Mplus VERSION 6
MUTHEN & MUTHEN
04/25/2010  10:58 PM

INPUT INSTRUCTIONS

  title:
          cont14

          Classic factor analysis

          The CFA bi-factor model in Harman(1976), p. 127

          Raw data from Holzinger-Swineford
          as entered by the students of Muthen's Fall 1993
          UCLA Education 210E class:

          Grades VII and VIII of the
          Grant-White elementary school in Forest Park, Illinois
          n=145

          The 24 tests and the 2 revised/new tests.
          Gender, grade, and age information

          Sources:
          Holzinger, K. J. & Swineford, F. (1939).
          A study in Factor Analysis: The Stability of a Bi-Factor
          Solution. Supplementary Educational Monographs.
          Chicago, Ill.: The University of Chicago.

          Harman, H.H. (1976). Modern Factor Analysis.
          Third Edition. Chicago: The University of Chicago Press

  data:
          file is holzingr.dat;
          format is
          f3,2f2,f3,2f2/3x,13(1x,f3)/3x,13(1x,f3);

  variable:
          names are id female grade agey agem school
          visual cubes paper flags general paragrap
          sentence wordc wordm addition code counting straight wordr
          numberr figurer object numberf figurew deduct
          numeric problemr series arithmet paperrev flagssub;

  !        id is student record; these data are the n=145 students
  !        in records 201-351 given in the 1939 monograph.
  !        agey is age in years, agem is age in months.
  !        school = 0 is Grant-White

          usev are  visual cubes paper flags general paragrap
          sentence wordc wordm addition code counting straight wordr
          numberr figurer object numberf figurew deduct
          numeric problemr series arithmet;

  define:

  !        the variables have very different scales (very
  !        different variances) which makes convergence harder.
  !        transforming certain variables to produce more
  !        similar variances makes convergence easier:

          general=general/3; addition=addition/3; code=code/3;
          counting=counting/3; straight=straight/3;
          wordr=wordr/3; deduct=deduct/3;

  analysis:
          estimator = ml;

  model:
          g by visual-arithmet;
          spatial by visual-flags;
          verbal by general-wordm;
          speed by addition-straight;
          recogn by wordr-object;
          memory by numberf object figurew;

  !        uncorrelated factors because of the general factor:

          g with spatial-memory @0;
          spatial with verbal-memory @0;
          verbal with speed-memory @0;
          speed with recogn-memory @0;
          recogn with memory @0;

  !        correlated residual ("doublet factor"):

          addition with arithmet;

  output:
          sampstat standardized modindices(3.84);





INPUT READING TERMINATED NORMALLY




cont14

Classic factor analysis

The CFA bi-factor model in Harman(1976), p. 127

Raw data from Holzinger-Swineford
as entered by the students of Muthen's Fall 1993
UCLA Education 210E class:

Grades VII and VIII of the
Grant-White elementary school in Forest Park, Illinois
n=145

The 24 tests and the 2 revised/new tests.
Gender, grade, and age information

Sources:
Holzinger, K. J. & Swineford, F. (1939).
A study in Factor Analysis: The Stability of a Bi-Factor
Solution. Supplementary Educational Monographs.
Chicago, Ill.: The University of Chicago.

Harman, H.H. (1976). Modern Factor Analysis.
Third Edition. Chicago: The University of Chicago Press

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                         145

Number of dependent variables                                   24
Number of independent variables                                  0
Number of continuous latent variables                            6

Observed dependent variables

  Continuous
   VISUAL      CUBES       PAPER       FLAGS       GENERAL     PARAGRAP
   SENTENCE    WORDC       WORDM       ADDITION    CODE        COUNTING
   STRAIGHT    WORDR       NUMBERR     FIGURER     OBJECT      NUMBERF
   FIGUREW     DEDUCT      NUMERIC     PROBLEMR    SERIES      ARITHMET

Continuous latent variables
   G           SPATIAL     VERBAL      SPEED       RECOGN      MEMORY


Estimator                                                       ML
Information matrix                                        OBSERVED
Maximum number of iterations                                  1000
Convergence criterion                                    0.500D-04
Maximum number of steepest descent iterations                   20

Input data file(s)
  holzingr.dat

Input data format
  (F3,2F2,F3,2F2,/,3X,13(1X,F3),/,3X,13(1X,F3))


SAMPLE STATISTICS


     SAMPLE STATISTICS


           Means
              VISUAL        CUBES         PAPER         FLAGS         GENERAL
              ________      ________      ________      ________      ________
      1        29.579        24.800        14.303        15.966        14.949


           Means
              PARAGRAP      SENTENCE      WORDC         WORDM         ADDITION
              ________      ________      ________      ________      ________
      1         9.952        18.848        28.200        17.283        30.060


           Means
              CODE          COUNTING      STRAIGHT      WORDR         NUMBERR
              ________      ________      ________      ________      ________
      1        22.864        36.589        63.926        58.759        89.372


           Means
              FIGURER       OBJECT        NUMBERF       FIGUREW       DEDUCT
              ________      ________      ________      ________      ________
      1       103.400         7.207         9.441        15.241        10.115


           Means
              NUMERIC       PROBLEMR      SERIES        ARITHMET
              ________      ________      ________      ________
      1        14.455        27.731        18.752        25.828


           Covariances
              VISUAL        CUBES         PAPER         FLAGS         GENERAL
              ________      ________      ________      ________      ________
 VISUAL        47.471
 CUBES          9.943        19.622
 PAPER          7.210         2.371         7.908
 FLAGS         25.620        15.310         8.528        68.695
 GENERAL        8.742         4.719         3.362        12.214        14.997
 PARAGRAP       7.918         3.397         2.463         9.143         8.099
 SENTENCE       9.867         3.273         3.460        11.015        11.733
 WORDC         11.994         3.688         5.008        16.800        11.865
 WORDM         17.305         6.829         5.797        22.796        22.092
 ADDITION       5.671         2.322         2.853         4.887         9.611
 CODE          11.669         3.699         3.855         8.317         7.341
 COUNTING      14.781         5.189         3.881        13.790         5.677
 STRAIGHT      41.266        13.507        13.457        37.991        16.360
 WORDR          3.213         1.303         2.528         4.808         3.641
 NUMBERR       11.536         4.488         3.928        12.785         6.377
 FIGURER       19.582         8.680         5.851        16.221         4.639
 OBJECT         5.301         0.221         1.634         5.242         3.751
 NUMBERF       11.262         5.247         3.273        13.139         4.507
 FIGUREW        6.598         1.752         1.561         5.353         2.716
 DEDUCT        16.301         8.568         3.894        18.142        10.177
 NUMERIC       12.295         6.263         4.496        16.443         5.952
 PROBLEMR      27.908        10.167         4.413        31.205        16.858
 SERIES        30.116        14.095         7.599        33.095        15.677
 ARITHMET       8.845         4.283         1.576         9.035         7.559


