Mplus VERSION 8.8
MUTHEN & MUTHEN
04/19/2022 11:09 PM
INPUT INSTRUCTIONS
TITLE: this is an example of an exploratory
factor analysis with continuous
factor indicators
DATA: FILE IS ex4.1a.dat;
VARIABLE: NAMES ARE y1-y12;
ANALYSIS: TYPE = EFA 1 4;
OUTPUT: MODINDICES;
INPUT READING TERMINATED NORMALLY
this is an example of an exploratory
factor analysis with continuous
factor indicators
SUMMARY OF ANALYSIS
Number of groups 1
Number of observations 500
Number of dependent variables 12
Number of independent variables 0
Number of continuous latent variables 0
Observed dependent variables
Continuous
Y1 Y2 Y3 Y4 Y5 Y6
Y7 Y8 Y9 Y10 Y11 Y12
Estimator ML
Rotation GEOMIN
Row standardization CORRELATION
Type of rotation OBLIQUE
Epsilon value Varies
Information matrix OBSERVED
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)
ex4.1a.dat
Input data format FREE
UNIVARIATE SAMPLE STATISTICS
UNIVARIATE HIGHER-ORDER MOMENT DESCRIPTIVE STATISTICS
Variable/ Mean/ Skewness/ Minimum/ % with Percentiles
Sample Size Variance Kurtosis Maximum Min/Max 20%/60% 40%/80% Median
Y1 0.008 -0.037 -2.887 0.20% -0.831 -0.246 0.013
500.000 0.958 -0.259 2.529 0.20% 0.230 0.874
Y2 0.033 -0.058 -3.691 0.20% -0.797 -0.192 0.069
500.000 1.015 0.124 2.795 0.20% 0.274 0.848
Y3 0.003 0.202 -2.589 0.20% -0.889 -0.333 -0.071
500.000 0.959 -0.413 2.968 0.20% 0.227 0.872
Y4 0.073 -0.027 -3.215 0.20% -0.685 -0.230 -0.007
500.000 1.020 0.052 2.893 0.20% 0.267 0.932
Y5 0.063 -0.075 -2.949 0.20% -0.762 -0.199 0.050
500.000 0.990 -0.036 3.741 0.20% 0.347 0.950
Y6 0.062 0.220 -2.500 0.20% -0.798 -0.264 -0.008
500.000 1.071 -0.211 3.254 0.20% 0.268 0.981
Y7 -0.004 -0.008 -2.799 0.20% -0.873 -0.261 0.002
500.000 1.031 -0.124 3.446 0.20% 0.233 0.866
Y8 0.009 -0.161 -3.582 0.20% -0.785 -0.250 0.030
500.000 0.993 0.197 2.828 0.20% 0.279 0.846
Y9 0.021 0.040 -2.762 0.20% -0.785 -0.246 -0.044
500.000 0.952 -0.064 2.940 0.20% 0.252 0.830
Y10 -0.037 -0.057 -3.629 0.20% -0.965 -0.290 0.012
500.000 1.142 0.051 3.033 0.20% 0.257 0.818
Y11 0.002 0.009 -2.747 0.20% -0.901 -0.243 0.024
500.000 1.097 -0.088 3.273 0.20% 0.266 0.841
Y12 -0.002 0.083 -3.443 0.20% -0.860 -0.296 -0.008
500.000 1.037 0.145 2.972 0.20% 0.216 0.832
SUMMARY OF MODEL FIT INFORMATION
Number of Degrees of
Model Parameters Chi-Square Freedom P-Value
1-factor 36 1055.754 54 0.0000
2-factor 47 672.258 43 0.0000
3-factor 57 341.268 33 0.0000
4-factor 66 25.799 24 0.3635
Degrees of
Models Compared Chi-Square Freedom P-Value
1-factor against 2-factor 383.496 11 0.0000
2-factor against 3-factor 330.990 10 0.0000
3-factor against 4-factor 315.469 9 0.0000
RESULTS FOR EXPLORATORY FACTOR ANALYSIS
EIGENVALUES FOR SAMPLE CORRELATION MATRIX
1 2 3 4 5
