Mplus VERSION 6
MUTHEN & MUTHEN
04/25/2010 10:57 PM
INPUT INSTRUCTIONS
TITLE:
cont1
EFA
Holzinger-Swineford data:
Grades VII and VIII of the
Grant-White elementary school in Forest Park, Illinois
n=145
Correlation matrix input
Source:
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.
DATA:
FILE IS holzcorr.dat;
NOBSERVATIONS = 145;
TYPE=CORRELATION;
VARIABLE:
NAMES ARE visual_p cubes paper_fb flags gener_i paragr_c
senten_c word_c word_m add code count_d straigth word_r
number_r figure_r object_n number_f figure_w deduct
numer_p problm_r series_c arith_p;
ANALYSIS:
TYPE = EFA 1 4;
ESTIMATOR=ML;
! In the above two statements,
! 1-, 2-, 3-, and 4-factor solutions are requested
! using the ML estimator (the ULS estimator is the default).
! ML provides chi-square and RMSEA measures of goodness of fit.
INPUT READING TERMINATED NORMALLY
cont1
EFA
Holzinger-Swineford data:
Grades VII and VIII of the
Grant-White elementary school in Forest Park, Illinois
n=145
Correlation matrix input
Source:
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.
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 0
Observed dependent variables
Continuous
VISUAL_P CUBES PAPER_FB FLAGS GENER_I PARAGR_C
SENTEN_C WORD_C WORD_M ADD CODE COUNT_D
STRAIGTH WORD_R NUMBER_R FIGURE_R OBJECT_N NUMBER_F
FIGURE_W DEDUCT NUMER_P PROBLM_R SERIES_C ARITH_P
Estimator ML
Rotation GEOMIN
Row standardization CORRELATION
Type of rotation OBLIQUE
Epsilon value Varies
Information matrix EXPECTED
Maximum number of iterations 1000
Convergence criterion 0.500D-04
Maximum number of steepest descent iterations 20
Optimization Specifications for the Exploratory Factor Analysis
Rotation Algorithm
Number of random starts 30
Maximum number of iterations 10000
Derivative convergence criterion 0.100D-04
Input data file(s)
holzcorr.dat
Input data format FREE
RESULTS FOR EXPLORATORY FACTOR ANALYSIS
EIGENVALUES FOR SAMPLE CORRELATION MATRIX
1 2 3 4 5
________ ________ ________ ________ ________
1 8.241 2.040 1.651 1.535 1.087
EIGENVALUES FOR SAMPLE CORRELATION MATRIX
6 7 8 9 10
________ ________ ________ ________ ________
1 0.940 0.800 0.792 0.735 0.698
EIGENVALUES FOR SAMPLE CORRELATION MATRIX
11 12 13 14 15
________ ________ ________ ________ ________
1 0.614 0.581 0.519 0.504 0.477
EIGENVALUES FOR SAMPLE CORRELATION MATRIX
16 17 18 19 20
________ ________ ________ ________ ________
1 0.445 0.365 0.350 0.341 0.333
EIGENVALUES FOR SAMPLE CORRELATION MATRIX
21 22 23 24
________ ________ ________ ________
1 0.290 0.267 0.208 0.189
EXPLORATORY FACTOR ANALYSIS WITH 1 FACTOR(S):
TESTS OF MODEL FIT
Chi-Square Test of Model Fit
Value 635.639
Degrees of Freedom 252
P-Value 0.0000
Chi-Square Test of Model Fit for the Baseline Model
Value 1639.334
Degrees of Freedom 276
P-Value 0.0000
CFI/TLI
CFI 0.719
TLI 0.692
Loglikelihood
H0 Value -4424.017
H1 Value -4106.198
Information Criteria
Number of Free Parameters 48
Akaike (AIC) 8944.034
Bayesian (BIC) 9086.917
Sample-Size Adjusted BIC 8935.028
(n* = (n + 2) / 24)
RMSEA (Root Mean Square Error Of Approximation)
Estimate 0.102
90 Percent C.I. 0.093 0.112
