5/11/17EAM Structural Equation Modeling Workshop using Mplus – ESEM 4 1
Mplus VERSION 7.4
MUTHEN & MUTHEN
05/08/2017 2:50 PM
INPUT INSTRUCTIONS
title: EAOM Mplus Workshop;
data: FILE IS
'C:\Users\mdbid\Desktop\HEX GPA n1195 170409.csv';
variable: names are
bidid
hh1 - hh16 hs1 - hs16
hx1 - hx16 ha1 - ha16
hc1 - hc16 ho1 - ho16 eosgpa;
usevariables are hc1-hc16;
analysis: type = general;
rotation = geomin(Oblique);
model: f1 - f4 by hc1 - hc16 (*1);
output: STDYX;
INPUT READING TERMINATED NORMALLY
EAOM Mplus Workshop;
SUMMARY OF ANALYSIS
Number of groups 1
Number of observations 1195
Number of dependent variables 16
Number of independent variables 0
Number of continuous latent variables 4
Observed dependent variables
Continuous
HC1 HC2 HC3 HC4 HC5 HC6
HC7 HC8 HC9 HC10 HC11 HC12
HC13 HC14 HC15 HC16
Continuous latent variables
EFA factors
*1: F1 F2 F3 F4
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)
C:\Users\mdbid\Desktop\HEX GPA n1195 170409.csv
Input data format FREE
THE MODEL ESTIMATION TERMINATED NORMALLY
MODEL FIT INFORMATION
Number of Free Parameters 90
Loglikelihood
H0 Value -30740.459
H1 Value -30612.226
Information Criteria
Akaike (AIC) 61660.918
Bayesian (BIC) 62118.649
Sample-Size Adjusted BIC 61832.774
(n* = (n + 2) / 24)
Chi-Square Test of Model Fit
Value 256.465
Degrees of Freedom 62
P-Value 0.0000
RMSEA (Root Mean Square Error Of Approximation)
Estimate 0.051
90 Percent C.I. 0.045 0.058
Probability RMSEA <= .05 0.366
CFI/TLI
CFI 0.965
TLI 0.932
Chi-Square Test of Model Fit for the Baseline Model
Value 5615.591
Degrees of Freedom 120
P-Value 0.0000
SRMR (Standardized Root Mean Square Residual)
Value 0.023
MODEL RESULTS
Two-Tailed
Estimate S.E. Est./S.E. P-Value
F1 BY
HC1 0.080 0.036 2.210 0.027
HC2 0.805 0.040 20.256 0.000
HC3 0.747 0.053 14.081 0.000
HC4 -0.063 0.034 -1.824 0.068
HC5 0.521 0.056 9.337 0.000
HC6 1.064 0.044 24.408 0.000
HC7 0.482 0.051 9.527 0.000
HC8 0.030 0.030 0.993 0.321
HC9 -0.283 0.072 -3.958 0.000
HC10 0.665 0.062 10.649 0.000
HC11 0.734 0.047 15.624 0.000
HC12 0.044 0.031 1.417 0.156
HC13 0.049 0.024 2.061 0.039
HC14 0.614 0.053 11.555 0.000
HC15 0.570 0.065 8.750 0.000
HC16 0.050 0.044 1.151 0.250
F2 BY
HC1 1.115 0.081 13.847 0.000
HC2 0.053 0.037 1.446 0.148
HC3 0.035 0.041 0.859 0.390
HC4 -0.009 0.033 -0.280 0.780
HC5 0.485 0.058 8.363 0.000
HC6 -0.054 0.031 -1.725 0.084
HC7 0.020 0.048 0.431 0.666
HC8 0.012 0.035 0.346 0.730
HC9 1.515 0.086 17.670 0.000
HC10 0.028 0.028 1.001 0.317
HC11 -0.051 0.041 -1.236 0.216
HC12 0.002 0.035 0.055 0.956
HC13 0.820 0.061 13.424 0.000
HC14 0.065 0.049 1.331 0.183
HC15 0.310 0.070 4.425 0.000
HC16 0.118 0.054 2.194 0.028
F3 BY
HC1 -0.083 0.065 -1.273 0.203
HC2 -0.063 0.046 -1.369 0.171
HC3 0.084 0.058 1.455 0.146
HC4 0.966 0.047 20.760 0.000
HC5 0.237 0.060 3.930 0.000
HC6 -0.155 0.052 -2.990 0.003
HC7 0.348 0.062 5.625 0.000
HC8 0.960 0.063 15.321 0.000
HC9 -0.005 0.024 -0.202 0.840
HC10 -0.026 0.043 -0.598 0.550
HC11 0.137 0.050 2.759 0.006
HC12 0.680 0.066 10.226 0.000
HC13 0.174 0.105 1.663 0.096
HC14 0.121 0.072 1.665 0.096
HC15 0.256 0.070 3.642 0.000