________ ________ ________ ________ ________
2.220 2.041 1.957 1.777 0.633
EIGENVALUES FOR SAMPLE CORRELATION MATRIX
6 7 8 9 10
________ ________ ________ ________ ________
0.611 0.515 0.506 0.461 0.453
EIGENVALUES FOR SAMPLE CORRELATION MATRIX
11 12
________ ________
0.426 0.399
EXPLORATORY FACTOR ANALYSIS WITH 1 FACTOR(S):
MODEL FIT INFORMATION
Number of Free Parameters 36
Loglikelihood
H0 Value -8384.355
H1 Value -7856.478
Information Criteria
Akaike (AIC) 16840.710
Bayesian (BIC) 16992.436
Sample-Size Adjusted BIC 16878.169
(n* = (n + 2) / 24)
Chi-Square Test of Model Fit
Value 1055.754
Degrees of Freedom 54
P-Value 0.0000
RMSEA (Root Mean Square Error Of Approximation)
Estimate 0.193
90 Percent C.I. 0.183 0.203
Probability RMSEA <= .05 0.000
CFI/TLI
CFI 0.269
TLI 0.107
Chi-Square Test of Model Fit for the Baseline Model
Value 1436.819
Degrees of Freedom 66
P-Value 0.0000
SRMR (Standardized Root Mean Square Residual)
Value 0.156
MINIMUM ROTATION FUNCTION VALUE 1.58276
GEOMIN ROTATED LOADINGS (* significant at 5% level)
1
________
Y1 -0.023
Y2 0.032
Y3 -0.013
Y4 -0.132*
Y5 -0.116*
Y6 -0.132*
Y7 -0.018
Y8 -0.047
Y9 -0.031
Y10 0.690*
Y11 0.780*
Y12 0.666*
GEOMIN FACTOR CORRELATIONS (* significant at 5% level)
1
________
1 1.000
ESTIMATED RESIDUAL VARIANCES
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
0.999 0.999 1.000 0.983 0.986
ESTIMATED RESIDUAL VARIANCES
Y6 Y7 Y8 Y9 Y10
________ ________ ________ ________ ________
0.983 1.000 0.998 0.999 0.524
ESTIMATED RESIDUAL VARIANCES
Y11 Y12
________ ________
0.392 0.556
S.E. GEOMIN ROTATED LOADINGS
1
________
Y1 0.052
Y2 0.053
Y3 0.052
Y4 0.052
Y5 0.052
Y6 0.052
Y7 0.053
Y8 0.053
Y9 0.053
Y10 0.034
Y11 0.033
Y12 0.035
S.E. GEOMIN FACTOR CORRELATIONS
1
________
1 0.000
S.E. ESTIMATED RESIDUAL VARIANCES
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
0.002 0.003 0.001 0.014 0.012
S.E. ESTIMATED RESIDUAL VARIANCES
Y6 Y7 Y8 Y9 Y10
________ ________ ________ ________ ________
0.014 0.002 0.005 0.003 0.047
S.E. ESTIMATED RESIDUAL VARIANCES
Y11 Y12
________ ________
0.052 0.047
Est./S.E. GEOMIN ROTATED LOADINGS
1
________
Y1 -0.440
Y2 0.612
Y3 -0.253
Y4 -2.541
Y5 -2.221
Y6 -2.527
Y7 -0.339
Y8 -0.890
Y9 -0.596
Y10 20.129
Y11 23.340
Y12 18.982
Est./S.E. GEOMIN FACTOR CORRELATIONS
1
________
1 0.000
Est./S.E. ESTIMATED RESIDUAL VARIANCES
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
414.100 295.870 721.337 71.349 81.070
Est./S.E. ESTIMATED RESIDUAL VARIANCES
Y6 Y7 Y8 Y9 Y10
________ ________ ________ ________ ________
71.326 531.328 202.466 302.920 11.058
Est./S.E. ESTIMATED RESIDUAL VARIANCES
Y11 Y12
________ ________
7.535 11.896
EXPLORATORY FACTOR ANALYSIS WITH 2 FACTOR(S):
MODEL FIT INFORMATION
Number of Free Parameters 47