Probability RMSEA <= .05 0.000
SRMR (Standardized Root Mean Square Residual)
Value 0.092
MINIMUM ROTATION FUNCTION VALUE 7.54728
GEOMIN ROTATED LOADINGS
1
________
VISUAL_P 0.564
CUBES 0.371
PAPER_FB 0.432
FLAGS 0.537
GENER_I 0.720
PARAGR_C 0.707
SENTEN_C 0.709
WORD_C 0.693
WORD_M 0.723
ADD 0.434
CODE 0.528
COUNT_D 0.435
STRAIGTH 0.575
WORD_R 0.407
NUMBER_R 0.366
FIGURE_R 0.476
OBJECT_N 0.443
NUMBER_F 0.482
FIGURE_W 0.424
DEDUCT 0.620
NUMER_P 0.580
PROBLM_R 0.620
SERIES_C 0.686
ARITH_P 0.628
GEOMIN FACTOR CORRELATIONS
1
________
1 1.000
ESTIMATED RESIDUAL VARIANCES
VISUAL_P CUBES PAPER_FB FLAGS GENER_I
________ ________ ________ ________ ________
1 0.682 0.862 0.813 0.712 0.482
ESTIMATED RESIDUAL VARIANCES
PARAGR_C SENTEN_C WORD_C WORD_M ADD
________ ________ ________ ________ ________
1 0.500 0.497 0.520 0.478 0.811
ESTIMATED RESIDUAL VARIANCES
CODE COUNT_D STRAIGTH WORD_R NUMBER_R
________ ________ ________ ________ ________
1 0.721 0.811 0.670 0.834 0.866
ESTIMATED RESIDUAL VARIANCES
FIGURE_R OBJECT_N NUMBER_F FIGURE_W DEDUCT
________ ________ ________ ________ ________
1 0.773 0.804 0.768 0.821 0.615
ESTIMATED RESIDUAL VARIANCES
NUMER_P PROBLM_R SERIES_C ARITH_P
________ ________ ________ ________
1 0.663 0.616 0.530 0.605
S.E. GEOMIN ROTATED LOADINGS
1
________
VISUAL_P 0.060
CUBES 0.075
PAPER_FB 0.071
FLAGS 0.063
GENER_I 0.044
PARAGR_C 0.045
SENTEN_C 0.045
WORD_C 0.047
WORD_M 0.043
ADD 0.071
CODE 0.063
COUNT_D 0.071
STRAIGTH 0.059
WORD_R 0.073
NUMBER_R 0.075
FIGURE_R 0.068
OBJECT_N 0.070
NUMBER_F 0.067
FIGURE_W 0.071
DEDUCT 0.055
NUMER_P 0.059
PROBLM_R 0.055
SERIES_C 0.048
ARITH_P 0.054
S.E. GEOMIN FACTOR CORRELATIONS
1
________
1 0.000
S.E. ESTIMATED RESIDUAL VARIANCES
VISUAL_P CUBES PAPER_FB FLAGS GENER_I
________ ________ ________ ________ ________
1 0.068 0.056 0.061 0.067 0.063
S.E. ESTIMATED RESIDUAL VARIANCES
PARAGR_C SENTEN_C WORD_C WORD_M ADD
________ ________ ________ ________ ________
1 0.064 0.064 0.065 0.063 0.061
S.E. ESTIMATED RESIDUAL VARIANCES
CODE COUNT_D STRAIGTH WORD_R NUMBER_R
________ ________ ________ ________ ________
1 0.067 0.061 0.068 0.059 0.055
S.E. ESTIMATED RESIDUAL VARIANCES
FIGURE_R OBJECT_N NUMBER_F FIGURE_W DEDUCT
________ ________ ________ ________ ________
1 0.064 0.062 0.065 0.061 0.068
S.E. ESTIMATED RESIDUAL VARIANCES
NUMER_P PROBLM_R SERIES_C ARITH_P
________ ________ ________ ________
1 0.068 0.068 0.065 0.068
Est./S.E. GEOMIN ROTATED LOADINGS
1
________
VISUAL_P 9.377
CUBES 4.947
PAPER_FB 6.098
FLAGS 8.591
GENER_I 16.487
PARAGR_C 15.646
SENTEN_C 15.765
WORD_C 14.803
WORD_M 16.666
ADD 6.141
CODE 8.344
COUNT_D 6.149
STRAIGTH 9.734
WORD_R 5.609
NUMBER_R 4.860
FIGURE_R 7.046
OBJECT_N 6.310
NUMBER_F 7.177
FIGURE_W 5.925
DEDUCT 11.360
NUMER_P 9.913
PROBLM_R 11.339
SERIES_C 14.397
ARITH_P 11.686
Est./S.E. GEOMIN FACTOR CORRELATIONS
1
________
1 0.000
Est./S.E. ESTIMATED RESIDUAL VARIANCES
VISUAL_P CUBES PAPER_FB FLAGS GENER_I
________ ________ ________ ________ ________
1 10.071 15.513 13.268 10.598 7.658
Est./S.E. ESTIMATED RESIDUAL VARIANCES
PARAGR_C SENTEN_C WORD_C WORD_M ADD
