******************************** * General SEM analysis results * ******************************** General project information --------------------------- Version of WarpPLS used: 6.0 License holder: Trial license (3 months) Type of license: Trial license (3 months) License start date: 08-Jan-2021 License end date: 08-Apr-2021 Project path (directory): E:\BISMILLAH SKRIPSI ARTIKEL ILMIAH LANCAR\BISMILLAH LULUS 3.5 TAHUN AAMIIN\DATADATA\PUTRI SUGESTI WAR - Copy\ Project file: DATA WARPPLS PUTRI SUGESTI.prj Last changed: 16-Feb-2021 10:29:54 Last saved: 26-Jan-2021 22:03:36 Raw data path (directory): C:\Users\ASUS\Documents\bismillah\ Raw data file: data excel sebelum war.txt Model fit and quality indices ----------------------------- Average path coefficient (APC)=0.287, P<0.001 Average R-squared (ARS)=0.509, P<0.001 Average adjusted R-squared (AARS)=0.488, P<0.001 Average block VIF (AVIF)=3.016, acceptable if <= 5, ideally <= 3.3 Average full collinearity VIF (AFVIF)=6.076, acceptable if <= 5, ideally <= 3.3 Tenenhaus GoF (GoF)=0.544, small >= 0.1, medium >= 0.25, large >= 0.36 Sympson's paradox ratio (SPR)=0.500, acceptable if >= 0.7, ideally = 1 R-squared contribution ratio (RSCR)=0.856, acceptable if >= 0.9, ideally = 1 Statistical suppression ratio (SSR)=1.000, acceptable if >= 0.7 Nonlinear bivariate causality direction ratio (NLBCDR)=1.000, acceptable if >= 0.7 General model elements ---------------------- Missing data imputation algorithm: Arithmetic Mean Imputation Outer model analysis algorithm: PLS Regression Default inner model analysis algorithm: Warp3 Multiple inner model analysis algorithms used? No Resampling method used in the analysis: Stable3 Number of data resamples used: 100 Number of cases (rows) in model data: 100 Number of latent variables in model: 4 Number of indicators used in model: 14 Number of iterations to obtain estimates: 8 Range restriction variable type: None Range restriction variable: None Range restriction variable min value: 0.000 Range restriction variable max value: 0.000 Only ranked data used in analysis? No ********************************** * Path coefficients and P values * ********************************** Path coefficients ----------------- X1 X2 Z Y Z*X1 Z*X2 Y 0.515 0.329 0.133 0.171 P values -------- X1 X2 Z Y Z*X1 Z*X2 Y <0.001 <0.001 0.085 0.038 ***************************************** * Standard errors for path coefficients * ***************************************** X1 X2 Z Y Z*X1 Z*X2 Y 0.087 0.091 0.096 0.095 ************************************** * Effect sizes for path coefficients * ************************************** X1 X2 Z Y Z*X1 Z*X2 Y 0.384 0.227 0.048 0.055 **************************************** * Combined loadings and cross-loadings * **************************************** X1 X2 Z Y Z*X1 Z*X2 Type (a SE P value X_1_1 0.825 -0.266 0.093 -0.429 -0.103 0.156 Reflect 0.080 <0.001 X_1_2 0.838 0.239 0.053 -0.406 -0.441 0.520 Reflect 0.080 <0.001 X_1_3 0.665 0.029 -0.182 1.044 0.683 -0.849 Reflect 0.083 <0.001 X_2_1 -0.065 0.779 0.087 -0.334 0.035 -0.124 Reflect 0.081 <0.001 X_2_2 0.550 0.851 0.070 -0.121 0.351 -0.226 Reflect 0.079 <0.001 X_2_3 -0.549 0.760 -0.167 0.477 -0.428 0.380 Reflect 0.081 <0.001 M_1_1 -0.110 0.361 0.755 -0.308 0.391 -0.851 Reflect 0.081 <0.001 M_1_2 0.005 -0.179 0.809 0.045 0.188 -0.232 Reflect 0.080 <0.001 M_1_3 -0.339 0.240 0.562 -0.125 0.483 0.302 Reflect 0.086 <0.001 M_1_4 0.059 0.010 0.781 -0.078 -0.058 0.350 Reflect 0.081 <0.001 M_1_5 0.339 -0.412 0.655 0.499 -1.028 0.591 Reflect 0.084 <0.001 Y_1_1 -0.129 0.029 -0.182 0.839 0.683 -0.849 Reflect 0.080 <0.001 Y_1_2 -0.102 -0.196 0.271 0.800 -0.546 0.652 Reflect 0.080 <0.001 Y_1_3 0.248 0.174 -0.085 0.763 -0.178 0.250 Reflect 0.081 <0.001 M_1_1*X 0.126 -0.340 -0.343 0.326 0.870 0.696 Reflect 0.079 <0.001 M_1_1*X 0.086 -0.107 -0.231 0.176 0.898 0.839 Reflect 0.078 <0.001 M_1_1*X 0.067 0.050 -0.206 0.132 0.863 0.600 Reflect 0.079 <0.001 M_1_2*X 0.069 -0.012 -0.021 -0.078 0.837 -0.611 Reflect 0.080 <0.001 M_1_2*X 0.215 -0.004 -0.021 -0.160 0.889 0.204 Reflect 0.079 <0.001 M_1_2*X 0.061 -0.113 0.087 0.074 0.720 0.081 Reflect 0.082 <0.001 M_1_3*X -0.276 -0.356 -0.044 0.635 0.352 -2.141 Reflect 0.091 <0.001 M_1_3*X -0.272 -0.245 0.293 0.379 0.369 -0.550 Reflect 0.090 <0.001 M_1_3*X 0.362 -0.240 0.727 -0.294 0.209 0.544 Reflect 0.094 0.015 M_1_4*X -0.403 -0.009 -0.211 0.499 0.669 -1.287 Reflect 0.083 <0.001 M_1_4*X -0.366 0.309 -0.094 0.087 0.771 0.250 Reflect 0.081 <0.001 M_1_4*X 0.453 -0.286 0.523 -0.389 0.571 1.197 Reflect 0.086 <0.001 M_1_5*X -0.105 0.306 -0.028 -0.211 0.809 -1.181 Reflect 0.080 <0.001 M_1_5*X 0.017 0.376 0.078 -0.511 0.832 0.081 Reflect 0.080 <0.001 M_1_5*X -0.081 0.123 0.446 -0.448 0.641 0.175 Reflect 0.084 <0.001 M_1_1*X 0.008 -0.057 -0.245 0.160 -0.093 0.926 Reflect 0.078 <0.001 M_1_1*X 0.104 -0.100 -0.275 0.192 -0.073 0.926 Reflect 0.078 <0.001 M_1_1*X -0.017 -0.148 -0.516 0.442 -0.504 0.853 Reflect 0.079 <0.001 M_1_2*X -0.063 0.154 -0.019 -0.089 0.362 0.946 Reflect 0.077 <0.001 M_1_2*X 0.266 -0.110 0.020 -0.097 0.617 0.883 Reflect 0.079 <0.001 M_1_2*X -0.245 0.069 -0.046 0.127 0.089 0.690 Reflect 0.083 <0.001 M_1_3*X 0.108 -1.053 0.276 0.738 -0.110 0.420 Reflect 0.089 <0.001 M_1_3*X -0.061 -0.499 0.494 0.416 0.519 0.359 Reflect 0.091 <0.001 M_1_3*X 0.148 -0.489 0.174 0.241 -1.628 0.250 Reflect 0.093 0.004 M_1_4*X -0.034 0.173 0.002 -0.072 0.071 0.908 Reflect 0.078 <0.001 M_1_4*X -0.060 0.064 0.064 -0.012 -0.107 0.806 Reflect 0.080 <0.001 M_1_4*X 0.025 -0.016 0.129 -0.095 -1.395 0.588 Reflect 0.085 <0.001 M_1_5*X -0.020 0.273 0.068 -0.303 0.276 0.895 Reflect 0.078 <0.001 M_1_5*X 0.141 0.212 0.249 -0.545 0.575 0.817 Reflect 