Loglikelihood
H0 Value -8192.607
H1 Value -7856.478
Information Criteria
Akaike (AIC) 16479.214
Bayesian (BIC) 16677.300
Sample-Size Adjusted BIC 16528.120
(n* = (n + 2) / 24)
Chi-Square Test of Model Fit
Value 672.258
Degrees of Freedom 43
P-Value 0.0000
RMSEA (Root Mean Square Error Of Approximation)
Estimate 0.171
90 Percent C.I. 0.160 0.183
Probability RMSEA <= .05 0.000
CFI/TLI
CFI 0.541
TLI 0.295
Chi-Square Test of Model Fit for the Baseline Model
Value 1436.819
Degrees of Freedom 66
P-Value 0.0000
SRMR (Standardized Root Mean Square Residual)
Value 0.123
MINIMUM ROTATION FUNCTION VALUE 0.07545
GEOMIN ROTATED LOADINGS (* significant at 5% level)
1 2
________ ________
Y1 0.075 -0.019
Y2 0.006 0.033
Y3 -0.046 -0.015
Y4 0.022 -0.131*
Y5 0.005 -0.116*
Y6 0.051 -0.129*
Y7 0.735* 0.017
Y8 0.725* -0.017
Y9 0.706* 0.000
Y10 -0.009 0.690*
Y11 0.001 0.780*
Y12 0.008 0.667*
GEOMIN FACTOR CORRELATIONS (* significant at 5% level)
1 2
________ ________
1 1.000
2 -0.027 1.000
ESTIMATED RESIDUAL VARIANCES
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
0.994 0.999 0.998 0.982 0.987
ESTIMATED RESIDUAL VARIANCES
Y6 Y7 Y8 Y9 Y10
________ ________ ________ ________ ________
0.980 0.460 0.473 0.502 0.524
ESTIMATED RESIDUAL VARIANCES
Y11 Y12
________ ________
0.392 0.555
S.E. GEOMIN ROTATED LOADINGS
1 2
________ ________
Y1 0.052 0.052
Y2 0.053 0.053
Y3 0.052 0.052
Y4 0.052 0.052
Y5 0.052 0.052
Y6 0.052 0.052
Y7 0.033 0.042
Y8 0.033 0.043
Y9 0.034 0.010
Y10 0.035 0.034
Y11 0.017 0.033
Y12 0.036 0.035
S.E. GEOMIN FACTOR CORRELATIONS
1 2
________ ________
1 0.000
2 0.066 0.000
S.E. ESTIMATED RESIDUAL VARIANCES
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
0.008 0.004 0.005 0.014 0.012
S.E. ESTIMATED RESIDUAL VARIANCES
Y6 Y7 Y8 Y9 Y10
________ ________ ________ ________ ________
0.015 0.049 0.048 0.048 0.047
S.E. ESTIMATED RESIDUAL VARIANCES
Y11 Y12
________ ________
0.052 0.047
Est./S.E. GEOMIN ROTATED LOADINGS
1 2
________ ________
Y1 1.434 -0.364
Y2 0.112 0.628
Y3 -0.879 -0.291
Y4 0.427 -2.513
Y5 0.094 -2.206
Y6 0.981 -2.476
Y7 22.093 0.393
Y8 21.666 -0.403
Y9 20.859 -0.006
Y10 -0.243 20.092
Y11 0.070 23.308
Y12 0.220 18.975
Est./S.E. GEOMIN FACTOR CORRELATIONS
1 2
________ ________
1 0.000
2 -0.408 0.000
Est./S.E. ESTIMATED RESIDUAL VARIANCES
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
122.911 284.086 197.464 70.893 81.439
Est./S.E. ESTIMATED RESIDUAL VARIANCES
Y6 Y7 Y8 Y9 Y10
________ ________ ________ ________ ________
67.441 9.417 9.770 10.517 11.070
Est./S.E. ESTIMATED RESIDUAL VARIANCES
Y11 Y12
________ ________
7.510 11.842
FACTOR STRUCTURE
1 2
________ ________
Y1 0.075 -0.021
Y2 0.005 0.033
Y3 -0.046 -0.014
Y4 0.026 -0.132
Y5 0.008 -0.116
Y6 0.055 -0.131