           Covariances
              PARAGRAP      SENTENCE      WORDC         WORDM         ADDITION
              ________      ________      ________      ________      ________
 PARAGRAP      11.315
 SENTENCE      11.200        21.467
 WORDC          9.348        15.651        28.505
 WORDM         19.034        25.146        22.695        62.727
 ADDITION       5.550         9.292        12.508        11.179        62.410
 CODE           6.695         6.359         8.678        12.588        20.446
 COUNTING       2.435         6.393        10.811         6.691        32.345
 STRAIGHT      13.013        20.269        26.606        26.481        40.655
 WORDR          3.464         3.885         4.660         7.119         4.460
 NUMBERR        6.294         5.477         6.815        12.695         8.906
 FIGURER        6.571         6.302        10.810        12.666         7.335
 OBJECT         4.224         5.287         6.579        10.279        10.838
 NUMBERF        2.525         3.653         6.174         7.558        11.339
 FIGUREW        3.025         4.009         5.000         7.849         5.632
 DEDUCT         9.573        13.958        15.094        23.496         8.403
 NUMERIC        4.263         7.014         9.274        10.375        15.285
 PROBLEMR      12.821        18.166        18.985        38.124        11.979
 SERIES        13.567        17.631        24.608        36.629        18.813
 ARITHMET       6.840         9.574         9.745        15.538        19.642


           Covariances
              CODE          COUNTING      STRAIGHT      WORDR         NUMBERR
              ________      ________      ________      ________      ________
 CODE          30.640
 COUNTING      16.291        48.639
 STRAIGHT      35.897        45.332       151.351
 WORDR          6.449         3.271         8.561        12.939
 NUMBERR        9.919         8.569        12.768        10.460        56.496
 FIGURER       11.792         6.061        23.101         9.303        15.954
 OBJECT         9.000         8.830        10.677         6.094        11.854
 NUMBERF        8.605        10.862        17.970         3.208        10.732
 FIGUREW        5.748         2.688        11.124         2.819         4.938
 DEDUCT         7.400        11.542        20.014         7.304        12.994
 NUMERIC       10.565        11.983        25.525         3.158         8.403
 PROBLEMR      17.180        13.855        34.946         8.783        18.066
 SERIES        12.957        22.985        44.016         8.416        17.692
 ARITHMET      10.689        13.552        20.626         4.974         5.678


           Covariances
              FIGURER       OBJECT        NUMBERF       FIGUREW       DEDUCT
              ________      ________      ________      ________      ________
 FIGURER       45.937
 OBJECT        10.476        20.730
 NUMBERF       10.796         9.247        20.150
 FIGUREW        6.166         5.343         5.756        12.845
 DEDUCT        17.543         8.333         8.988         4.007        43.173
 NUMERIC       11.556         4.140         7.716         5.718        12.863
 PROBLEMR      19.321        13.187        13.967        12.168        30.681
 SERIES        22.430        12.741        11.185         9.970        31.576
 ARITHMET       8.600         7.332         8.538         6.290        11.390


           Covariances
              NUMERIC       PROBLEMR      SERIES        ARITHMET
              ________      ________      ________      ________
 NUMERIC       23.186
 PROBLEMR      17.633        95.852
 SERIES        20.092        46.381        87.014
 ARITHMET      10.134        17.374        18.888        22.060


           Correlations
              VISUAL        CUBES         PAPER         FLAGS         GENERAL
              ________      ________      ________      ________      ________
 VISUAL         1.000
 CUBES          0.326         1.000
 PAPER          0.372         0.190         1.000
 FLAGS          0.449         0.417         0.366         1.000
 GENERAL        0.328         0.275         0.309         0.381         1.000
 PARAGRAP       0.342         0.228         0.260         0.328         0.622
 SENTENCE       0.309         0.159         0.266         0.287         0.654
 WORDC          0.326         0.156         0.334         0.380         0.574
 WORDM          0.317         0.195         0.260         0.347         0.720
 ADDITION       0.104         0.066         0.128         0.075         0.314
 CODE           0.306         0.151         0.248         0.181         0.342
 COUNTING       0.308         0.168         0.198         0.239         0.210
 STRAIGHT       0.487         0.248         0.389         0.373         0.343
 WORDR          0.130         0.082         0.250         0.161         0.261
 NUMBERR        0.223         0.135         0.186         0.205         0.219
 FIGURER        0.419         0.289         0.307         0.289         0.177
 OBJECT         0.169         0.011         0.128         0.139         0.213
 NUMBERF        0.364         0.264         0.259         0.353         0.259
 FIGUREW        0.267         0.110         0.155         0.180         0.196
 DEDUCT         0.360         0.294         0.211         0.333         0.400
 NUMERIC        0.371         0.294         0.332         0.412         0.319
 PROBLEMR       0.414         0.234         0.160         0.385         0.445
 SERIES         0.469         0.341         0.290         0.428         0.434
 ARITHMET       0.273         0.206         0.119         0.232         0.416