________ ________ ________ ________ ________
1 7.829 7.804 8.019 7.623 13.203
Est./S.E. ESTIMATED RESIDUAL VARIANCES
CODE COUNT_D STRAIGTH WORD_R NUMBER_R
________ ________ ________ ________ ________
1 10.786 13.191 9.861 14.100 15.732
Est./S.E. ESTIMATED RESIDUAL VARIANCES
FIGURE_R OBJECT_N NUMBER_F FIGURE_W DEDUCT
________ ________ ________ ________ ________
1 12.010 12.951 11.864 13.547 9.085
Est./S.E. ESTIMATED RESIDUAL VARIANCES
NUMER_P PROBLM_R SERIES_C ARITH_P
________ ________ ________ ________
1 9.762 9.093 8.118 8.956
EXPLORATORY FACTOR ANALYSIS WITH 2 FACTOR(S):
TESTS OF MODEL FIT
Chi-Square Test of Model Fit
Value 419.801
Degrees of Freedom 229
P-Value 0.0000
Chi-Square Test of Model Fit for the Baseline Model
Value 1639.334
Degrees of Freedom 276
P-Value 0.0000
CFI/TLI
CFI 0.860
TLI 0.831
Loglikelihood
H0 Value -4316.098
H1 Value -4106.198
Information Criteria
Number of Free Parameters 71
Akaike (AIC) 8774.197
Bayesian (BIC) 8985.545
Sample-Size Adjusted BIC 8760.875
(n* = (n + 2) / 24)
RMSEA (Root Mean Square Error Of Approximation)
Estimate 0.076
90 Percent C.I. 0.064 0.087
Probability RMSEA <= .05 0.000
SRMR (Standardized Root Mean Square Residual)
Value 0.068
MINIMUM ROTATION FUNCTION VALUE 1.44433
GEOMIN ROTATED LOADINGS
1 2
________ ________
VISUAL_P 0.118 0.516
CUBES 0.079 0.333
PAPER_FB 0.127 0.363
FLAGS 0.199 0.401
GENER_I 0.741 0.093
PARAGR_C 0.824 -0.001
SENTEN_C 0.819 0.006
WORD_C 0.535 0.251
WORD_M 0.890 -0.045
ADD -0.090 0.606
CODE 0.001 0.618
COUNT_D -0.229 0.741
STRAIGTH -0.001 0.669
WORD_R 0.150 0.305
NUMBER_R 0.066 0.345
FIGURE_R 0.034 0.495
OBJECT_N 0.072 0.434
NUMBER_F -0.120 0.672
FIGURE_W 0.092 0.388
DEDUCT 0.371 0.320
NUMER_P -0.001 0.661
PROBLM_R 0.354 0.339
SERIES_C 0.318 0.448
ARITH_P 0.212 0.512
GEOMIN FACTOR CORRELATIONS
1 2
________ ________
1 1.000
2 0.544 1.000
ESTIMATED RESIDUAL VARIANCES
VISUAL_P CUBES PAPER_FB FLAGS GENER_I
________ ________ ________ ________ ________
1 0.654 0.854 0.802 0.713 0.367
ESTIMATED RESIDUAL VARIANCES
PARAGR_C SENTEN_C WORD_C WORD_M ADD
________ ________ ________ ________ ________
1 0.322 0.324 0.505 0.248 0.684
ESTIMATED RESIDUAL VARIANCES
CODE COUNT_D STRAIGTH WORD_R NUMBER_R
________ ________ ________ ________ ________
1 0.618 0.584 0.553 0.834 0.852
ESTIMATED RESIDUAL VARIANCES
FIGURE_R OBJECT_N NUMBER_F FIGURE_W DEDUCT
________ ________ ________ ________ ________
1 0.736 0.772 0.622 0.802 0.631
ESTIMATED RESIDUAL VARIANCES
NUMER_P PROBLM_R SERIES_C ARITH_P
________ ________ ________ ________
1 0.564 0.629 0.544 0.575
S.E. GEOMIN ROTATED LOADINGS
1 2
________ ________
VISUAL_P 0.097 0.087
CUBES 0.104 0.101
PAPER_FB 0.102 0.097
FLAGS 0.097 0.092
GENER_I 0.062 0.080
PARAGR_C 0.040 0.035
SENTEN_C 0.047 0.056
WORD_C 0.077 0.085
WORD_M 0.053 0.075
ADD 0.101 0.086
CODE 0.073 0.073
COUNT_D 0.100 0.080
STRAIGTH 0.066 0.066
WORD_R 0.102 0.100
NUMBER_R 0.104 0.100
FIGURE_R 0.101 0.091
OBJECT_N 0.102 0.095
NUMBER_F 0.099 0.082
FIGURE_W 0.102 0.097
DEDUCT 0.088 0.090
NUMER_P 0.067 0.067
PROBLM_R 0.089 0.089
SERIES_C 0.087 0.083
ARITH_P 0.091 0.083
S.E. GEOMIN FACTOR CORRELATIONS
1 2