Y7 0.735 -0.003
Y8 0.726 -0.037
Y9 0.706 -0.019
Y10 -0.027 0.690
Y11 -0.020 0.780
Y12 -0.010 0.667
EXPLORATORY FACTOR ANALYSIS WITH 3 FACTOR(S):
MODEL FIT INFORMATION
Number of Free Parameters 57
Loglikelihood
H0 Value -8027.112
H1 Value -7856.478
Information Criteria
Akaike (AIC) 16168.224
Bayesian (BIC) 16408.457
Sample-Size Adjusted BIC 16227.535
(n* = (n + 2) / 24)
Chi-Square Test of Model Fit
Value 341.268
Degrees of Freedom 33
P-Value 0.0000
RMSEA (Root Mean Square Error Of Approximation)
Estimate 0.137
90 Percent C.I. 0.124 0.150
Probability RMSEA <= .05 0.000
CFI/TLI
CFI 0.775
TLI 0.550
Chi-Square Test of Model Fit for the Baseline Model
Value 1436.819
Degrees of Freedom 66
P-Value 0.0000
SRMR (Standardized Root Mean Square Residual)
Value 0.086
MINIMUM ROTATION FUNCTION VALUE 0.11475
GEOMIN ROTATED LOADINGS (* significant at 5% level)
1 2 3
________ ________ ________
Y1 0.640* 0.078 -0.012
Y2 0.803* 0.000 0.051
Y3 0.633* -0.058 -0.008
Y4 -0.008 0.022 -0.130*
Y5 -0.061 0.007 -0.116*
Y6 -0.023 0.051 -0.129*
Y7 0.001 0.735* 0.018
Y8 -0.032 0.727* -0.017
Y9 0.056 0.705* 0.003
Y10 -0.041 -0.007 0.691*
Y11 -0.002 0.003 0.778*
Y12 0.033 0.008 0.669*
GEOMIN FACTOR CORRELATIONS (* significant at 5% level)
1 2 3
________ ________ ________
1 1.000
2 -0.006 1.000
3 -0.014 -0.030 1.000
ESTIMATED RESIDUAL VARIANCES
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
0.584 0.353 0.595 0.982 0.983
ESTIMATED RESIDUAL VARIANCES
Y6 Y7 Y8 Y9 Y10
________ ________ ________ ________ ________
0.980 0.460 0.470 0.500 0.520
ESTIMATED RESIDUAL VARIANCES
Y11 Y12
________ ________
0.394 0.553
S.E. GEOMIN ROTATED LOADINGS
1 2 3
________ ________ ________
Y1 0.038 0.047 0.028
Y2 0.038 0.004 0.046
Y3 0.039 0.046 0.028
Y4 0.052 0.052 0.052
Y5 0.053 0.052 0.052
Y6 0.052 0.052 0.052
Y7 0.009 0.033 0.035
Y8 0.042 0.033 0.033
Y9 0.047 0.034 0.021
Y10 0.043 0.029 0.034
Y11 0.009 0.028 0.033
Y12 0.041 0.032 0.035
S.E. GEOMIN FACTOR CORRELATIONS
1 2 3
________ ________ ________
1 0.000
2 0.069 0.000
3 0.069 0.060 0.000
S.E. ESTIMATED RESIDUAL VARIANCES
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
0.049 0.061 0.049 0.014 0.014
S.E. ESTIMATED RESIDUAL VARIANCES
Y6 Y7 Y8 Y9 Y10
________ ________ ________ ________ ________
0.015 0.049 0.048 0.047 0.047
S.E. ESTIMATED RESIDUAL VARIANCES
Y11 Y12
________ ________
0.052 0.047
Est./S.E. GEOMIN ROTATED LOADINGS
1 2 3
________ ________ ________
Y1 16.798 1.664 -0.437
Y2 20.939 -0.104 1.114
Y3 16.421 -1.244 -0.297
Y4 -0.156 0.420 -2.506
Y5 -1.149 0.133 -2.212
Y6 -0.447 0.988 -2.474
Y7 0.124 22.164 0.516
Y8 -0.770 21.848 -0.505
Y9 1.192 20.988 0.128
Y10 -0.968 -0.259 20.160
Y11 -0.203 0.102 23.332
Y12 0.797 0.262 19.076
Est./S.E. GEOMIN FACTOR CORRELATIONS