           Correlations
              PARAGRAP      SENTENCE      WORDC         WORDM         ADDITION
              ________      ________      ________      ________      ________
 PARAGRAP       1.000
 SENTENCE       0.719         1.000
 WORDC          0.520         0.633         1.000
 WORDM          0.714         0.685         0.537         1.000
 ADDITION       0.209         0.254         0.297         0.179         1.000
 CODE           0.360         0.248         0.294         0.287         0.468
 COUNTING       0.104         0.198         0.290         0.121         0.587
 STRAIGHT       0.314         0.356         0.405         0.272         0.418
 WORDR          0.286         0.233         0.243         0.250         0.157
 NUMBERR        0.249         0.157         0.170         0.213         0.150
 FIGURER        0.288         0.201         0.299         0.236         0.137
 OBJECT         0.276         0.251         0.271         0.285         0.301
 NUMBERF        0.167         0.176         0.258         0.213         0.320
 FIGUREW        0.251         0.241         0.261         0.277         0.199
 DEDUCT         0.433         0.458         0.430         0.452         0.162
 NUMERIC        0.263         0.314         0.361         0.272         0.402
 PROBLEMR       0.389         0.400         0.363         0.492         0.155
 SERIES         0.432         0.408         0.494         0.496         0.255
 ARITHMET       0.433         0.440         0.389         0.418         0.529


           Correlations
              CODE          COUNTING      STRAIGHT      WORDR         NUMBERR
              ________      ________      ________      ________      ________
 CODE           1.000
 COUNTING       0.422         1.000
 STRAIGHT       0.527         0.528         1.000
 WORDR          0.324         0.130         0.193         1.000
 NUMBERR        0.238         0.163         0.138         0.387         1.000
 FIGURER        0.314         0.128         0.277         0.382         0.313
 OBJECT         0.357         0.278         0.191         0.372         0.346
 NUMBERF        0.346         0.347         0.325         0.199         0.318
 FIGUREW        0.290         0.108         0.252         0.219         0.183
 DEDUCT         0.203         0.252         0.248         0.309         0.263
 NUMERIC        0.396         0.357         0.431         0.182         0.232
 PROBLEMR       0.317         0.203         0.290         0.249         0.245
 SERIES         0.251         0.353         0.384         0.251         0.252
 ARITHMET       0.411         0.414         0.357         0.294         0.161


           Correlations
              FIGURER       OBJECT        NUMBERF       FIGUREW       DEDUCT
              ________      ________      ________      ________      ________
 FIGURER        1.000
 OBJECT         0.339         1.000
 NUMBERF        0.355         0.452         1.000
 FIGUREW        0.254         0.327         0.358         1.000
 DEDUCT         0.394         0.279         0.305         0.170         1.000
 NUMERIC        0.354         0.189         0.357         0.331         0.407
 PROBLEMR       0.291         0.296         0.318         0.347         0.477
 SERIES         0.355         0.300         0.267         0.298         0.515
 ARITHMET       0.270         0.343         0.405         0.374         0.369


           Correlations
              NUMERIC       PROBLEMR      SERIES        ARITHMET
              ________      ________      ________      ________
 NUMERIC        1.000
 PROBLEMR       0.374         1.000
 SERIES         0.447         0.508         1.000
 ARITHMET       0.448         0.378         0.431         1.000


THE MODEL ESTIMATION TERMINATED NORMALLY



TESTS OF MODEL FIT

Chi-Square Test of Model Fit

          Value                            308.608
          Degrees of Freedom                   231
          P-Value                           0.0005

Chi-Square Test of Model Fit for the Baseline Model

          Value                           1639.347
          Degrees of Freedom                   276
          P-Value                           0.0000

CFI/TLI

          CFI                                0.943
          TLI                                0.932

Loglikelihood

          H0 Value                      -10313.561
          H1 Value                      -10159.258

Information Criteria

          Number of Free Parameters             93
          Akaike (AIC)                   20813.123
          Bayesian (BIC)                 21089.959
          Sample-Size Adjusted BIC       20795.674
            (n* = (n + 2) / 24)

RMSEA (Root Mean Square Error Of Approximation)

          Estimate                           0.048
          90 Percent C.I.                    0.033  0.062
          Probability RMSEA <= .05           0.575

SRMR (Standardized Root Mean Square Residual)

          Value                              0.058



MODEL RESULTS

                                                    Two-Tailed
                    Estimate       S.E.  Est./S.E.    P-Value

 G        BY
    VISUAL             1.000      0.000    999.000    999.000
    CUBES              0.423      0.093      4.554      0.000
    PAPER              0.282      0.060      4.720      0.000
    FLAGS              1.092      0.172      6.343      0.000
    GENERAL            0.532      0.091      5.870      0.000
    PARAGRAP           0.449      0.078      5.750      0.000
    SENTENCE           0.610      0.108      5.658      0.000
    WORDC              0.760      0.126      6.035      0.000
    WORDM              1.100      0.187      5.895      0.000
    ADDITION           0.681      0.173      3.946      0.000
    CODE               0.656      0.125      5.228      0.000
    COUNTING           0.725      0.154      4.696      0.000
    STRAIGHT           1.669      0.278      5.996      0.000
    WORDR              0.324      0.079      4.082      0.000
    NUMBERR            0.638      0.163      3.914      0.000
    FIGURER            0.835      0.152      5.510      0.000
    OBJECT             0.434      0.101      4.298      0.000
    NUMBERF            0.547      0.101      5.411      0.000
    FIGUREW            0.371      0.080      4.661      0.000
    DEDUCT             0.984      0.156      6.294      0.000
    NUMERIC            0.720      0.114      6.333      0.000
    PROBLEMR           1.485      0.232      6.406      0.000
    SERIES             1.576      0.226      6.967      0.000
    ARITHMET           0.674      0.112      6.007      0.000

 SPATIAL  BY
    VISUAL             1.000      0.000    999.000    999.000
    CUBES              1.005      0.609      1.651      0.099
    PAPER              0.440      0.287      1.536      0.124
    FLAGS              3.198      2.692      1.188      0.235

 VERBAL   BY
    GENERAL            1.000      0.000    999.000    999.000
    PARAGRAP           0.952      0.148      6.449      0.000
    SENTENCE           1.382      0.209      6.605      0.000
    WORDC              0.916      0.205      4.463      0.000
    WORDM              2.276      0.316      7.200      0.000

 SPEED    BY
    ADDITION           1.000      0.000    999.000    999.000
    CODE               0.494      0.125      3.948      0.000
    COUNTING           0.948      0.193      4.916      0.000
    STRAIGHT           1.161      0.295      3.940      0.000