________ ________
1 0.000
2 0.083 0.000
S.E. ESTIMATED RESIDUAL VARIANCES
VISUAL_P CUBES PAPER_FB FLAGS GENER_I
________ ________ ________ ________ ________
1 0.069 0.057 0.063 0.067 0.055
S.E. ESTIMATED RESIDUAL VARIANCES
PARAGR_C SENTEN_C WORD_C WORD_M ADD
________ ________ ________ ________ ________
1 0.053 0.053 0.063 0.048 0.072
S.E. ESTIMATED RESIDUAL VARIANCES
CODE COUNT_D STRAIGTH WORD_R NUMBER_R
________ ________ ________ ________ ________
1 0.071 0.075 0.070 0.059 0.058
S.E. ESTIMATED RESIDUAL VARIANCES
FIGURE_R OBJECT_N NUMBER_F FIGURE_W DEDUCT
________ ________ ________ ________ ________
1 0.068 0.066 0.073 0.063 0.067
S.E. ESTIMATED RESIDUAL VARIANCES
NUMER_P PROBLM_R SERIES_C ARITH_P
________ ________ ________ ________
1 0.070 0.067 0.065 0.067
Est./S.E. GEOMIN ROTATED LOADINGS
1 2
________ ________
VISUAL_P 1.221 5.952
CUBES 0.762 3.314
PAPER_FB 1.246 3.724
FLAGS 2.055 4.348
GENER_I 11.995 1.155
PARAGR_C 20.845 -0.033
SENTEN_C 17.397 0.107
WORD_C 6.975 2.958
WORD_M 16.875 -0.592
ADD -0.892 7.034
CODE 0.013 8.453
COUNT_D -2.296 9.228
STRAIGTH -0.017 10.080
WORD_R 1.472 3.050
NUMBER_R 0.634 3.439
FIGURE_R 0.336 5.415
OBJECT_N 0.706 4.592
NUMBER_F -1.209 8.208
FIGURE_W 0.897 3.999
DEDUCT 4.201 3.564
NUMER_P -0.015 9.808
PROBLM_R 3.986 3.789
SERIES_C 3.659 5.421
ARITH_P 2.314 6.200
Est./S.E. GEOMIN FACTOR CORRELATIONS
1 2
________ ________
1 0.000
2 6.524 0.000
Est./S.E. ESTIMATED RESIDUAL VARIANCES
VISUAL_P CUBES PAPER_FB FLAGS GENER_I
________ ________ ________ ________ ________
1 9.466 14.884 12.822 10.629 6.646
Est./S.E. ESTIMATED RESIDUAL VARIANCES
PARAGR_C SENTEN_C WORD_C WORD_M ADD
________ ________ ________ ________ ________
1 6.063 6.096 8.001 5.163 9.514
Est./S.E. ESTIMATED RESIDUAL VARIANCES
CODE COUNT_D STRAIGTH WORD_R NUMBER_R
________ ________ ________ ________ ________
1 8.729 7.803 7.942 14.115 14.740
Est./S.E. ESTIMATED RESIDUAL VARIANCES
FIGURE_R OBJECT_N NUMBER_F FIGURE_W DEDUCT
________ ________ ________ ________ ________
1 10.795 11.782 8.525 12.747 9.412
Est./S.E. ESTIMATED RESIDUAL VARIANCES
NUMER_P PROBLM_R SERIES_C ARITH_P
________ ________ ________ ________
1 8.061 9.389 8.336 8.560
FACTOR STRUCTURE
1 2
________ ________
VISUAL_P 0.399 0.580
CUBES 0.261 0.376
PAPER_FB 0.324 0.432
FLAGS 0.417 0.509
GENER_I 0.792 0.496
PARAGR_C 0.823 0.447
SENTEN_C 0.822 0.452
WORD_C 0.671 0.542
WORD_M 0.866 0.440
ADD 0.240 0.557
CODE 0.337 0.618
COUNT_D 0.174 0.616
STRAIGTH 0.363 0.668
WORD_R 0.316 0.387
NUMBER_R 0.254 0.381
FIGURE_R 0.303 0.513
OBJECT_N 0.308 0.473
NUMBER_F 0.246 0.607
FIGURE_W 0.303 0.438
DEDUCT 0.545 0.522
NUMER_P 0.359 0.661
PROBLM_R 0.538 0.531
SERIES_C 0.561 0.621
ARITH_P 0.491 0.628
EXPLORATORY FACTOR ANALYSIS WITH 3 FACTOR(S):
TESTS OF MODEL FIT
Chi-Square Test of Model Fit
Value 297.966
Degrees of Freedom 207
P-Value 0.0000
Chi-Square Test of Model Fit for the Baseline Model
Value 1639.334
Degrees of Freedom 276
P-Value 0.0000
CFI/TLI
CFI 0.933
TLI 0.911
Loglikelihood
H0 Value -4255.181
H1 Value -4106.198
Information Criteria
Number of Free Parameters 93
Akaike (AIC) 8696.361
Bayesian (BIC) 8973.198