HC16 0.432 0.068 6.386 0.000
F4 BY
HC1 -0.285 0.120 -2.371 0.018
HC2 -0.049 0.058 -0.841 0.400
HC3 -0.209 0.071 -2.934 0.003
HC4 -0.002 0.026 -0.060 0.952
HC5 -0.042 0.073 -0.567 0.570
HC6 0.071 0.060 1.199 0.231
HC7 0.145 0.094 1.536 0.125
HC8 0.153 0.069 2.208 0.027
HC9 0.120 0.072 1.673 0.094
HC10 0.568 0.110 5.163 0.000
HC11 0.006 0.062 0.093 0.926
HC12 -0.234 0.064 -3.637 0.000
HC13 0.397 0.138 2.872 0.004
HC14 0.331 0.091 3.631 0.000
HC15 -0.112 0.121 -0.929 0.353
HC16 0.182 0.086 2.113 0.035
F2 WITH
F1 0.482 0.036 13.397 0.000
F3 WITH
F1 0.406 0.037 10.925 0.000
F2 0.428 0.033 12.935 0.000
F4 WITH
F1 0.142 0.090 1.585 0.113
F2 0.282 0.097 2.917 0.004
F3 0.283 0.122 2.313 0.021
Intercepts
HC1 4.974 0.044 112.047 0.000
HC2 5.361 0.034 156.218 0.000
HC3 4.623 0.040 115.164 0.000
HC4 4.335 0.037 115.883 0.000
HC5 4.846 0.045 107.617 0.000
HC6 5.372 0.037 146.454 0.000
HC7 5.087 0.039 131.074 0.000
HC8 4.504 0.041 111.005 0.000
HC9 4.698 0.051 91.555 0.000
HC10 5.047 0.039 129.665 0.000
HC11 5.093 0.036 140.487 0.000
HC12 4.202 0.035 119.197 0.000
HC13 4.690 0.044 107.653 0.000
HC14 4.789 0.038 125.279 0.000
HC15 4.217 0.049 85.680 0.000
HC16 4.193 0.037 112.321 0.000
Variances
F1 1.000 0.000 999.000 999.000
F2 1.000 0.000 999.000 999.000
F3 1.000 0.000 999.000 999.000
F4 1.000 0.000 999.000 999.000
Residual Variances
HC1 1.188 0.115 10.354 0.000
HC2 0.763 0.041 18.665 0.000
HC3 1.296 0.069 18.665 0.000
HC4 0.791 0.058 13.692 0.000
HC5 1.439 0.067 21.337 0.000
HC6 0.612 0.042 14.488 0.000
HC7 1.223 0.054 22.454 0.000
HC8 0.902 0.061 14.679 0.000
HC9 1.081 0.131 8.238 0.000
HC10 0.932 0.132 7.087 0.000
HC11 0.970 0.046 20.992 0.000
HC12 1.033 0.060 17.176 0.000
HC13 1.008 0.096 10.548 0.000
HC14 1.043 0.057 18.384 0.000
HC15 2.093 0.100 20.864 0.000
HC16 1.304 0.058 22.485 0.000
STANDARDIZED MODEL RESULTS
STDYX Standardization
Two-Tailed
Estimate S.E. Est./S.E. P-Value
F1 BY
HC1 0.052 0.024 2.211 0.027
HC2 0.679 0.027 25.259 0.000
HC3 0.538 0.034 15.713 0.000
HC4 -0.049 0.027 -1.825 0.068
HC5 0.335 0.035 9.695 0.000
HC6 0.839 0.026 32.734 0.000
HC7 0.359 0.036 9.966 0.000
HC8 0.021 0.021 0.993 0.321
HC9 -0.160 0.040 -3.962 0.000
HC10 0.494 0.044 11.188 0.000
HC11 0.585 0.033 17.792 0.000
HC12 0.036 0.026 1.418 0.156
HC13 0.033 0.016 2.065 0.039
HC14 0.464 0.038 12.339 0.000
HC15 0.335 0.037 9.103 0.000
HC16 0.039 0.034 1.152 0.249
F2 BY
HC1 0.727 0.048 15.081 0.000
HC2 0.045 0.031 1.447 0.148
HC3 0.025 0.029 0.859 0.390
HC4 -0.007 0.026 -0.280 0.780
HC5 0.312 0.036 8.611 0.000
HC6 -0.042 0.025 -1.726 0.084
HC7 0.015 0.035 0.431 0.666
HC8 0.009 0.025 0.346 0.730
HC9 0.854 0.043 19.859 0.000
HC10 0.021 0.021 1.001 0.317
HC11 -0.041 0.033 -1.237 0.216
HC12 0.002 0.029 0.055 0.956
HC13 0.544 0.038 14.397 0.000
HC14 0.049 0.037 1.331 0.183
HC15 0.182 0.041 4.465 0.000
HC16 0.092 0.042 2.198 0.028
F3 BY
HC1 -0.054 0.043 -1.274 0.203
HC2 -0.053 0.039 -1.370 0.171
HC3 0.061 0.042 1.455 0.146
HC4 0.747 0.029 25.680 0.000
HC5 0.152 0.038 3.952 0.000
HC6 -0.122 0.041 -2.996 0.003
HC7 0.259 0.045 5.707 0.000
HC8 0.685 0.040 16.999 0.000