1 2 3
________ ________ ________
1 0.000
2 -0.089 0.000
3 -0.206 -0.506 0.000
Est./S.E. ESTIMATED RESIDUAL VARIANCES
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
11.975 5.746 12.182 71.125 72.447
Est./S.E. ESTIMATED RESIDUAL VARIANCES
Y6 Y7 Y8 Y9 Y10
________ ________ ________ ________ ________
66.694 9.453 9.723 10.560 11.000
Est./S.E. ESTIMATED RESIDUAL VARIANCES
Y11 Y12
________ ________
7.592 11.821
FACTOR STRUCTURE
1 2 3
________ ________ ________
Y1 0.640 0.074 -0.023
Y2 0.803 -0.007 0.040
Y3 0.633 -0.061 -0.016
Y4 -0.006 0.026 -0.131
Y5 -0.059 0.011 -0.115
Y6 -0.022 0.055 -0.130
Y7 -0.004 0.734 -0.004
Y8 -0.037 0.727 -0.038
Y9 0.051 0.705 -0.019
Y10 -0.051 -0.028 0.691
Y11 -0.013 -0.021 0.778
Y12 0.023 -0.012 0.668
EXPLORATORY FACTOR ANALYSIS WITH 4 FACTOR(S):
MODEL FIT INFORMATION
Number of Free Parameters 66
Loglikelihood
H0 Value -7869.377
H1 Value -7856.478
Information Criteria
Akaike (AIC) 15870.755
Bayesian (BIC) 16148.919
Sample-Size Adjusted BIC 15939.431
(n* = (n + 2) / 24)
Chi-Square Test of Model Fit
Value 25.799
Degrees of Freedom 24
P-Value 0.3635
RMSEA (Root Mean Square Error Of Approximation)
Estimate 0.012
90 Percent C.I. 0.000 0.039
Probability RMSEA <= .05 0.995
CFI/TLI
CFI 0.999
TLI 0.996
Chi-Square Test of Model Fit for the Baseline Model
Value 1436.819
Degrees of Freedom 66
P-Value 0.0000
SRMR (Standardized Root Mean Square Residual)
Value 0.012
MINIMUM ROTATION FUNCTION VALUE 0.33660
GEOMIN ROTATED LOADINGS (* significant at 5% level)
1 2 3 4
________ ________ ________ ________
Y1 0.637* 0.008 0.074 -0.021
Y2 0.808* 0.022 -0.005 0.041
Y3 0.631* -0.042 -0.058 -0.028
Y4 0.027 0.646* -0.002 -0.018
Y5 -0.029 0.760* -0.023 0.017
Y6 0.010 0.674* 0.030 -0.012
Y7 -0.006 0.003 0.734* 0.018
Y8 -0.040 0.002 0.727* -0.016
Y9 0.049 -0.007 0.707* -0.001
Y10 -0.037 0.006 -0.010 0.692*
Y11 0.004 0.013 0.001 0.791*
Y12 0.035 -0.036 0.008 0.658*
GEOMIN FACTOR CORRELATIONS (* significant at 5% level)
1 2 3 4
________ ________ ________ ________
1 1.000
2 -0.039 1.000
3 0.007 0.029 1.000
4 -0.002 -0.121* -0.028 1.000
ESTIMATED RESIDUAL VARIANCES
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
0.588 0.346 0.594 0.581 0.424
ESTIMATED RESIDUAL VARIANCES
Y6 Y7 Y8 Y9 Y10
________ ________ ________ ________ ________
0.543 0.462 0.470 0.498 0.520
ESTIMATED RESIDUAL VARIANCES
Y11 Y12
________ ________
0.376 0.559
S.E. GEOMIN ROTATED LOADINGS
1 2 3 4
________ ________ ________ ________
Y1 0.038 0.032 0.039 0.031
Y2 0.038 0.025 0.015 0.028
Y3 0.039 0.037 0.036 0.032
Y4 0.033 0.039 0.031 0.033
Y5 0.028 0.039 0.027 0.027
Y6 0.030 0.038 0.033 0.031
Y7 0.024 0.029 0.033 0.029
Y8 0.030 0.029 0.033 0.029
Y9 0.033 0.030 0.034 0.029