Sample-Size Adjusted BIC 8678.913
(n* = (n + 2) / 24)
RMSEA (Root Mean Square Error Of Approximation)
Estimate 0.055
90 Percent C.I. 0.040 0.069
Probability RMSEA <= .05 0.269
SRMR (Standardized Root Mean Square Residual)
Value 0.053
MINIMUM ROTATION FUNCTION VALUE 0.69251
GEOMIN ROTATED LOADINGS
1 2 3
________ ________ ________
VISUAL_P 0.035 0.673 0.003
CUBES 0.006 0.496 -0.035
PAPER_FB 0.086 0.405 0.045
FLAGS 0.117 0.615 -0.072
GENER_I 0.772 -0.022 0.077
PARAGR_C 0.848 0.015 -0.066
SENTEN_C 0.874 -0.090 0.015
WORD_C 0.560 0.101 0.140
WORD_M 0.903 0.031 -0.123
ADD 0.003 -0.415 1.043
CODE 0.053 0.082 0.556
COUNT_D -0.185 0.032 0.777
STRAIGTH 0.016 0.263 0.474
WORD_R 0.155 0.213 0.114
NUMBER_R 0.041 0.316 0.096
FIGURE_R -0.033 0.583 0.050
OBJECT_N 0.102 0.131 0.318
NUMBER_F -0.132 0.408 0.365
FIGURE_W 0.098 0.245 0.176
DEDUCT 0.337 0.394 -0.004
NUMER_P -0.010 0.363 0.398
PROBLM_R 0.321 0.408 -0.001
SERIES_C 0.277 0.436 0.110
ARITH_P 0.276 -0.033 0.543
GEOMIN FACTOR CORRELATIONS
1 2 3
________ ________ ________
1 1.000
2 0.531 1.000
3 0.501 0.550 1.000
ESTIMATED RESIDUAL VARIANCES
VISUAL_P CUBES PAPER_FB FLAGS GENER_I
________ ________ ________ ________ ________
1 0.518 0.769 0.766 0.584 0.358
ESTIMATED RESIDUAL VARIANCES
PARAGR_C SENTEN_C WORD_C WORD_M ADD
________ ________ ________ ________ ________
1 0.320 0.300 0.503 0.254 0.215
ESTIMATED RESIDUAL VARIANCES
CODE COUNT_D STRAIGTH WORD_R NUMBER_R
________ ________ ________ ________ ________
1 0.597 0.484 0.555 0.838 0.838
ESTIMATED RESIDUAL VARIANCES
FIGURE_R OBJECT_N NUMBER_F FIGURE_W DEDUCT
________ ________ ________ ________ ________
1 0.647 0.779 0.624 0.809 0.593
ESTIMATED RESIDUAL VARIANCES
NUMER_P PROBLM_R SERIES_C ARITH_P
________ ________ ________ ________
1 0.558 0.592 0.508 0.506
S.E. GEOMIN ROTATED LOADINGS
1 2 3
________ ________ ________
VISUAL_P 0.114 0.098 0.082
CUBES 0.099 0.109 0.113
PAPER_FB 0.114 0.115 0.111
FLAGS 0.115 0.111 0.111
GENER_I 0.081 0.071 0.106
PARAGR_C 0.076 0.056 0.109
SENTEN_C 0.077 0.100 0.053
WORD_C 0.092 0.107 0.101
WORD_M 0.084 0.076 0.107
ADD 0.007 0.148 0.105
CODE 0.098 0.129 0.095
COUNT_D 0.091 0.078 0.088
STRAIGTH 0.078 0.117 0.097
WORD_R 0.110 0.119 0.110
NUMBER_R 0.112 0.118 0.113
FIGURE_R 0.108 0.113 0.114
OBJECT_N 0.107 0.123 0.105
NUMBER_F 0.107 0.119 0.110
FIGURE_W 0.111 0.119 0.109
DEDUCT 0.102 0.103 0.067
NUMER_P 0.050 0.108 0.102
PROBLM_R 0.104 0.103 0.066
SERIES_C 0.106 0.108 0.102
ARITH_P 0.087 0.072 0.082
S.E. GEOMIN FACTOR CORRELATIONS
1 2 3
________ ________ ________
1 0.000
2 0.109 0.000
3 0.113 0.115 0.000
S.E. ESTIMATED RESIDUAL VARIANCES
VISUAL_P CUBES PAPER_FB FLAGS GENER_I
________ ________ ________ ________ ________
1 0.073 0.070 0.067 0.073 0.055
S.E. ESTIMATED RESIDUAL VARIANCES
PARAGR_C SENTEN_C WORD_C WORD_M ADD
________ ________ ________ ________ ________
1 0.053 0.052 0.063 0.048 0.082
S.E. ESTIMATED RESIDUAL VARIANCES
CODE COUNT_D STRAIGTH WORD_R NUMBER_R
________ ________ ________ ________ ________
1 0.069 0.070 0.068 0.059 0.060
S.E. ESTIMATED RESIDUAL VARIANCES
FIGURE_R OBJECT_N NUMBER_F FIGURE_W DEDUCT
