CHAPTER XIX FINAL CONCLUSIONS A. MEASUREMENT OF TYPES THE foregoing considerations show that, if we propose to use correlation or factor-analysis for a scientific deter- mination of temperamental tendencies, there are several preliminary problems to be decided at the outset. Whether we carry out a factor-analysis in full, or are content to calculate the required correlation more simply and directly, we are, in effect, correlating (i) measurements for the type, which we take as a permanent standard of comparison, with (ii) measurements for the particular person observed which have been obtained ad hoc. Suppose, then, we are con- templating a survey of temperamental tendencies among the general population : two practical questions must be answered first of all: (i) What special set of measurements are we to take for the key personality or type F (ii) How are we to secure individual measurements so that they shall be fairly comparable with those for the type ? (i) For the permanent standard, figures obtained from a single batch, even if far larger and more representative than the group here used to illustrate the modified pro- cedure, could hardly be accepted without much wider confirmation. The methods, however, first described in my paper of 1915, have been applied to a number of mis- cellaneous groups; and to the data originally summarized a good deal of further material has since been added. From each of the larger groups so studied I have calculated a set of factor-measurements for traits, mainly by the abridged procedure here described,1 and have then averaged 1 With the earliest groups the figures were obtained by correlating traits, applying the summation method, and determining the factor-measurements for persons by the usual method of regression. The results have since been Checked both by the least-squares method and by correlating representative