Y10 0.032 0.030 0.030 0.035
Y11 0.023 0.026 0.026 0.035
Y12 0.033 0.035 0.032 0.036
S.E. GEOMIN FACTOR CORRELATIONS
1 2 3 4
________ ________ ________ ________
1 0.000
2 0.057 0.000
3 0.055 0.057 0.000
4 0.056 0.056 0.056 0.000
S.E. ESTIMATED RESIDUAL VARIANCES
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
0.049 0.062 0.049 0.049 0.058
S.E. ESTIMATED RESIDUAL VARIANCES
Y6 Y7 Y8 Y9 Y10
________ ________ ________ ________ ________
0.051 0.049 0.048 0.047 0.048
S.E. ESTIMATED RESIDUAL VARIANCES
Y11 Y12
________ ________
0.054 0.047
Est./S.E. GEOMIN ROTATED LOADINGS
1 2 3 4
________ ________ ________ ________
Y1 16.648 0.262 1.909 -0.674
Y2 21.069 0.869 -0.319 1.459
Y3 16.283 -1.135 -1.602 -0.862
Y4 0.800 16.734 -0.077 -0.538
Y5 -1.034 19.672 -0.871 0.614
Y6 0.348 17.544 0.932 -0.376
Y7 -0.244 0.102 22.120 0.607
Y8 -1.310 0.065 21.837 -0.563
Y9 1.476 -0.227 20.984 -0.043
Y10 -1.155 0.217 -0.315 19.544
Y11 0.159 0.523 0.039 22.903
Y12 1.050 -1.023 0.264 18.345
Est./S.E. GEOMIN FACTOR CORRELATIONS
1 2 3 4
________ ________ ________ ________
1 0.000
2 -0.682 0.000
3 0.130 0.520 0.000
4 -0.031 -2.151 -0.496 0.000
Est./S.E. ESTIMATED RESIDUAL VARIANCES
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
12.075 5.595 12.138 11.838 7.332
Est./S.E. ESTIMATED RESIDUAL VARIANCES
Y6 Y7 Y8 Y9 Y10
________ ________ ________ ________ ________
10.653 9.499 9.723 10.486 10.740
Est./S.E. ESTIMATED RESIDUAL VARIANCES
Y11 Y12
________ ________
6.973 12.008
FACTOR STRUCTURE
1 2 3 4
________ ________ ________ ________
Y1 0.637 -0.012 0.080 -0.025
Y2 0.807 -0.015 0.000 0.037
Y3 0.633 -0.065 -0.054 -0.022
Y4 0.002 0.647 0.017 -0.096
Y5 -0.059 0.758 -0.002 -0.074
Y6 -0.016 0.675 0.051 -0.094
Y7 -0.001 0.023 0.733 -0.003
Y8 -0.034 0.027 0.727 -0.037
Y9 0.054 0.012 0.707 -0.020
Y10 -0.039 -0.076 -0.029 0.692
Y11 0.002 -0.082 -0.020 0.790
Y12 0.035 -0.116 -0.011 0.662
MODIFICATION INDICES
MODIFICATION INDICES FOR ANALYSIS WITH 1 FACTOR(S)
MODIFICATION INDICES
THETA
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
Y1 0.000
Y2 132.829 0.000
Y3 81.231 128.609 0.000
Y4 0.257 0.076 0.120 0.000
Y5 0.004 0.346 5.704 115.933 0.000
Y6 0.196 0.000 0.268 94.227 127.429
Y7 2.066 0.000 1.743 0.200 0.022
Y8 0.954 0.999 1.072 0.247 0.025
Y9 2.095 1.406 0.094 0.115 0.240
Y10 1.848 0.873 0.438 2.264 3.677
Y11 0.504 0.027 0.298 3.940 2.365
Y12 0.061 1.594 0.403 0.330 0.002
THETA
Y6 Y7 Y8 Y9 Y10
________ ________ ________ ________ ________
Y6 0.000
Y7 0.090 0.000
Y8 0.481 142.082 0.000
Y9 1.658 133.838 130.952 0.000
Y10 0.011 0.113 0.000 0.003 0.000
Y11 6.193 0.292 1.022 0.046 8.742
Y12 0.459 0.139 0.040 1.795 0.990
THETA
Y11 Y12
________ ________
Y11 0.000
Y12 1.384 0.000
EXPECTED PARAMETER CHANGE
THETA