0.080 <0.001 M_1_5*X -0.287 0.462 0.339 -0.446 0.040 0.657 Reflect 0.084 <0.001 Notes: Loadings are unrotated and cross-loadings are oblique-rotated. SEs and P values are for loadings. P values < 0.05 are desirable for reflective indicators. *************************************************** * Normalized combined loadings and cross-loadings * *************************************************** X1 X2 Z Y Z*X1 Z*X2 X_1_1 0.715 -0.187 0.065 -0.301 -0.072 0.109 X_1_2 0.635 0.186 0.041 -0.316 -0.342 0.404 X_1_3 0.516 0.019 -0.119 0.684 0.448 -0.557 X_2_1 -0.061 0.614 0.081 -0.313 0.032 -0.116 X_2_2 0.637 0.593 0.081 -0.140 0.406 -0.262 X_2_3 -0.415 0.673 -0.126 0.361 -0.324 0.288 M_1_1 -0.095 0.312 0.497 -0.267 0.338 -0.737 M_1_2 0.006 -0.201 0.651 0.051 0.211 -0.261 M_1_3 -0.233 0.165 0.784 -0.086 0.332 0.207 M_1_4 0.056 0.010 0.659 -0.074 -0.055 0.332 M_1_5 0.243 -0.295 0.522 0.357 -0.735 0.423 Y_1_1 -0.084 0.019 -0.119 0.652 0.448 -0.557 Y_1_2 -0.081 -0.155 0.215 0.730 -0.432 0.516 Y_1_3 0.387 0.270 -0.132 0.664 -0.278 0.390 M_1_1*X 0.137 -0.369 -0.373 0.354 0.581 0.756 M_1_1*X 0.095 -0.118 -0.256 0.196 0.600 0.932 M_1_1*X 0.098 0.074 -0.302 0.194 0.620 0.879 M_1_2*X 0.045 -0.008 -0.014 -0.050 0.631 -0.395 M_1_2*X 0.273 -0.005 -0.026 -0.202 0.627 0.258 M_1_2*X 0.086 -0.159 0.122 0.104 0.637 0.114 M_1_3*X -0.086 -0.110 -0.014 0.197 0.710 -0.664 M_1_3*X -0.212 -0.191 0.228 0.295 0.674 -0.429 M_1_3*X 0.342 -0.227 0.687 -0.277 0.696 0.513 M_1_4*X -0.179 -0.004 -0.094 0.221 0.635 -0.571 M_1_4*X -0.497 0.420 -0.127 0.118 0.596 0.339 M_1_4*X 0.304 -0.192 0.351 -0.261 0.640 0.803 M_1_5*X -0.045 0.131 -0.012 -0.090 0.645 -0.504 M_1_5*X 0.016 0.344 0.071 -0.468 0.601 0.074 M_1_5*X -0.080 0.123 0.444 -0.445 0.579 0.174 M_1_1*X 0.009 -0.063 -0.269 0.176 -0.102 0.605 M_1_1*X 0.114 -0.109 -0.301 0.210 -0.080 0.616 M_1_1*X -0.013 -0.113 -0.393 0.337 -0.384 0.602 M_1_2*X -0.087 0.211 -0.026 -0.122 0.497 0.615 M_1_2*X 0.349 -0.144 0.026 -0.127 0.811 0.619 M_1_2*X -0.398 0.112 -0.075 0.206 0.144 0.597 M_1_3*X 0.077 -0.750 0.197 0.526 -0.079 0.600 M_1_3*X -0.063 -0.515 0.509 0.428 0.535 0.673 M_1_3*X 0.058 -0.193 0.069 0.095 -0.642 0.688 M_1_4*X -0.038 0.193 0.002 -0.080 0.079 0.640 M_1_4*X -0.062 0.066 0.066 -0.012 -0.111 0.628 M_1_4*X 0.010 -0.006 0.052 -0.039 -0.567 0.645 M_1_5*X -0.022 0.310 0.077 -0.344 0.314 0.617 M_1_5*X 0.142 0.213 0.251 -0.549 0.580 0.601 M_1_5*X -0.245 0.394 0.289 -0.381 0.034 0.604 Note: Loadings are unrotated and cross-loadings are oblique-rotated, both after separate Kaiser normalizations. *************************************** * Pattern loadings and cross-loadings * *************************************** X1 X2 Z Y Z*X1 Z*X2 X_1_1 1.317 -0.266 0.093 -0.429 -0.103 0.156 X_1_2 0.983 0.239 0.053 -0.406 -0.441 0.520 X_1_3 -0.129 0.029 -0.182 1.044 0.683 -0.849 X_2_1 -0.065 0.997 0.087 -0.334 0.035 -0.124 X_2_2 0.550 0.499 0.070 -0.121 0.351 -0.226 X_2_3 -0.549 0.930 -0.167 0.477 -0.428 0.380 M_1_1 -0.110 0.361 0.470 -0.308 0.391 -0.851 M_1_2 0.005 -0.179 0.818 0.045 0.188 -0.232 M_1_3 -0.339 0.240 1.268 -0.125 0.483 0.302 M_1_4 0.059 0.010 0.989 -0.078 -0.058 0.350 M_1_5 0.339 -0.412 0.118 0.499 -1.028 0.591 Y_1_1 -0.129 0.029 -0.182 1.044 0.683 -0.849 Y_1_2 -0.102 -0.196 0.271 0.866 -0.546 0.652 Y_1_3 0.248 0.174 -0.085 0.468 -0.178 0.250 M_1_1*X 0.126 -0.340 -0.343 0.326 -0.086 0.696 M_1_1*X 0.086 -0.107 -0.231 0.176 -0.062 0.839 M_1_1*X 0.067 0.050 -0.206 0.132 0.198 0.600 M_1_2*X 0.069 -0.012 -0.021 -0.078 1.418 -0.611 M_1_2*X 0.215 -0.004 -0.021 -0.160 0.713 0.204 M_1_2*X 0.061 -0.113 0.087 0.074 0.686 0.081 M_1_3*X -0.276 -0.356 -0.044 0.635 2.283 -2.141 M_1_3*X -0.272 -0.245 0.293 0.379 0.990 -0.550 M_1_3*X 0.362 -0.240 0.727 -0.294 0.149 0.544 M_1_4*X -0.403 -0.009 -0.211 0.499 1.724 -1.287 M_1_4*X -0.366 0.309 -0.094 0.087 0.484 0.250 M_1_4*X 0.453 -0.286 0.523 -0.389 -0.276 1.197 M_1_5*X -0.105 0.306 -0.028 -0.211 1.987 -1.181 M_1_5*X 0.017 0.376 0.078 -0.511 0.883 0.081 M_1_5*X -0.081 0.123 0.446 -0.448 0.749 0.175 M_1_1*X 0.008 -0.057 -0.245 0.160 -0.093 0.856 M_1_1*X 0.104 -0.100 -0.275 0.192 -0.073 0.834 M_1_1*X -0.017 -0.148 -0.516 0.442 -0.504 0.992 M_1_2*X -0.063 0.154 -0.019 -0.089 0.362 0.603 M_1_2*X 0.266 -0.110 0.020 -0.097 0.617 0.325 M_1_2*X -0.245 0.069 -0.046 0.127 0.089 0.536 M_1_3*X 0.108 -1.053 0.276 0.738 -0.110 0.465 M_1_3*X -0.061 -0.499 0.494 0.416 0.519 0.048 M_1_3*X 0.148 -0.489 0.174 0.241 -1.628 1.853 M_1_4*X -0.034 0.173 0.002 -0.072 0.071 0.874 M_1_4*X -0.060 0.064 0.064 -0.012 -0.107 0.956 M_1_4*X 0.025 -0.016 0.129 -0.095 -1.395 2.019 M_1_5*X -0.020 0.273 0.068 -0.303 0.276 0.725 M_1_5*X 0.141 0.212 0.249 -0.545 0.575 0.480 M_1_5*X -0.287 0.462 0.339 -0.446 0.040 0.874 Note: Loadings and cross-loadings are oblique-rotated. ************************************************** * Normalized pattern loadings and cross-loadings * ************************************************** X1 X2 Z Y Z*X1 Z*X2 X_1_1 0.924 -0.187 0.065 -0.301 -0.072 0.109 X_1_2 0.764 0.186 0.041 -0.316 -0.342 0.404 X_1_3 -0.084 0.019 -0.119 0.684 0.448 -0.557 X_2_1 -0.061 0.936 0.081 -0.313 0.032 -0.116 X_2_2 0.637 0.578 0.081 -0.140 0.406 -0.262 X_2_3 -0.415 0.703 -0.126 0.361 -0.324 0.288 M_1_1 -0.095 0.312 0.407 -0.267 0.338 -0.737 M_1_2 0.006 -0.201 0.919 0.051 0.211 -0.261 M_1_3 -0.233 0.165 0.871 -0.086 0.332 0.207 M_1_4 0.056 0.010 0.937 -0.074 -0.055 0.332 M_1_5 0.243 -0.295 0.084 0.357 -0.735 0.423 Y_1_1 -0.084 0.019 -0.119 0.684 0.448 -0.557 Y_1_2 -0.081 -0.155 0.215 0.686 -0.432 0.516 Y_1_3 0.387 0.270 -0.132 0.729 -0.278 0.390 M_1_1*X 0.137 -0.369 -0.373 0.354 -0.094 0.756 M_1_1*X 0.095 -0.118 -0.256 0.196 -0.069 0.932 M_1_1*X 0.098 0.074 -0.302 0.194 0.290 0.879 