 RECOGN   BY
    WORDR              1.000      0.000    999.000    999.000
    NUMBERR            1.507      0.578      2.607      0.009
    FIGURER            0.946      0.390      2.428      0.015
    OBJECT             0.772      0.303      2.550      0.011

 MEMORY   BY
    NUMBERF            1.000      0.000    999.000    999.000
    OBJECT             1.063      0.636      1.672      0.094
    FIGUREW            0.483      0.253      1.913      0.056

 G        WITH
    SPATIAL            0.000      0.000    999.000    999.000
    VERBAL             0.000      0.000    999.000    999.000
    SPEED              0.000      0.000    999.000    999.000
    RECOGN             0.000      0.000    999.000    999.000
    MEMORY             0.000      0.000    999.000    999.000

 SPATIAL  WITH
    VERBAL             0.000      0.000    999.000    999.000
    SPEED              0.000      0.000    999.000    999.000
    RECOGN             0.000      0.000    999.000    999.000
    MEMORY             0.000      0.000    999.000    999.000

 VERBAL   WITH
    SPEED              0.000      0.000    999.000    999.000
    RECOGN             0.000      0.000    999.000    999.000
    MEMORY             0.000      0.000    999.000    999.000

 SPEED    WITH
    RECOGN             0.000      0.000    999.000    999.000
    MEMORY             0.000      0.000    999.000    999.000

 RECOGN   WITH
    MEMORY             0.000      0.000    999.000    999.000

 ADDITION WITH
    ARITHMET           8.967      2.171      4.131      0.000

 Intercepts
    VISUAL            29.579      0.572     51.695      0.000
    CUBES             24.800      0.368     67.416      0.000
    PAPER             14.303      0.234     61.248      0.000
    FLAGS             15.966      0.688     23.195      0.000
    GENERAL           14.949      0.322     46.485      0.000
    PARAGRAP           9.952      0.279     35.625      0.000
    SENTENCE          18.848      0.385     48.986      0.000
    WORDC             28.200      0.443     63.602      0.000
    WORDM             17.283      0.658     26.277      0.000
    ADDITION          30.060      0.640     46.953      0.000
    CODE              22.864      0.460     49.739      0.000
    COUNTING          36.589      0.579     63.173      0.000
    STRAIGHT          63.926      1.022     62.571      0.000
    WORDR             58.759      0.299    196.702      0.000
    NUMBERR           89.372      0.624    143.178      0.000
    FIGURER          103.400      0.563    183.706      0.000
    OBJECT             7.207      0.375     19.199      0.000
    NUMBERF            9.441      0.373     25.327      0.000
    FIGUREW           15.241      0.298     51.208      0.000
    DEDUCT            10.115      0.546     18.537      0.000
    NUMERIC           14.455      0.400     36.149      0.000
    PROBLEMR          27.731      0.813     34.107      0.000
    SERIES            18.752      0.775     24.206      0.000
    ARITHMET          25.828      0.390     66.216      0.000

 Variances
    G                 18.267      4.691      3.894      0.000
    SPATIAL            2.027      2.433      0.833      0.405
    VERBAL             4.432      1.169      3.793      0.000
    SPEED             20.362      6.037      3.373      0.001
    RECOGN             4.477      1.957      2.288      0.022
    MEMORY             4.236      2.846      1.488      0.137

 Residual Variances
    VISUAL            27.178      3.765      7.218      0.000
    CUBES             14.308      2.086      6.860      0.000
    PAPER              6.063      0.778      7.790      0.000
    FLAGS             26.206     14.177      1.849      0.065
    GENERAL            5.400      0.783      6.898      0.000
    PARAGRAP           3.625      0.561      6.462      0.000
    SENTENCE           6.191      1.085      5.704      0.000
    WORDC             14.242      1.813      7.856      0.000
    WORDM             17.661      3.003      5.881      0.000
    ADDITION          30.590      5.567      5.495      0.000
    CODE              17.817      2.458      7.247      0.000
    COUNTING          20.735      4.114      5.040      0.000
    STRAIGHT          73.003     10.803      6.757      0.000
    WORDR              6.540      1.786      3.661      0.000
    NUMBERR           38.900      6.020      6.462      0.000
    FIGURER           29.180      3.947      7.393      0.000
    OBJECT             9.530      3.228      2.952      0.003
    NUMBERF           10.443      2.796      3.735      0.000
    FIGUREW            9.342      1.253      7.457      0.000
    DEDUCT            25.500      3.319      7.683      0.000
    NUMERIC           13.720      1.783      7.696      0.000
    PROBLEMR          55.555      7.261      7.651      0.000
    SERIES            41.664      5.761      7.232      0.000
    ARITHMET          13.759      1.774      7.754      0.000


STANDARDIZED MODEL RESULTS


STDYX Standardization

                                                    Two-Tailed
                    Estimate       S.E.  Est./S.E.    P-Value

 G        BY
    VISUAL             0.620      0.058     10.665      0.000
    CUBES              0.408      0.076      5.397      0.000
    PAPER              0.428      0.074      5.753      0.000
    FLAGS              0.563      0.063      8.889      0.000
    GENERAL            0.587      0.061      9.634      0.000
    PARAGRAP           0.570      0.063      9.116      0.000
    SENTENCE           0.563      0.063      8.891      0.000
    WORDC              0.608      0.059     10.339      0.000
    WORDM              0.594      0.061      9.804      0.000
    ADDITION           0.378      0.077      4.882      0.000
    CODE               0.506      0.068      7.419      0.000
    COUNTING           0.445      0.073      6.090      0.000
    STRAIGHT           0.580      0.062      9.385      0.000
    WORDR              0.385      0.077      5.031      0.000
    NUMBERR            0.363      0.078      4.659      0.000
    FIGURER            0.527      0.066      7.973      0.000
    OBJECT             0.411      0.075      5.470      0.000
    NUMBERF            0.521      0.067      7.806      0.000
    FIGUREW            0.442      0.073      6.081      0.000
    DEDUCT             0.640      0.055     11.535      0.000
    NUMERIC            0.639      0.055     11.518      0.000
    PROBLEMR           0.648      0.055     11.890      0.000
    SERIES             0.722      0.047     15.509      0.000
    ARITHMET           0.613      0.058     10.495      0.000