________ ________ ________ ________ ________
1 0.074 0.064 0.072 0.062 0.068
S.E. ESTIMATED RESIDUAL VARIANCES
NUMER_P PROBLM_R SERIES_C ARITH_P
________ ________ ________ ________
1 0.069 0.068 0.065 0.065
Est./S.E. GEOMIN ROTATED LOADINGS
1 2 3
________ ________ ________
VISUAL_P 0.308 6.893 0.042
CUBES 0.060 4.542 -0.312
PAPER_FB 0.756 3.526 0.407
FLAGS 1.014 5.537 -0.651
GENER_I 9.563 -0.313 0.723
PARAGR_C 11.158 0.269 -0.603
SENTEN_C 11.416 -0.900 0.284
WORD_C 6.103 0.949 1.384
WORD_M 10.741 0.409 -1.144
ADD 0.368 -2.803 9.960
CODE 0.545 0.631 5.873
COUNT_D -2.037 0.415 8.799
STRAIGTH 0.209 2.248 4.887
WORD_R 1.411 1.785 1.035
NUMBER_R 0.368 2.672 0.852
FIGURE_R -0.307 5.146 0.434
OBJECT_N 0.956 1.058 3.020
NUMBER_F -1.236 3.431 3.311
FIGURE_W 0.886 2.052 1.611
DEDUCT 3.284 3.811 -0.056
NUMER_P -0.192 3.355 3.920
PROBLM_R 3.098 3.971 -0.010
SERIES_C 2.621 4.048 1.082
ARITH_P 3.178 -0.461 6.611
Est./S.E. GEOMIN FACTOR CORRELATIONS
1 2 3
________ ________ ________
1 0.000
2 4.865 0.000
3 4.452 4.772 0.000
Est./S.E. ESTIMATED RESIDUAL VARIANCES
VISUAL_P CUBES PAPER_FB FLAGS GENER_I
________ ________ ________ ________ ________
1 7.136 10.992 11.378 7.977 6.541
Est./S.E. ESTIMATED RESIDUAL VARIANCES
PARAGR_C SENTEN_C WORD_C WORD_M ADD
________ ________ ________ ________ ________
1 6.071 5.754 7.993 5.315 2.638
Est./S.E. ESTIMATED RESIDUAL VARIANCES
CODE COUNT_D STRAIGTH WORD_R NUMBER_R
________ ________ ________ ________ ________
1 8.683 6.881 8.204 14.297 13.864
Est./S.E. ESTIMATED RESIDUAL VARIANCES
FIGURE_R OBJECT_N NUMBER_F FIGURE_W DEDUCT
________ ________ ________ ________ ________
1 8.691 12.172 8.660 13.049 8.733
Est./S.E. ESTIMATED RESIDUAL VARIANCES
NUMER_P PROBLM_R SERIES_C ARITH_P
________ ________ ________ ________
1 8.139 8.691 7.822 7.792
FACTOR STRUCTURE
1 2 3
________ ________ ________
VISUAL_P 0.394 0.693 0.391
CUBES 0.252 0.480 0.241
PAPER_FB 0.323 0.475 0.311
FLAGS 0.407 0.637 0.325
GENER_I 0.799 0.430 0.452
PARAGR_C 0.823 0.429 0.367
SENTEN_C 0.834 0.382 0.404
WORD_C 0.684 0.475 0.476
WORD_M 0.858 0.443 0.347
ADD 0.305 0.160 0.815
CODE 0.375 0.416 0.627
COUNT_D 0.221 0.362 0.702
STRAIGTH 0.394 0.533 0.628
WORD_R 0.325 0.358 0.309
NUMBER_R 0.257 0.390 0.290
FIGURE_R 0.301 0.593 0.354
OBJECT_N 0.331 0.360 0.441
NUMBER_F 0.267 0.539 0.523
FIGURE_W 0.316 0.394 0.360
DEDUCT 0.544 0.571 0.382
NUMER_P 0.382 0.577 0.593
PROBLM_R 0.538 0.578 0.385
SERIES_C 0.564 0.644 0.490
ARITH_P 0.531 0.413 0.664
EXPLORATORY FACTOR ANALYSIS WITH 4 FACTOR(S):
TESTS OF MODEL FIT
Chi-Square Test of Model Fit
Value 217.638
Degrees of Freedom 186
P-Value 0.0560
Chi-Square Test of Model Fit for the Baseline Model
Value 1639.334
Degrees of Freedom 276
P-Value 0.0000
CFI/TLI
CFI 0.977
TLI 0.966
Loglikelihood
H0 Value -4215.017
H1 Value -4106.198
Information Criteria
Number of Free Parameters 114
Akaike (AIC) 8658.033
Bayesian (BIC) 8997.381
Sample-Size Adjusted BIC 8636.644
(n* = (n + 2) / 24)
RMSEA (Root Mean Square Error Of Approximation)
Estimate 0.034
90 Percent C.I. 0.000 0.052
Probability RMSEA <= .05 0.926
SRMR (Standardized Root Mean Square Residual)
