CHAPTER XVI A REPLY TO CRITICISMS OF THE METHOD Problem.—The inquiry that follows has grown out of an attempt to analyse part of the large collection of psychological data accumulated during my work for the London County Council. It is included here because it provides in concrete form a practical illustration of some of the more contro- versial problems dealt with in the preceding pages and of the way I have proposed to meet them. The question with which it is primarily concerned is the distribution of temperamental traits. Are temperamental characteristics, like intellectual characteristics—general intelligence, for example—distributed in accordance with the normal curve ? Or does their distribution indicate a number of independent groups or temperamental types ? In order to assess each individual's approximation to the type to which he apparently belongs, I have used a simplified method of factor-analysis, involving the correlation of persons. With the aid of the figures so procured, an ideal or hypothetical graph, as it were, is empirically constructed for the temperamental type, similar to the ' psychographs' I have published for intellectual types ; analogous graphs are obtained for the temperamental characteristics of each individual: and, since each graph represents a set of numerical measurements for the same series of traits, the approximation of the individual's contour to the theoretical contour can then be measured by a coefficient of correla- tion.1 The method will thus serve to illustrate by a 1 The use of suck psychographs as a " means of recording or classifying individuals as members of a given type " was described in an early L.QC. Report ([35], p. 64, and Figs. IX, 1-4), and has been found exceedingly useful in work on educational and vocational guidance. The employment of " f standard personalities*—typical individuals, that is, who are made to serve as common and constant points of reference M (The Toung Delinquent,