 SPATIAL  BY
    VISUAL             0.207      0.123      1.677      0.094
    CUBES              0.323      0.127      2.540      0.011
    PAPER              0.223      0.123      1.818      0.069
    FLAGS              0.549      0.193      2.851      0.004

 VERBAL   BY
    GENERAL            0.544      0.064      8.506      0.000
    PARAGRAP           0.596      0.061      9.808      0.000
    SENTENCE           0.628      0.061     10.260      0.000
    WORDC              0.361      0.073      4.980      0.000
    WORDM              0.605      0.061      9.890      0.000

 SPEED    BY
    ADDITION           0.585      0.078      7.473      0.000
    CODE               0.403      0.082      4.882      0.000
    COUNTING           0.613      0.077      7.997      0.000
    STRAIGHT           0.426      0.079      5.388      0.000

 RECOGN   BY
    WORDR              0.588      0.120      4.888      0.000
    NUMBERR            0.424      0.107      3.977      0.000
    FIGURER            0.295      0.096      3.083      0.002
    OBJECT             0.361      0.099      3.634      0.000

 MEMORY   BY
    NUMBERF            0.458      0.150      3.047      0.002
    OBJECT             0.484      0.159      3.051      0.002
    FIGUREW            0.278      0.111      2.509      0.012

 G        WITH
    SPATIAL            0.000      0.000    999.000    999.000
    VERBAL             0.000      0.000    999.000    999.000
    SPEED              0.000      0.000    999.000    999.000
    RECOGN             0.000      0.000    999.000    999.000
    MEMORY             0.000      0.000    999.000    999.000

 SPATIAL  WITH
    VERBAL             0.000      0.000    999.000    999.000
    SPEED              0.000      0.000    999.000    999.000
    RECOGN             0.000      0.000    999.000    999.000
    MEMORY             0.000      0.000    999.000    999.000

 VERBAL   WITH
    SPEED              0.000      0.000    999.000    999.000
    RECOGN             0.000      0.000    999.000    999.000
    MEMORY             0.000      0.000    999.000    999.000

 SPEED    WITH
    RECOGN             0.000      0.000    999.000    999.000
    MEMORY             0.000      0.000    999.000    999.000

 RECOGN   WITH
    MEMORY             0.000      0.000    999.000    999.000

 ADDITION WITH
    ARITHMET           0.437      0.084      5.222      0.000

 Intercepts
    VISUAL             4.293      0.265     16.174      0.000
    CUBES              5.599      0.339     16.511      0.000
    PAPER              5.086      0.310     16.407      0.000
    FLAGS              1.926      0.140     13.727      0.000
    GENERAL            3.860      0.241     15.990      0.000
    PARAGRAP           2.958      0.193     15.364      0.000
    SENTENCE           4.068      0.253     16.085      0.000
    WORDC              5.282      0.321     16.450      0.000
    WORDM              2.182      0.153     14.291      0.000
    ADDITION           3.899      0.235     16.585      0.000
    CODE               4.131      0.256     16.111      0.000
    COUNTING           5.246      0.319     16.442      0.000
    STRAIGHT           5.196      0.316     16.432      0.000
    WORDR             16.335      0.963     16.966      0.000
    NUMBERR           11.890      0.703     16.910      0.000
    FIGURER           15.256      0.900     16.957      0.000
    OBJECT             1.594      0.124     12.832      0.000
    NUMBERF            2.103      0.149     14.132      0.000
    FIGUREW            4.253      0.263     16.159      0.000
    DEDUCT             1.539      0.123     12.541      0.000
    NUMERIC            3.002      0.195     15.405      0.000
    PROBLEMR           2.832      0.186     15.236      0.000
    SERIES             2.010      0.144     13.928      0.000
    ARITHMET           5.499      0.333     16.493      0.000

 Variances
    G                  1.000      0.000    999.000    999.000
    SPATIAL            1.000      0.000    999.000    999.000
    VERBAL             1.000      0.000    999.000    999.000
    SPEED              1.000      0.000    999.000    999.000
    RECOGN             1.000      0.000    999.000    999.000
    MEMORY             1.000      0.000    999.000    999.000

 Residual Variances
    VISUAL             0.573      0.075      7.626      0.000
    CUBES              0.729      0.089      8.186      0.000
    PAPER              0.767      0.073     10.470      0.000
    FLAGS              0.381      0.208      1.838      0.066
    GENERAL            0.360      0.057      6.340      0.000
    PARAGRAP           0.320      0.054      5.882      0.000
    SENTENCE           0.288      0.055      5.229      0.000
    WORDC              0.500      0.064      7.853      0.000
    WORDM              0.282      0.053      5.350      0.000
    ADDITION           0.515      0.090      5.694      0.000
    CODE               0.581      0.075      7.717      0.000
    COUNTING           0.426      0.087      4.915      0.000
    STRAIGHT           0.482      0.072      6.683      0.000
    WORDR              0.505      0.138      3.664      0.000
    NUMBERR            0.689      0.094      7.304      0.000
    FIGURER            0.635      0.077      8.286      0.000
    OBJECT             0.466      0.158      2.953      0.003
    NUMBERF            0.518      0.138      3.748      0.000
    FIGUREW            0.727      0.079      9.239      0.000
    DEDUCT             0.591      0.071      8.322      0.000
    NUMERIC            0.592      0.071      8.347      0.000
    PROBLEMR           0.580      0.071      8.196      0.000
    SERIES             0.479      0.067      7.124      0.000
    ARITHMET           0.624      0.072      8.698      0.000