M_1_2*X 0.045 -0.008 -0.014 -0.050 0.916 -0.395 M_1_2*X 0.273 -0.005 -0.026 -0.202 0.904 0.258 M_1_2*X 0.086 -0.159 0.122 0.104 0.964 0.114 M_1_3*X -0.086 -0.110 -0.014 0.197 0.708 -0.664 M_1_3*X -0.212 -0.191 0.228 0.295 0.772 -0.429 M_1_3*X 0.342 -0.227 0.687 -0.277 0.141 0.513 M_1_4*X -0.179 -0.004 -0.094 0.221 0.765 -0.571 M_1_4*X -0.497 0.420 -0.127 0.118 0.657 0.339 M_1_4*X 0.304 -0.192 0.351 -0.261 -0.185 0.803 M_1_5*X -0.045 0.131 -0.012 -0.090 0.848 -0.504 M_1_5*X 0.016 0.344 0.071 -0.468 0.807 0.074 M_1_5*X -0.080 0.123 0.444 -0.445 0.744 0.174 M_1_1*X 0.009 -0.063 -0.269 0.176 -0.102 0.939 M_1_1*X 0.114 -0.109 -0.301 0.210 -0.080 0.913 M_1_1*X -0.013 -0.113 -0.393 0.337 -0.384 0.756 M_1_2*X -0.087 0.211 -0.026 -0.122 0.497 0.828 M_1_2*X 0.349 -0.144 0.026 -0.127 0.811 0.427 M_1_2*X -0.398 0.112 -0.075 0.206 0.144 0.872 M_1_3*X 0.077 -0.750 0.197 0.526 -0.079 0.331 M_1_3*X -0.063 -0.515 0.509 0.428 0.535 0.050 M_1_3*X 0.058 -0.193 0.069 0.095 -0.642 0.730 M_1_4*X -0.038 0.193 0.002 -0.080 0.079 0.974 M_1_4*X -0.062 0.066 0.066 -0.012 -0.111 0.987 M_1_4*X 0.010 -0.006 0.052 -0.039 -0.567 0.821 M_1_5*X -0.022 0.310 0.077 -0.344 0.314 0.825 M_1_5*X 0.142 0.213 0.251 -0.549 0.580 0.484 M_1_5*X -0.245 0.394 0.289 -0.381 0.034 0.745 Note: Loadings and cross-loadings shown are after oblique rotation and Kaiser normalization. ***************************************** * Structure loadings and cross-loadings * ***************************************** X1 X2 Z Y Z*X1 Z*X2 X_1_1 0.825 0.477 0.379 0.418 -0.204 -0.249 X_1_2 0.838 0.703 0.441 0.459 -0.264 -0.265 X_1_3 0.665 0.584 0.357 0.839 -0.124 -0.168 X_2_1 0.511 0.779 0.473 0.373 -0.444 -0.429 X_2_2 0.803 0.851 0.460 0.596 -0.222 -0.263 X_2_3 0.463 0.760 0.293 0.580 -0.197 -0.149 M_1_1 0.356 0.454 0.755 0.185 -0.810 -0.844 M_1_2 0.347 0.305 0.809 0.305 -0.536 -0.543 M_1_3 0.226 0.255 0.562 0.257 -0.100 -0.080 M_1_4 0.401 0.403 0.781 0.378 -0.408 -0.403 M_1_5 0.472 0.428 0.655 0.470 -0.527 -0.492 Y_1_1 0.665 0.584 0.357 0.839 -0.124 -0.168 Y_1_2 0.463 0.410 0.400 0.800 -0.101 -0.087 Y_1_3 0.565 0.567 0.298 0.763 -0.053 -0.074 M_1_1*X -0.275 -0.390 -0.689 -0.096 0.870 0.882 M_1_1*X -0.240 -0.320 -0.648 -0.060 0.898 0.921 M_1_1*X -0.157 -0.241 -0.607 0.034 0.863 0.861 M_1_2*X -0.200 -0.297 -0.566 -0.149 0.837 0.766 M_1_2*X -0.179 -0.286 -0.591 -0.132 0.889 0.861 M_1_2*X -0.152 -0.252 -0.450 -0.012 0.720 0.685 M_1_3*X -0.033 -0.124 -0.215 0.056 0.352 0.237 M_1_3*X -0.090 -0.118 -0.197 0.000 0.369 0.321 M_1_3*X 0.073 0.031 0.042 0.056 0.209 0.188 M_1_4*X -0.184 -0.244 -0.469 0.012 0.669 0.591 M_1_4*X -0.283 -0.239 -0.587 -0.096 0.771 0.765 M_1_4*X -0.092 -0.240 -0.280 -0.086 0.571 0.564 M_1_5*X -0.204 -0.267 -0.542 -0.133 0.809 0.701 M_1_5*X -0.264 -0.298 -0.607 -0.246 0.832 0.799 M_1_5*X -0.270 -0.359 -0.413 -0.237 0.641 0.620 M_1_1*X -0.296 -0.347 -0.678 -0.100 0.897 0.926 M_1_1*X -0.231 -0.304 -0.665 -0.048 0.902 0.926 M_1_1*X -0.252 -0.281 -0.700 -0.041 0.805 0.853 M_1_2*X -0.297 -0.325 -0.641 -0.158 0.920 0.946 M_1_2*X -0.160 -0.294 -0.585 -0.089 0.890 0.883 M_1_2*X -0.280 -0.263 -0.514 -0.133 0.655 0.690 M_1_3*X -0.148 -0.321 -0.180 0.029 0.396 0.420 M_1_3*X -0.024 -0.101 -0.120 0.073 0.354 0.359 M_1_3*X -0.102 -0.115 -0.135 0.021 0.166 0.250 M_1_4*X -0.235 -0.248 -0.576 -0.120 0.854 0.908 M_1_4*X -0.227 -0.260 -0.533 -0.091 0.767 0.806 M_1_4*X -0.204 -0.180 -0.394 -0.138 0.486 0.588 M_1_5*X -0.278 -0.323 -0.593 -0.177 0.861 0.895 M_1_5*X -0.236 -0.336 -0.549 -0.228 0.812 0.817 M_1_5*X -0.293 -0.239 -0.434 -0.221 0.610 0.657 Note: Loadings and cross-loadings are unrotated. **************************************************** * Normalized structure loadings and cross-loadings * **************************************************** X1 X2 Z Y Z*X1 Z*X2 X_1_1 0.715 0.413 0.329 0.363 -0.177 -0.216 X_1_2 0.635 0.533 0.334 0.348 -0.200 -0.201 X_1_3 0.516 0.453 0.277 0.652 -0.097 -0.130 X_2_1 0.402 0.614 0.372 0.294 -0.350 -0.338 X_2_2 0.561 0.593 0.321 0.416 -0.155 -0.183 X_2_3 0.410 0.673 0.260 0.514 -0.174 -0.132 M_1_1 0.235 0.299 0.497 0.122 -0.534 -0.556 M_1_2 0.280 0.246 0.651 0.245 -0.431 -0.437 M_1_3 0.315 0.356 0.784 0.358 -0.139 -0.112 M_1_4 0.339 0.340 0.659 0.319 -0.344 -0.340 M_1_5 0.376 0.341 0.522 0.374 -0.420 -0.392 Y_1_1 0.516 0.453 0.277 0.652 -0.097 -0.130 Y_1_2 0.423 0.374 0.365 0.730 -0.092 -0.080 Y_1_3 0.492 0.493 0.259 0.664 -0.046 -0.064 M_1_1*X -0.183 -0.260 -0.460 -0.064 0.581 0.588 M_1_1*X -0.160 -0.214 -0.433 -0.040 0.600 0.616 M_1_1*X -0.113 -0.173 -0.436 0.025 0.620 0.618 M_1_2*X -0.151 -0.224 -0.426 -0.112 0.631 0.578 M_1_2*X -0.126 -0.202 -0.417 -0.093 0.627 0.607 M_1_2*X -0.135 -0.223 -0.398 -0.011 0.637 0.606 M_1_3*X -0.066 -0.251 -0.433 0.113 0.710 0.478 M_1_3*X -0.164 -0.215 -0.359 0.000 0.674 0.586 M_1_3*X 0.242 0.102 0.139 0.188 0.696 0.627 M_1_4*X -0.174 -0.231 -0.445 0.012 0.635 0.561 M_1_4*X -0.219 -0.185 -0.454 -0.074 0.596 0.592 M_1_4*X -0.103 -0.269 -0.314 -0.097 0.640 0.632 M_1_5*X -0.163 -0.213 -0.432 -0.107 0.645 0.560 M_1_5*X -0.190 -0.215 -0.438 -0.178 0.601 0.577 M_1_5*X -0.244 -0.325 -0.373 -0.215 0.579 0.560 M_1_1*X -0.193 -0.227 -0.443 -0.065 0.587 0.605 M_1_1*X -0.154 -0.202 -0.442 -0.032 0.600 0.616 M_1_1*X -0.178 -0.198 -0.494 -0.029 0.568 0.602 M_1_2*X -0.193 -0.211 -0.416 -0.103 0.597 0.615 M_1_2*X -0.112 -0.206 -0.410 -0.063 0.624 0.619 M_1_2*X -0.242 -0.228 -0.445 -0.115 0.567 0.597 M_1_3*X -0.211 -0.458 -0.256 0.041 0.565 0.600 M_1_3*X -0.044 -0.189 -0.225 0.136 0.663 0.673 M_1_3*X -0.281 -0.315 -0.370 0.059 0.457 0.688 M_1_4*X -0.165 -0.175 -0.405 -0.085 0.601 0.640 M_1_4*X -0.177 -0.202 -0.415 -0.071 0.597 0.628 M_1_4*X -0.224 -0.198 -0.433 -0.151 0.533 0.645 M_1_5*X -0.191 -0.223 -0.408 -0.122 0.593 0.617 M_1_5*X -0.174 -0.247 -0.404 -0.168 0.597 0.601 M_1_5*X -0.270 -0.220 -0.399 -0.203 0.560 0.604 Note: Loadings and cross-loadings shown are unrotated and after Kaiser normalization. ********************* * Indicator weights * ********************* X1 X2 Z Y Z*X1 Z*X2 Type (a SE P value VIF WLS ES X_1_1 0.452 0.000 0.000 0.000 0.000 0.000 Reflect 0.088 <0.001 1.497 1 0.373 X_1_2 0.459 0.000 0.000 0.000 0.000 0.000 Reflect 0.088 <0.001 1.529 1 0.385 X_1_3 0.364 0.000 0.000 0.000 0.000 0.000 Reflect 0.091 <0.001 1.163 1 0.242 X_2_1 0.000 0.408 0.000 0.000 0.000 0.000 Reflect 0.089 <0.001 1.388 1 0.318 X_2_2 0.000 0.446 0.000 0.000 0.000 0.000 Reflect 0.089 <0.001 1.593 1 0.379 X_2_3 0.000 0.398 0.000 0.000 0.000 0.000 Reflect 0.090 <0.001 1.336 1 0.303 M_1_1 0.000 0.000 0.293 0.000 0.000 0.000 Reflect 0.092 0.001 1.634 1 0.221 M_1_2 0.000 0.000 0.314 0.000 0.000 0.000 Reflect 0.092 <0.001 1.764 1 0.254 M_1_3 0.000 0.000 0.218 0.000 0.000 0.000 Reflect 0.094 0.011 1.345 1 0.122 M_1_4 0.000 0.000 0.303 0.000 0.000 0.000 Reflect 0.092 <0.001 1.680 1 0.236 M_1_5 0.000 0.000 0.254 0.000 0.000 0.000 Reflect 0.093 0.004 1.349 1 0.166 Y_1_1 0.000 0.000 0.000 0.436 0.000 0.000 Reflect 0.089 <0.001 1.554 1 0.365 Y_1_2 0.000 0.000 0.000 0.415 0.000 0.000 Reflect 0.089 <0.001 1.436 1 0.332 Y_1_3 0.000 0.000 0.000 0.396 0.000 0.000 Reflect 0.090 <0.001 1.332 1 0.303 M_1_1*X 0.000 0.000 0.000 0.000 0.112 0.000 Reflect 0.097 0.125 15.467 1 0.098 M_1_1*X 0.000 0.000 0.000 0.000 0.116 0.000 Reflect 0.097 0.117 24.820 1 0.104 M_1_1*X 0.000 0.000 0.000 0.000 0.111 0.000 Reflect 0.097 0.127 8.785 1 0.096 M_1_2*X 0.000 0.000 0.000 0.000 0.108 0.000 Reflect 0.097 0.134 5.005 1 0.091 M_1_2*X 0.000 0.000 0.000 0.000 0.115 0.000 Reflect 0.097 0.120 6.623 1 0.102 M_1_2*X 0.000 0.000 0.000 0.000 0.093 0.000 Reflect 0.098 0.171 2.987 1 0.067 M_1_3*X 0.000 0.000 0.000 0.000 0.045 0.000 Reflect 0.099 0.323 2.730 1 0.016 M_1_3*X 0.000 0.000 0.000 0.000 0.048 0.000 Reflect 0.099 0.315 2.028 1 0.018 M_1_3*X 0.000 0.000 0.000 0.000 0.027 0.000 Reflect 0.099 0.393 1.570 1 0.006 M_1_4*X 0.000 0.000 0.000 0.000 0.086 0.000 Reflect 0.098 0.189 4.160 1 0.058 M_1_4*X 0.000 0.000 0.000 0.000 0.099 0.000 Reflect 0.097 0.155 4.511 1 0.077 M_1_4*X 0.000 0.000 0.000 0.000 0.074 0.000 Reflect 0.098 0.227 1.960 1 0.042 M_1_5*X 0.000 0.000 0.000 0.000 0.104 0.000 Reflect 0.097 0.143 4.037 1 0.084 M_1_5*X 0.000 0.000 0.000 0.000 0.107 0.000 Reflect 0.097 0.136 5.109 1 0.089 M_1_5*X 0.000 0.000 0.000 0.000 0.083 0.000 Reflect 0.098 0.200 2.072 1 0.053 M_1_1*X 0.000 0.000 0.000 0.000 0.000 0.107 Reflect 0.097 0.137 46.991 1 0.099 M_1_1*X 0.000 0.000 0.000 0.000 0.000 0.107 Reflect 0.097 0.138 63.214 1 0.099 M_1_1*X 0.000 0.000 0.000 0.000 0.000 0.098 Reflect 0.097 0.158 10.094 1 0.084 M_1_2*X 0.000 0.000 0.000 0.000 0.000 