HC9 -0.003 0.014 -0.202 0.840
HC10 -0.019 0.032 -0.598 0.550
HC11 0.109 0.039 2.765 0.006
HC12 0.558 0.052 10.802 0.000
HC13 0.116 0.070 1.664 0.096
HC14 0.091 0.055 1.667 0.096
HC15 0.151 0.041 3.663 0.000
HC16 0.335 0.051 6.530 0.000
F4 BY
HC1 -0.186 0.078 -2.373 0.018
HC2 -0.041 0.049 -0.841 0.400
HC3 -0.150 0.051 -2.943 0.003
HC4 -0.001 0.020 -0.060 0.952
HC5 -0.027 0.047 -0.567 0.570
HC6 0.056 0.047 1.199 0.231
HC7 0.108 0.070 1.537 0.124
HC8 0.109 0.049 2.210 0.027
HC9 0.067 0.040 1.675 0.094
HC10 0.422 0.081 5.206 0.000
HC11 0.005 0.050 0.093 0.926
HC12 -0.192 0.053 -3.654 0.000
HC13 0.264 0.092 2.879 0.004
HC14 0.251 0.069 3.647 0.000
HC15 -0.066 0.071 -0.930 0.353
HC16 0.141 0.066 2.118 0.034
F2 WITH
F1 0.482 0.036 13.397 0.000
F3 WITH
F1 0.406 0.037 10.925 0.000
F2 0.428 0.033 12.935 0.000
F4 WITH
F1 0.142 0.090 1.585 0.113
F2 0.282 0.097 2.917 0.004
F3 0.283 0.122 2.313 0.021
Intercepts
HC1 3.241 0.072 44.808 0.000
HC2 4.519 0.097 46.656 0.000
HC3 3.331 0.074 45.001 0.000
HC4 3.352 0.074 45.044 0.000
HC5 3.113 0.070 44.510 0.000
HC6 4.237 0.091 46.372 0.000
HC7 3.792 0.083 45.805 0.000
HC8 3.211 0.072 44.741 0.000
HC9 2.648 0.061 43.125 0.000
HC10 3.751 0.082 45.744 0.000
HC11 4.064 0.088 46.172 0.000
HC12 3.448 0.076 45.231 0.000
HC13 3.114 0.070 44.513 0.000
HC14 3.624 0.080 45.543 0.000
HC15 2.479 0.058 42.462 0.000
HC16 3.249 0.072 44.826 0.000
Variances
F1 1.000 0.000 999.000 999.000
F2 1.000 0.000 999.000 999.000
F3 1.000 0.000 999.000 999.000
F4 1.000 0.000 999.000 999.000
Residual Variances
HC1 0.504 0.049 10.362 0.000
HC2 0.542 0.028 19.143 0.000
HC3 0.673 0.032 20.891 0.000
HC4 0.473 0.035 13.579 0.000
HC5 0.594 0.026 23.053 0.000
HC6 0.380 0.027 13.916 0.000
HC7 0.680 0.025 26.896 0.000
HC8 0.458 0.032 14.464 0.000
HC9 0.344 0.042 8.095 0.000
HC10 0.515 0.073 7.096 0.000
HC11 0.618 0.027 23.087 0.000
HC12 0.696 0.036 19.125 0.000
HC13 0.445 0.043 10.441 0.000
HC14 0.597 0.031 19.490 0.000
HC15 0.723 0.028 25.391 0.000
HC16 0.783 0.025 31.133 0.000
R-SQUARE
Observed Two-Tailed
Variable Estimate S.E. Est./S.E. P-Value
HC1 0.496 0.049 10.183 0.000
HC2 0.458 0.028 16.154 0.000
HC3 0.327 0.032 10.155 0.000
HC4 0.527 0.035 15.116 0.000
HC5 0.406 0.026 15.753 0.000
HC6 0.620 0.027 22.659 0.000
HC7 0.320 0.025 12.682 0.000
HC8 0.542 0.032 17.096 0.000
HC9 0.656 0.042 15.459 0.000
HC10 0.485 0.073 6.683 0.000
HC11 0.382 0.027 14.300 0.000
HC12 0.304 0.036 8.359 0.000
HC13 0.555 0.043 13.037 0.000
HC14 0.403 0.031 13.134 0.000
HC15 0.277 0.028 9.731 0.000
HC16 0.217 0.025 8.645 0.000
QUALITY OF NUMERICAL RESULTS
Condition Number for the Information Matrix 0.116E-02
(ratio of smallest to largest eigenvalue)
DIAGRAM INFORMATION
Use View Diagram under the Diagram menu in the Mplus Editor to view the diagram.
If running Mplus from the Mplus Diagrammer, the diagram opens automatically.
Diagram output
g:\mdbr\1valence study\valence study mplus\ms revision 3 mplus\towson pres hexcon esem geo c_4fa
Beginning Time: 14:50:28
Ending Time: 14:50:28
Elapsed Time: 00:00:00
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