STDY Standardization

                                                    Two-Tailed
                    Estimate       S.E.  Est./S.E.    P-Value

 G        BY
    VISUAL             0.620      0.058     10.665      0.000
    CUBES              0.408      0.076      5.397      0.000
    PAPER              0.428      0.074      5.753      0.000
    FLAGS              0.563      0.063      8.889      0.000
    GENERAL            0.587      0.061      9.634      0.000
    PARAGRAP           0.570      0.063      9.116      0.000
    SENTENCE           0.563      0.063      8.891      0.000
    WORDC              0.608      0.059     10.339      0.000
    WORDM              0.594      0.061      9.804      0.000
    ADDITION           0.378      0.077      4.882      0.000
    CODE               0.506      0.068      7.419      0.000
    COUNTING           0.445      0.073      6.090      0.000
    STRAIGHT           0.580      0.062      9.385      0.000
    WORDR              0.385      0.077      5.031      0.000
    NUMBERR            0.363      0.078      4.659      0.000
    FIGURER            0.527      0.066      7.973      0.000
    OBJECT             0.411      0.075      5.470      0.000
    NUMBERF            0.521      0.067      7.806      0.000
    FIGUREW            0.442      0.073      6.081      0.000
    DEDUCT             0.640      0.055     11.535      0.000
    NUMERIC            0.639      0.055     11.518      0.000
    PROBLEMR           0.648      0.055     11.890      0.000
    SERIES             0.722      0.047     15.509      0.000
    ARITHMET           0.613      0.058     10.495      0.000

 SPATIAL  BY
    VISUAL             0.207      0.123      1.677      0.094
    CUBES              0.323      0.127      2.540      0.011
    PAPER              0.223      0.123      1.818      0.069
    FLAGS              0.549      0.193      2.851      0.004

 VERBAL   BY
    GENERAL            0.544      0.064      8.506      0.000
    PARAGRAP           0.596      0.061      9.808      0.000
    SENTENCE           0.628      0.061     10.260      0.000
    WORDC              0.361      0.073      4.980      0.000
    WORDM              0.605      0.061      9.890      0.000

 SPEED    BY
    ADDITION           0.585      0.078      7.473      0.000
    CODE               0.403      0.082      4.882      0.000
    COUNTING           0.613      0.077      7.997      0.000
    STRAIGHT           0.426      0.079      5.388      0.000

 RECOGN   BY
    WORDR              0.588      0.120      4.888      0.000
    NUMBERR            0.424      0.107      3.977      0.000
    FIGURER            0.295      0.096      3.083      0.002
    OBJECT             0.361      0.099      3.634      0.000

 MEMORY   BY
    NUMBERF            0.458      0.150      3.047      0.002
    OBJECT             0.484      0.159      3.051      0.002
    FIGUREW            0.278      0.111      2.509      0.012

 G        WITH
    SPATIAL            0.000      0.000    999.000    999.000
    VERBAL             0.000      0.000    999.000    999.000
    SPEED              0.000      0.000    999.000    999.000
    RECOGN             0.000      0.000    999.000    999.000
    MEMORY             0.000      0.000    999.000    999.000

 SPATIAL  WITH
    VERBAL             0.000      0.000    999.000    999.000
    SPEED              0.000      0.000    999.000    999.000
    RECOGN             0.000      0.000    999.000    999.000
    MEMORY             0.000      0.000    999.000    999.000

 VERBAL   WITH
    SPEED              0.000      0.000    999.000    999.000
    RECOGN             0.000      0.000    999.000    999.000
    MEMORY             0.000      0.000    999.000    999.000

 SPEED    WITH
    RECOGN             0.000      0.000    999.000    999.000
    MEMORY             0.000      0.000    999.000    999.000

 RECOGN   WITH
    MEMORY             0.000      0.000    999.000    999.000

 ADDITION WITH
    ARITHMET           0.437      0.084      5.222      0.000

 Intercepts
    VISUAL             4.293      0.265     16.174      0.000
    CUBES              5.599      0.339     16.511      0.000
    PAPER              5.086      0.310     16.407      0.000
    FLAGS              1.926      0.140     13.727      0.000
    GENERAL            3.860      0.241     15.990      0.000
    PARAGRAP           2.958      0.193     15.364      0.000
    SENTENCE           4.068      0.253     16.085      0.000
    WORDC              5.282      0.321     16.450      0.000
    WORDM              2.182      0.153     14.291      0.000
    ADDITION           3.899      0.235     16.585      0.000
    CODE               4.131      0.256     16.111      0.000
    COUNTING           5.246      0.319     16.442      0.000
    STRAIGHT           5.196      0.316     16.432      0.000
    WORDR             16.335      0.963     16.966      0.000
    NUMBERR           11.890      0.703     16.910      0.000
    FIGURER           15.256      0.900     16.957      0.000
    OBJECT             1.594      0.124     12.832      0.000
    NUMBERF            2.103      0.149     14.132      0.000
    FIGUREW            4.253      0.263     16.159      0.000
    DEDUCT             1.539      0.123     12.541      0.000
    NUMERIC            3.002      0.195     15.405      0.000
    PROBLEMR           2.832      0.186     15.236      0.000
    SERIES             2.010      0.144     13.928      0.000
    ARITHMET           5.499      0.333     16.493      0.000

 Variances
    G                  1.000      0.000    999.000    999.000
    SPATIAL            1.000      0.000    999.000    999.000
    VERBAL             1.000      0.000    999.000    999.000
    SPEED              1.000      0.000    999.000    999.000
    RECOGN             1.000      0.000    999.000    999.000
    MEMORY             1.000      0.000    999.000    999.000

 Residual Variances
    VISUAL             0.573      0.075      7.626      0.000
    CUBES              0.729      0.089      8.186      0.000
    PAPER              0.767      0.073     10.470      0.000
    FLAGS              0.381      0.208      1.838      0.066
    GENERAL            0.360      0.057      6.340      0.000
    PARAGRAP           0.320      0.054      5.882      0.000
    SENTENCE           0.288      0.055      5.229      0.000
    WORDC              0.500      0.064      7.853      0.000
    WORDM              0.282      0.053      5.350      0.000
    ADDITION           0.515      0.090      5.694      0.000
    CODE               0.581      0.075      7.717      0.000
    COUNTING           0.426      0.087      4.915      0.000
    STRAIGHT           0.482      0.072      6.683      0.000
    WORDR              0.505      0.138      3.664      0.000
    NUMBERR            0.689      0.094      7.304      0.000
    FIGURER            0.635      0.077      8.286      0.000
    OBJECT             0.466      0.158      2.953      0.003
    NUMBERF            0.518      0.138      3.748      0.000
    FIGUREW            0.727      0.079      9.239      0.000
    DEDUCT             0.591      0.071      8.322      0.000
    NUMERIC            0.592      0.071      8.347      0.000
    PROBLEMR           0.580      0.071      8.196      0.000
    SERIES             0.479      0.067      7.124      0.000
    ARITHMET           0.624      0.072      8.698      0.000