Value 0.037
MINIMUM ROTATION FUNCTION VALUE 1.03076
GEOMIN ROTATED LOADINGS
1 2 3 4
________ ________ ________ ________
VISUAL_P 0.664 0.048 0.043 0.050
CUBES 0.515 0.024 -0.002 -0.025
PAPER_FB 0.423 0.094 0.070 0.011
FLAGS 0.635 0.130 -0.019 -0.020
GENER_I 0.057 0.755 0.119 -0.072
PARAGR_C 0.004 0.810 -0.041 0.073
SENTEN_C -0.026 0.846 0.072 -0.069
WORD_C 0.151 0.550 0.171 -0.014
WORD_M 0.014 0.864 -0.084 0.058
ADD -0.242 0.022 0.894 0.043
CODE 0.062 0.051 0.476 0.233
COUNT_D 0.166 -0.158 0.747 -0.032
STRAIGTH 0.402 0.037 0.507 -0.103
WORD_R -0.002 0.122 0.001 0.505
NUMBER_R 0.114 0.015 -0.014 0.477
FIGURE_R 0.383 -0.050 -0.048 0.473
OBJECT_N -0.128 0.058 0.165 0.649
NUMBER_F 0.270 -0.136 0.260 0.412
FIGURE_W 0.101 0.086 0.096 0.354
DEDUCT 0.289 0.326 -0.020 0.229
NUMER_P 0.382 0.017 0.359 0.095
PROBLM_R 0.296 0.313 -0.016 0.235
SERIES_C 0.397 0.281 0.112 0.130
ARITH_P -0.045 0.273 0.461 0.212
GEOMIN FACTOR CORRELATIONS
1 2 3 4
________ ________ ________ ________
1 1.000
2 0.434 1.000
3 0.356 0.378 1.000
4 0.319 0.369 0.335 1.000
ESTIMATED RESIDUAL VARIANCES
VISUAL_P CUBES PAPER_FB FLAGS GENER_I
________ ________ ________ ________ ________
1 0.478 0.732 0.742 0.527 0.346
ESTIMATED RESIDUAL VARIANCES
PARAGR_C SENTEN_C WORD_C WORD_M ADD
________ ________ ________ ________ ________
1 0.318 0.293 0.493 0.253 0.263
ESTIMATED RESIDUAL VARIANCES
CODE COUNT_D STRAIGTH WORD_R NUMBER_R
________ ________ ________ ________ ________
1 0.578 0.427 0.462 0.686 0.723
ESTIMATED RESIDUAL VARIANCES
FIGURE_R OBJECT_N NUMBER_F FIGURE_W DEDUCT
________ ________ ________ ________ ________
1 0.570 0.500 0.578 0.759 0.591
ESTIMATED RESIDUAL VARIANCES
NUMER_P PROBLM_R SERIES_C ARITH_P
________ ________ ________ ________
1 0.561 0.590 0.512 0.494
S.E. GEOMIN ROTATED LOADINGS
1 2 3 4
________ ________ ________ ________
VISUAL_P 0.081 0.077 0.087 0.097
CUBES 0.091 0.086 0.086 0.096
PAPER_FB 0.100 0.098 0.100 0.095
FLAGS 0.081 0.092 0.073 0.076
GENER_I 0.073 0.061 0.080 0.072
PARAGR_C 0.057 0.054 0.054 0.074
SENTEN_C 0.057 0.053 0.067 0.069
WORD_C 0.097 0.075 0.092 0.064
WORD_M 0.054 0.051 0.066 0.064
ADD 0.218 0.034 0.089 0.056
CODE 0.114 0.081 0.099 0.107
COUNT_D 0.208 0.084 0.117 0.056
STRAIGTH 0.167 0.057 0.119 0.096
WORD_R 0.074 0.103 0.077 0.098
NUMBER_R 0.146 0.080 0.082 0.110
FIGURE_R 0.148 0.067 0.074 0.117
OBJECT_N 0.142 0.070 0.111 0.103
NUMBER_F 0.135 0.087 0.114 0.124
FIGURE_W 0.123 0.099 0.102 0.114
DEDUCT 0.110 0.090 0.072 0.111
NUMER_P 0.128 0.069 0.111 0.105
PROBLM_R 0.111 0.090 0.072 0.111
SERIES_C 0.097 0.088 0.095 0.109
ARITH_P 0.061 0.087 0.085 0.098
S.E. GEOMIN FACTOR CORRELATIONS
1 2 3 4
________ ________ ________ ________
1 0.000
2 0.084 0.000
3 0.169 0.123 0.000
4 0.148 0.120 0.125 0.000
S.E. ESTIMATED RESIDUAL VARIANCES
VISUAL_P CUBES PAPER_FB FLAGS GENER_I
________ ________ ________ ________ ________
1 0.073 0.074 0.070 0.075 0.054
S.E. ESTIMATED RESIDUAL VARIANCES
PARAGR_C SENTEN_C WORD_C WORD_M ADD
________ ________ ________ ________ ________
1 0.052 0.052 0.063 0.047 0.077
S.E. ESTIMATED RESIDUAL VARIANCES
CODE COUNT_D STRAIGTH WORD_R NUMBER_R