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
Y1 0.000
Y2 0.508 0.000
Y3 0.386 0.500 0.000
Y4 -0.022 0.012 0.015 0.000
Y5 -0.003 -0.026 -0.104 0.478 0.000
Y6 -0.020 -0.001 -0.023 0.448 0.514
Y7 0.064 -0.001 -0.059 0.020 0.007
Y8 0.043 -0.045 -0.045 0.022 -0.007
Y9 0.062 0.052 -0.013 -0.015 -0.021
Y10 -0.054 -0.038 -0.026 0.062 0.077
Y11 0.028 0.007 -0.022 0.081 0.062
Y12 0.009 0.050 0.024 -0.023 -0.002
THETA
Y6 Y7 Y8 Y9 Y10
________ ________ ________ ________ ________
Y6 0.000
Y7 0.014 0.000
Y8 0.032 0.539 0.000
Y9 0.058 0.512 0.497 0.000
Y10 -0.005 0.014 0.000 -0.002 0.000
Y11 0.104 0.022 0.041 -0.008 0.448
Y12 0.027 0.015 -0.008 0.051 -0.110
THETA
Y11 Y12
________ ________
Y11 0.000
Y12 0.158 0.000
MODIFICATION INDICES FOR ANALYSIS WITH 2 FACTOR(S)
MODIFICATION INDICES
THETA
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
Y1 0.000
Y2 133.549 0.000
Y3 83.460 129.140 0.000
Y4 0.293 0.075 0.135 0.000
Y5 0.004 0.345 5.704 115.979 0.000
Y6 0.276 0.000 0.219 94.147 127.765
Y7 0.158 0.055 1.062 0.051 0.037
Y8 0.172 3.864 0.261 0.084 0.141
Y9 0.215 3.348 0.512 1.228 0.818
Y10 1.928 0.902 0.432 2.222 3.619
Y11 0.403 0.019 0.265 3.842 2.312
Y12 0.034 1.552 0.446 0.355 0.003
THETA
Y6 Y7 Y8 Y9 Y10
________ ________ ________ ________ ________
Y6 0.000
Y7 0.866 0.000
Y8 0.042 0.050 0.000
Y9 0.743 0.232 0.009 0.000
Y10 0.016 0.126 0.005 0.061 0.000
Y11 5.969 0.017 1.083 1.510 9.214
Y12 0.407 0.095 1.256 2.133 1.155
THETA
Y11 Y12
________ ________
Y11 0.000
Y12 0.957 0.000
EXPECTED PARAMETER CHANGE
THETA
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
Y1 0.000
Y2 0.509 0.000
Y3 0.390 0.501 0.000
Y4 -0.024 0.012 0.016 0.000
Y5 -0.003 -0.026 -0.103 0.479 0.000
Y6 -0.024 -0.001 -0.021 0.448 0.514
Y7 0.015 -0.009 -0.039 0.009 0.007
Y8 -0.015 -0.075 -0.019 0.011 -0.014
Y9 0.017 0.068 0.026 -0.041 -0.033
Y10 -0.055 -0.039 -0.026 0.061 0.077
Y11 0.025 0.006 -0.020 0.080 0.061
Y12 0.007 0.049 0.025 -0.023 -0.002
THETA
Y6 Y7 Y8 Y9 Y10
________ ________ ________ ________ ________
Y6 0.000
Y7 -0.037 0.000
Y8 -0.008 0.062 0.000
Y9 0.033 -0.122 0.023 0.000
Y10 -0.005 0.012 -0.002 -0.008 0.000
Y11 0.102 -0.004 0.035 -0.041 0.474
Y12 0.026 -0.010 -0.037 0.047 -0.123
THETA
Y11 Y12
________ ________
Y11 0.000
Y12 0.136 0.000
MODIFICATION INDICES FOR ANALYSIS WITH 3 FACTOR(S)
MODIFICATION INDICES
THETA
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
Y1 0.000
Y2 0.539 0.000
Y3 0.238 0.873 0.000
Y4 0.399 1.311 0.505 0.000
Y5 1.433 1.879 4.938 116.313 0.000
Y6 0.079 1.283 0.029 94.165 127.715
Y7 0.354 0.045 0.714 0.053 0.014
Y8 0.432 2.235 1.304 0.079 0.289
Y9 1.636 1.401 0.081 1.176 0.715
Y10 0.300 0.044 0.238 2.192 3.290
Y11 1.290 0.016 0.330 3.664 2.164
Y12 0.526 0.218 0.000 0.354 0.000