STD Standardization

                                                    Two-Tailed
                    Estimate       S.E.  Est./S.E.    P-Value

 G        BY
    VISUAL             4.274      0.549      7.789      0.000
    CUBES              1.808      0.377      4.793      0.000
    PAPER              1.205      0.239      5.044      0.000
    FLAGS              4.665      0.673      6.931      0.000
    GENERAL            2.273      0.311      7.304      0.000
    PARAGRAP           1.917      0.272      7.047      0.000
    SENTENCE           2.609      0.376      6.932      0.000
    WORDC              3.247      0.425      7.636      0.000
    WORDM              4.702      0.636      7.389      0.000
    ADDITION           2.912      0.667      4.367      0.000
    CODE               2.802      0.458      6.115      0.000
    COUNTING           3.101      0.588      5.275      0.000
    STRAIGHT           7.134      0.993      7.184      0.000
    WORDR              1.386      0.306      4.525      0.000
    NUMBERR            2.726      0.642      4.245      0.000
    FIGURER            3.571      0.555      6.433      0.000
    OBJECT             1.856      0.385      4.823      0.000
    NUMBERF            2.339      0.369      6.339      0.000
    FIGUREW            1.586      0.301      5.267      0.000
    DEDUCT             4.204      0.516      8.155      0.000
    NUMERIC            3.077      0.378      8.147      0.000
    PROBLEMR           6.348      0.765      8.299      0.000
    SERIES             6.734      0.703      9.575      0.000
    ARITHMET           2.881      0.374      7.708      0.000

 SPATIAL  BY
    VISUAL             1.424      0.855      1.666      0.096
    CUBES              1.430      0.576      2.482      0.013
    PAPER              0.627      0.349      1.796      0.073
    FLAGS              4.553      1.622      2.807      0.005

 VERBAL   BY
    GENERAL            2.105      0.278      7.586      0.000
    PARAGRAP           2.003      0.235      8.509      0.000
    SENTENCE           2.910      0.329      8.856      0.000
    WORDC              1.929      0.408      4.732      0.000
    WORDM              4.791      0.550      8.709      0.000

 SPEED    BY
    ADDITION           4.512      0.669      6.745      0.000
    CODE               2.229      0.487      4.581      0.000
    COUNTING           4.277      0.615      6.957      0.000
    STRAIGHT           5.239      1.033      5.070      0.000

 RECOGN   BY
    WORDR              2.116      0.462      4.575      0.000
    NUMBERR            3.188      0.847      3.766      0.000
    FIGURER            2.001      0.667      3.000      0.003
    OBJECT             1.634      0.463      3.525      0.000

 MEMORY   BY
    NUMBERF            2.058      0.691      2.976      0.003
    OBJECT             2.188      0.733      2.986      0.003
    FIGUREW            0.995      0.405      2.454      0.014

 G        WITH
    SPATIAL            0.000      0.000    999.000    999.000
    VERBAL             0.000      0.000    999.000    999.000
    SPEED              0.000      0.000    999.000    999.000
    RECOGN             0.000      0.000    999.000    999.000
    MEMORY             0.000      0.000    999.000    999.000

 SPATIAL  WITH
    VERBAL             0.000      0.000    999.000    999.000
    SPEED              0.000      0.000    999.000    999.000
    RECOGN             0.000      0.000    999.000    999.000
    MEMORY             0.000      0.000    999.000    999.000

 VERBAL   WITH
    SPEED              0.000      0.000    999.000    999.000
    RECOGN             0.000      0.000    999.000    999.000
    MEMORY             0.000      0.000    999.000    999.000

 SPEED    WITH
    RECOGN             0.000      0.000    999.000    999.000
    MEMORY             0.000      0.000    999.000    999.000

 RECOGN   WITH
    MEMORY             0.000      0.000    999.000    999.000

 ADDITION WITH
    ARITHMET           8.967      2.171      4.131      0.000

 Intercepts
    VISUAL            29.579      0.572     51.695      0.000
    CUBES             24.800      0.368     67.416      0.000
    PAPER             14.303      0.234     61.248      0.000
    FLAGS             15.966      0.688     23.195      0.000
    GENERAL           14.949      0.322     46.485      0.000
    PARAGRAP           9.952      0.279     35.625      0.000
    SENTENCE          18.848      0.385     48.986      0.000
    WORDC             28.200      0.443     63.602      0.000
    WORDM             17.283      0.658     26.277      0.000
    ADDITION          30.060      0.640     46.953      0.000
    CODE              22.864      0.460     49.739      0.000
    COUNTING          36.589      0.579     63.173      0.000
    STRAIGHT          63.926      1.022     62.571      0.000
    WORDR             58.759      0.299    196.702      0.000
    NUMBERR           89.372      0.624    143.178      0.000
    FIGURER          103.400      0.563    183.706      0.000
    OBJECT             7.207      0.375     19.199      0.000
    NUMBERF            9.441      0.373     25.327      0.000
    FIGUREW           15.241      0.298     51.208      0.000
    DEDUCT            10.115      0.546     18.537      0.000
    NUMERIC           14.455      0.400     36.149      0.000
    PROBLEMR          27.731      0.813     34.107      0.000
    SERIES            18.752      0.775     24.206      0.000
    ARITHMET          25.828      0.390     66.216      0.000

 Variances
    G                  1.000      0.000    999.000    999.000
    SPATIAL            1.000      0.000    999.000    999.000
    VERBAL             1.000      0.000    999.000    999.000
    SPEED              1.000      0.000    999.000    999.000
    RECOGN             1.000      0.000    999.000    999.000
    MEMORY             1.000      0.000    999.000    999.000

