the problem of temperamental types. Part I is itself the outcome of an experiment. Two years ago, I found myself compelled at short notice to take over a course of lectures on factor-analysis to a group of students, who, like most psychological students in this country, had little mathematical or statistical knowledge. Technicalities were therefore reduced to a minimum ; and the main argument was based on a logical rather than a mathematical approach. Presented in this light, the fundamental ideas of the statistical factorist became at once clearer and more interesting both to the mathematical and the non-mathematical; at the same time, they illuminated questions in psychology and other sciences, not generally regarded as factorial. In arranging these lectures for the press I have also kept: in mind the needs of the research-worker. I have dis- cussed in some detail the fallacies that invalidate so many theses on the subject; and, since research students enter psychology by such different paths, I have inserted a wide variety of proofs and illustrations, in the hope that one at least may be intelligible to every reader. For the same reason, it seemed necessary to expatiate at greater length on what may be called the present growing-points—particular issues on which in the near future research is likely to con- centrate, such as the problem of metric units, of mental energy as a factorial concept, of correlating persons instead of tests, and of the various hierarchical criteria. To avoid breaking the general thread, these side-issues, and the supplementary illustrations and interpolated proofs, have been printed in smaller type. They are sections which the general reader, at any rate on a first perusal, will merely skip or skim. To the advanced mathematical psychologist, this mode of presentation may seem alike prolix and inconclusive. To forestall this criticism, I had originally intended to append a systematic summary, giving rigorous algebraic proofs of the