THETA
Y6 Y7 Y8 Y9 Y10
________ ________ ________ ________ ________
Y6 0.000
Y7 0.893 0.000
Y8 0.067 0.128 0.000
Y9 0.814 0.009 0.324 0.000
Y10 0.028 0.113 0.021 0.022 0.000
Y11 5.734 0.027 1.086 1.635 8.484
Y12 0.439 0.077 1.005 1.885 1.241
THETA
Y11 Y12
________ ________
Y11 0.000
Y12 1.034 0.000
EXPECTED PARAMETER CHANGE
THETA
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
Y1 0.000
Y2 0.173 0.000
Y3 0.073 -0.215 0.000
Y4 -0.024 0.047 0.027 0.000
Y5 0.045 0.055 -0.084 0.479 0.000
Y6 -0.011 0.047 -0.007 0.448 0.514
Y7 0.019 0.007 -0.028 0.009 0.004
Y8 0.021 -0.052 0.037 0.011 -0.020
Y9 -0.040 0.040 -0.009 -0.040 -0.031
Y10 -0.019 0.008 0.017 0.061 0.073
Y11 0.039 -0.005 -0.020 0.078 0.059
Y12 -0.024 0.017 0.000 -0.023 0.000
THETA
Y6 Y7 Y8 Y9 Y10
________ ________ ________ ________ ________
Y6 0.000
Y7 -0.037 0.000
Y8 -0.010 -0.075 0.000
Y9 0.034 -0.019 0.106 0.000
Y10 -0.007 0.012 -0.005 -0.005 0.000
Y11 0.100 -0.006 0.035 -0.042 0.444
Y12 0.027 -0.009 -0.033 0.044 -0.125
THETA
Y11 Y12
________ ________
Y11 0.000
Y12 0.137 0.000
MODIFICATION INDICES FOR ANALYSIS WITH 4 FACTOR(S)
MODIFICATION INDICES
THETA
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
Y1 0.000
Y2 0.335 0.000
Y3 1.044 3.006 0.000
Y4 2.095 0.090 4.201 0.000
Y5 4.217 0.274 6.769 1.926 0.000
Y6 0.906 0.066 0.831 3.468 0.432
Y7 0.394 0.067 0.768 0.325 0.548
Y8 0.465 2.163 1.212 0.605 0.197
Y9 1.556 1.532 0.119 1.162 0.503
Y10 0.377 0.004 0.368 0.420 1.559
Y11 1.171 0.256 0.152 0.078 1.380
Y12 0.545 0.208 0.001 0.908 0.002
THETA
Y6 Y7 Y8 Y9 Y10
________ ________ ________ ________ ________
Y6 0.000
Y7 2.095 0.000
Y8 0.050 0.001 0.000
Y9 3.481 0.041 0.018 0.000
Y10 3.844 0.145 0.013 0.002 0.000
Y11 0.983 0.024 1.255 1.478 0.427
Y12 0.936 0.078 1.056 1.915 0.994
THETA
Y11 Y12
________ ________
Y11 0.000
Y12 0.298 0.000
EXPECTED PARAMETER CHANGE
THETA
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
Y1 0.000
Y2 0.142 0.000
Y3 0.158 -0.419 0.000
Y4 -0.049 -0.011 0.069 0.000
Y5 0.069 0.019 -0.088 -0.463 0.000
Y6 -0.033 -0.010 0.031 0.521 -0.246
Y7 0.020 0.009 -0.029 0.019 0.025
Y8 0.022 -0.051 0.035 0.026 -0.015
Y9 -0.039 0.042 -0.011 -0.035 -0.023
Y10 -0.021 0.002 0.021 0.023 0.045
Y11 0.037 -0.019 -0.013 0.010 -0.042
Y12 -0.024 0.016 0.001 -0.033 -0.001
THETA
Y6 Y7 Y8 Y9 Y10
________ ________ ________ ________ ________
Y6 0.000
Y7 -0.050 0.000
Y8 -0.008 -0.008 0.000
Y9 0.062 -0.040 0.026 0.000
Y10 -0.072 0.013 -0.004 -0.001 0.000
Y11 0.036 -0.005 0.038 -0.041 0.244
Y12 0.034 -0.009 -0.034 0.044 -0.255
THETA
Y11 Y12
________ ________
Y11 0.000
Y12 0.175 0.000
Beginning Time: 23:09:25
Ending Time: 23:09:25
Elapsed Time: 00:00:00
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