An empirical study of the factor analysis stability hypothesis

Note is taken of four related sources of confusion as to the usefulness of Thurstone's factor analysis model and of their resolutions. One resolution uses Tucker's distinction between exploratory and confirmatory analyses. Eight analyses of two sets of data demonstrate the procedures and results of a confirmatory study with statistical tests of some, but not all, relevant hypotheses in an investigation of the stability (invariance) hypothesis. The empirical results provide estimates, as substitutes for unavailable sampling formulations, of effects of variation in diagonal values, in method of factoring, and in samples of cases. Implications of these results are discussed.

[1]  W. G. Howe SOME CONTRIBUTIONS TO FACTOR ANALYSIS , 1955 .

[2]  O. Reiersøl,et al.  On the identifiability of parameters in Thurstone's multiple factor analysis , 1950, Psychometrika.

[3]  Louis Guttman,et al.  What Lies Ahead for Factor Analysis? , 1958 .

[4]  L. Tucker An inter-battery method of factor analysis , 1958 .

[5]  Walter T. Federer,et al.  Testing Proportionality of Covariance Matrices , 1951 .

[6]  J. Guilford Psychometric methods, 2nd ed. , 1954 .

[7]  Charles Wrigley Objectivity in Factor Analysis , 1958 .

[8]  L. Thurstone The Vectors of Mind , 1935 .

[9]  M. Brodbeck The Philosophy of Science and Educational Research , 1957 .

[10]  T. W. Anderson,et al.  An Introduction to Multivariate Statistical Analysis , 1959 .

[11]  Godfrey H. Thomson,et al.  The Factorial Analysis of Human Ability. , 1940 .

[12]  M. Brodbeck Chapter I: The Philosophy of Science and Educational Research , 1957 .

[13]  D. R. Saunders,et al.  ANALYTIC ROTATION TO SIMPLE STRUCTURE, II: EXTENSION TO AN OBLIQUE SOLUTION , 1954 .

[14]  L. Tucker A METHOD FOR SYNTHESIS OF FACTOR ANALYSIS STUDIES , 1951 .

[15]  Raymond B. Cattell,et al.  Extracting the Correct Number of Factors in Factor Analysis , 1958 .

[16]  William B. Michael,et al.  An Overview of the Symposium , 1958 .

[17]  Q. Mcnemar On the sampling errors of factor loadings , 1941 .

[18]  Sten Henrysson,et al.  Applicability of factor analysis in the behavioral sciences : a methodological study , 1958 .

[19]  Llewellyn Gross,et al.  Symposium on sociological theory , 1959 .

[20]  Louis Guttman,et al.  “Best possible” systematic estimates of communalities , 1956 .

[21]  M. Bartlett TESTS OF SIGNIFICANCE IN FACTOR ANALYSIS , 1950 .

[22]  H. Kaiser The Application of Electronic Computers to Factor Analysis , 1960 .

[23]  L. Guttman Multiple group methods for common-factor analysis: Their basis, computation, and interpretation , 1952 .

[24]  Harold P. Bechtoldt,et al.  Construct validity: A Critique. , 1959 .

[25]  Comments on "intraclass correlation vs. factor analytic techniques for determining groups of profiles". , 1960, Psychological bulletin.

[26]  R. Tryon Domain sampling formulation of cluster and factor analysis , 1959 .

[27]  M. Brodbeck,et al.  Models, Meaning and Theories* , 1960 .

[28]  D. Lawley VI.—The Estimation of Factor Loadings by the Method of Maximum Likelihood , 1940 .

[29]  H. Gulliksen Theory of mental tests , 1952 .

[30]  Louis Guttman,et al.  To what extent can communalities reduce rank? , 1958 .

[31]  R. Wherry Hierarchical factor solutions without rotation , 1959 .

[32]  John Schmid,et al.  The development of hierarchical factor solutions , 1957 .

[33]  L. Thurstone Current misuse of the factorial methods , 1937 .

[34]  W. Dahlstrom Research in clinical psychology: factor analytic contributions. , 1957, Journal of Clinical Psychology.

[35]  Robert C. Tryon,et al.  Communality of a variable: Formulation by cluster analysis , 1957 .

[36]  L. Guttman General theory and methods for matric factoring , 1944 .

[37]  E. Cureton A NOTE ON THE USE OF BURT'S FORMULA FOR ESTIMATING FACTOR SIGNIFICANCE , 1955 .

[38]  H. J. Eysenck The logical basis of factor analysis. , 1953 .

[39]  A. Madansky The fitting of straight lines when both variables are subject to error , 1959 .

[40]  Robert C. Tryon,et al.  General Dimensions of Individual Differences: Cluster Analysis Vs. Multiple Factor Analysis , 1958 .

[41]  Charles Wrigley THE EFFECT UPON THE COMMUNALITIES OF CHANGING THE ESTIMATE OF THE NUMBER OF FACTORS , 1959 .

[42]  L. Thurstone Current issues in factor analysis. , 1940 .

[43]  Harold Gulliksen,et al.  Regression tests for several samples , 1950, Psychometrika.

[44]  T. Koopmans,et al.  The Identification of Structural Characteristics , 1950 .

[45]  Calyampudi R. Rao Estimation and tests of significance in factor analysis , 1955 .

[46]  Herman Rubin,et al.  Statistical Inference in Factor Analysis , 1956 .

[47]  S. Toulmin,et al.  Philosophy of Science , 1970, The British Journal for the History of Science.

[48]  Ledyard R Tucker THE OBJECTIVE DEFINITION OF SIMPLE STRUCTURE IN LINEAR FACTOR ANALYSIS , 1955 .

[49]  Maxwell Ae Statistical methods in factor analysis. , 1959 .

[50]  J. Guilford Three faces of intellect. , 1959 .

[51]  J. W. French The description of aptitude and achievement tests in terms of rotated factors. , 1951 .

[52]  K. Stukát Suggestibility : a factorial and experimental analysis , 1958 .

[53]  Cyril Burt TESTS OF SIGNIFICANCE IN FACTOR ANALYSIS , 1952 .

[54]  L. Thurstone,et al.  Factorial Studies Of Intelligence , 1941 .

[55]  T. W. Anderson An Introduction to Multivariate Statistical Analysis , 1959 .

[56]  Alston S. Householder,et al.  Factorial invariance and significance , 1940 .

[57]  J. Tukey,et al.  Multiple-Factor Analysis , 1947 .

[58]  L. Tucker The role of correlated factors in factor analysis , 1940 .

[59]  G. Bergmann The Logic of Psychological Concepts , 1951, Philosophy of Science.

[60]  J. Carroll An analytical solution for approximating simple structure in factor analysis , 1953 .