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:

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;
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"):

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

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

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

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

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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