 Residual Variances
    VISUAL            27.178      3.765      7.218      0.000
    CUBES             14.308      2.086      6.860      0.000
    PAPER              6.063      0.778      7.790      0.000
    FLAGS             26.206     14.177      1.849      0.065
    GENERAL            5.400      0.783      6.898      0.000
    PARAGRAP           3.625      0.561      6.462      0.000
    SENTENCE           6.191      1.085      5.704      0.000
    WORDC             14.242      1.813      7.856      0.000
    WORDM             17.661      3.003      5.881      0.000
    ADDITION          30.590      5.567      5.495      0.000
    CODE              17.817      2.458      7.247      0.000
    COUNTING          20.735      4.114      5.040      0.000
    STRAIGHT          73.003     10.803      6.757      0.000
    WORDR              6.540      1.786      3.661      0.000
    NUMBERR           38.900      6.020      6.462      0.000
    FIGURER           29.180      3.947      7.393      0.000
    OBJECT             9.530      3.228      2.952      0.003
    NUMBERF           10.443      2.796      3.735      0.000
    FIGUREW            9.342      1.253      7.457      0.000
    DEDUCT            25.500      3.319      7.683      0.000
    NUMERIC           13.720      1.783      7.696      0.000
    PROBLEMR          55.555      7.261      7.651      0.000
    SERIES            41.664      5.761      7.232      0.000
    ARITHMET          13.759      1.774      7.754      0.000


R-SQUARE

    Observed                                        Two-Tailed
    Variable        Estimate       S.E.  Est./S.E.    P-Value

    VISUAL             0.427      0.075      5.695      0.000
    CUBES              0.271      0.089      3.040      0.002
    PAPER              0.233      0.073      3.186      0.001
    FLAGS              0.619      0.208      2.981      0.003
    GENERAL            0.640      0.057     11.269      0.000
    PARAGRAP           0.680      0.054     12.478      0.000
    SENTENCE           0.712      0.055     12.902      0.000
    WORDC              0.500      0.064      7.865      0.000
    WORDM              0.718      0.053     13.651      0.000
    ADDITION           0.485      0.090      5.369      0.000
    CODE               0.419      0.075      5.554      0.000
    COUNTING           0.574      0.087      6.614      0.000
    STRAIGHT           0.518      0.072      7.173      0.000
    WORDR              0.495      0.138      3.586      0.000
    NUMBERR            0.311      0.094      3.304      0.001
    FIGURER            0.365      0.077      4.758      0.000
    OBJECT             0.534      0.158      3.379      0.001
    NUMBERF            0.482      0.138      3.484      0.000
    FIGUREW            0.273      0.079      3.465      0.001
    DEDUCT             0.409      0.071      5.768      0.000
    NUMERIC            0.408      0.071      5.759      0.000
    PROBLEMR           0.420      0.071      5.945      0.000
    SERIES             0.521      0.067      7.754      0.000
    ARITHMET           0.376      0.072      5.247      0.000


QUALITY OF NUMERICAL RESULTS

     Condition Number for the Information Matrix              0.714E-05
       (ratio of smallest to largest eigenvalue)


MODEL MODIFICATION INDICES

NOTE:  Modification indices for direct effects of observed dependent variables
regressed on covariates may not be included.  To include these, request
MODINDICES (ALL).

Minimum M.I. value for printing the modification index     3.840

                            M.I.     E.P.C.  Std E.P.C.  StdYX E.P.C.

BY Statements

SPATIAL  BY ADDITION        4.791    -1.095     -1.558       -0.202
SPATIAL  BY STRAIGHT        6.524     2.049      2.917        0.237
SPATIAL  BY OBJECT          6.556    -0.827     -1.178       -0.261
SPATIAL  BY NUMBERF         5.238     0.731      1.040        0.232
VERBAL   BY COUNTING        5.764    -0.591     -1.244       -0.178
VERBAL   BY FIGURER         4.184    -0.537     -1.130       -0.167
VERBAL   BY NUMBERF         6.853    -0.448     -0.942       -0.210
VERBAL   BY NUMERIC         4.274    -0.376     -0.791       -0.164
SPEED    BY WORDM           5.562    -0.254     -1.147       -0.145
SPEED    BY DEDUCT          4.048    -0.242     -1.094       -0.166
SPEED    BY NUMERIC         6.328     0.222      1.003        0.208
SPEED    BY ARITHMET        5.372     0.223      1.006        0.214
RECOGN   BY CODE            7.010     0.634      1.342        0.242

ON/BY Statements

SPEED    ON MEMORY   /
MEMORY   BY SPEED           4.701     0.714      0.326        0.326
MEMORY   ON SPEED    /
SPEED    BY MEMORY          4.701     0.149      0.326        0.326

WITH Statements

WORDC    WITH SENTENCE      6.605     2.564      2.564        0.273
WORDM    WITH GENERAL       6.053     3.018      3.018        0.309
WORDM    WITH SENTENCE      5.335    -3.778     -3.778       -0.361
ADDITION WITH VISUAL        5.334    -6.077     -6.077       -0.211
CODE     WITH PARAGRAP      6.303     1.971      1.971        0.245
COUNTING WITH PARAGRAP      4.727    -2.036     -2.036       -0.235
COUNTING WITH CODE          4.299    -5.670     -5.670       -0.295
STRAIGHT WITH VISUAL        7.433    11.535     11.535        0.259
STRAIGHT WITH PAPER         4.433     4.093      4.093        0.195
STRAIGHT WITH ADDITION      4.298   -14.060    -14.060       -0.298
FIGURER  WITH VISUAL        4.825     5.683      5.683        0.202
FIGURER  WITH GENERAL       4.041    -2.386     -2.386       -0.190
OBJECT   WITH CUBES         4.054    -2.462     -2.462       -0.211
FIGUREW  WITH COUNTING      4.412    -2.951     -2.951       -0.212
DEDUCT   WITH STRAIGHT      4.412    -8.623     -8.623       -0.200
DEDUCT   WITH FIGUREW       4.278    -2.902     -2.902       -0.188
NUMERIC  WITH ADDITION      5.053     4.219      4.219        0.206
PROBLEMR WITH PAPER         5.151    -3.750     -3.750       -0.204
PROBLEMR WITH WORDM         5.195     7.128      7.128        0.228
SERIES   WITH CODE          7.729    -7.241     -7.241       -0.266
SERIES   WITH NUMBERF       6.980    -5.710     -5.710       -0.274
ARITHMET WITH PAPER         4.328    -1.571     -1.571       -0.172
MEMORY   WITH SPEED         4.701     3.025      0.326        0.326


     Beginning Time:  22:58:07
        Ending Time:  22:58:07
       Elapsed Time:  00:00:00



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