________ ________ ________ ________ ________
1 0.069 0.071 0.069 0.080 0.077
S.E. ESTIMATED RESIDUAL VARIANCES
FIGURE_R OBJECT_N NUMBER_F FIGURE_W DEDUCT
________ ________ ________ ________ ________
1 0.078 0.089 0.073 0.069 0.068
S.E. ESTIMATED RESIDUAL VARIANCES
NUMER_P PROBLM_R SERIES_C ARITH_P
________ ________ ________ ________
1 0.069 0.068 0.065 0.065
Est./S.E. GEOMIN ROTATED LOADINGS
1 2 3 4
________ ________ ________ ________
VISUAL_P 8.180 0.624 0.488 0.518
CUBES 5.673 0.286 -0.027 -0.265
PAPER_FB 4.236 0.960 0.703 0.118
FLAGS 7.850 1.417 -0.263 -0.258
GENER_I 0.782 12.440 1.486 -1.010
PARAGR_C 0.062 14.995 -0.753 0.991
SENTEN_C -0.452 16.085 1.084 -0.998
WORD_C 1.552 7.375 1.858 -0.224
WORD_M 0.252 17.106 -1.265 0.901
ADD -1.107 0.668 10.062 0.769
CODE 0.546 0.635 4.794 2.166
COUNT_D 0.800 -1.887 6.371 -0.560
STRAIGTH 2.410 0.641 4.242 -1.070
WORD_R -0.032 1.189 0.009 5.155
NUMBER_R 0.784 0.190 -0.171 4.320
FIGURE_R 2.586 -0.747 -0.650 4.038
OBJECT_N -0.905 0.830 1.483 6.295
NUMBER_F 2.000 -1.567 2.288 3.331
FIGURE_W 0.821 0.867 0.943 3.102
DEDUCT 2.615 3.631 -0.276 2.065
NUMER_P 2.984 0.246 3.240 0.900
PROBLM_R 2.665 3.459 -0.221 2.118
SERIES_C 4.093 3.185 1.182 1.200
ARITH_P -0.732 3.134 5.417 2.177
Est./S.E. GEOMIN FACTOR CORRELATIONS
1 2 3 4
________ ________ ________ ________
1 0.000
2 5.160 0.000
3 2.105 3.074 0.000
4 2.160 3.059 2.680 0.000
Est./S.E. ESTIMATED RESIDUAL VARIANCES
VISUAL_P CUBES PAPER_FB FLAGS GENER_I
________ ________ ________ ________ ________
1 6.536 9.828 10.600 6.994 6.357
Est./S.E. ESTIMATED RESIDUAL VARIANCES
PARAGR_C SENTEN_C WORD_C WORD_M ADD
________ ________ ________ ________ ________
1 6.072 5.672 7.834 5.329 3.432
Est./S.E. ESTIMATED RESIDUAL VARIANCES
CODE COUNT_D STRAIGTH WORD_R NUMBER_R
________ ________ ________ ________ ________
1 8.377 6.002 6.651 8.576 9.340
Est./S.E. ESTIMATED RESIDUAL VARIANCES
FIGURE_R OBJECT_N NUMBER_F FIGURE_W DEDUCT
________ ________ ________ ________ ________
1 7.313 5.634 7.884 10.928 8.685
Est./S.E. ESTIMATED RESIDUAL VARIANCES
NUMER_P PROBLM_R SERIES_C ARITH_P
________ ________ ________ ________
1 8.154 8.658 7.896 7.568
FACTOR STRUCTURE
1 2 3 4
________ ________ ________ ________
VISUAL_P 0.716 0.371 0.314 0.294
CUBES 0.517 0.238 0.182 0.147
PAPER_FB 0.493 0.308 0.260 0.204
FLAGS 0.679 0.392 0.250 0.225
GENER_I 0.404 0.798 0.400 0.264
PARAGR_C 0.364 0.823 0.291 0.359
SENTEN_C 0.346 0.837 0.360 0.259
WORD_C 0.446 0.675 0.428 0.294
WORD_M 0.378 0.860 0.267 0.353
ADD 0.100 0.271 0.831 0.274
CODE 0.328 0.344 0.596 0.431
COUNT_D 0.353 0.185 0.736 0.214
STRAIGTH 0.565 0.365 0.629 0.209
WORD_R 0.212 0.308 0.215 0.549
NUMBER_R 0.268 0.235 0.192 0.514
FIGURE_R 0.495 0.273 0.228 0.561
OBJECT_N 0.163 0.304 0.359 0.684
NUMBER_F 0.435 0.232 0.443 0.536
FIGURE_W 0.285 0.296 0.283 0.450
DEDUCT 0.496 0.528 0.283 0.434
NUMER_P 0.547 0.353 0.534 0.344
PROBLM_R 0.501 0.522 0.286 0.440
SERIES_C 0.600 0.544 0.403 0.398
ARITH_P 0.306 0.506 0.619 0.453
Beginning Time: 22:57:58
Ending Time: 22:57:58
Elapsed Time: 00:00:00
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