0.109 Reflect 0.097 0.132 18.875 1 0.103 M_1_2*X 0.000 0.000 0.000 0.000 0.000 0.102 Reflect 0.097 0.149 8.163 1 0.090 M_1_2*X 0.000 0.000 0.000 0.000 0.000 0.079 Reflect 0.098 0.209 3.640 1 0.055 M_1_3*X 0.000 0.000 0.000 0.000 0.000 0.048 Reflect 0.099 0.312 1.975 1 0.020 M_1_3*X 0.000 0.000 0.000 0.000 0.000 0.041 Reflect 0.099 0.338 2.135 1 0.015 M_1_3*X 0.000 0.000 0.000 0.000 0.000 0.029 Reflect 0.099 0.386 1.713 1 0.007 M_1_4*X 0.000 0.000 0.000 0.000 0.000 0.105 Reflect 0.097 0.142 8.257 1 0.095 M_1_4*X 0.000 0.000 0.000 0.000 0.000 0.093 Reflect 0.098 0.172 3.360 1 0.075 M_1_4*X 0.000 0.000 0.000 0.000 0.000 0.068 Reflect 0.098 0.246 2.855 1 0.040 M_1_5*X 0.000 0.000 0.000 0.000 0.000 0.103 Reflect 0.097 0.146 9.476 1 0.092 M_1_5*X 0.000 0.000 0.000 0.000 0.000 0.094 Reflect 0.097 0.168 6.782 1 0.077 M_1_5*X 0.000 0.000 0.000 0.000 0.000 0.076 Reflect 0.098 0.221 3.659 1 0.050 Notes: P values < 0.05 and VIFs < 2.5 are desirable for formative indicators; VIF = indicator variance inflation factor; WLS = indicator weight-loading sign (-1 = Simpson's paradox in l.v.); ES = indicator effect size. ******************************** * Latent variable coefficients * ******************************** R-squared coefficients ---------------------- X1 X2 Z Y Z*X1 Z*X2 0.509 Adjusted R-squared coefficients ------------------------------- X1 X2 Z Y Z*X1 Z*X2 0.488 Composite reliability coefficients ---------------------------------- X1 X2 Z Y Z*X1 Z*X2 0.822 0.839 0.840 0.843 0.936 0.950 Cronbach's alpha coefficients --------------------------- X1 X2 Z Y Z*X1 Z*X2 0.673 0.712 0.759 0.720 0.923 0.939 Average variances extracted --------------------------- X1 X2 Z Y Z*X1 Z*X2 0.608 0.636 0.516 0.642 0.516 0.579 Full collinearity VIFs ---------------------- X1 X2 Z Y Z*X1 Z*X2 3.007 2.733 2.597 2.348 13.165 12.606 Q-squared coefficients ---------------------- X1 X2 Z Y Z*X1 Z*X2 0.612 Minimum and maximum values -------------------------- X1 X2 Z Y Z*X1 Z*X2 -3.023 -3.146 -6.079 -3.529 -1.413 -1.184 1.046 1.024 1.019 1.070 8.616 8.866 Medians (top) and modes (bottom) -------------------------------- X1 X2 Z Y Z*X1 Z*X2 0.225 0.149 0.150 0.177 -0.184 -0.164 1.046 1.024 1.019 1.070 0.308 0.291 Skewness (top) and exc. kurtosis (bottom) coefficients ------------------------------------------------------ X1 X2 Z Y Z*X1 Z*X2 -0.743 -1.042 -2.586 -0.768 6.586 7.153 -0.271 0.669 12.071 0.213 53.646 60.295 Tests of unimodality: Rohatgi-Székely (top) and Klaassen-Mokveld-van Es (bottom) -------------------------------------------------------------------------------- X1 X2 Z Y Z*X1 Z*X2 Yes Yes Yes Yes Yes Yes Yes Yes Yes Yes Yes Yes Tests of normality: Jarque–Bera (top) and robust Jarque–Bera (bottom) --------------------------------------------------------------------- X1 X2 Z Y Z*X1 Z*X2 No No No No No No No No No No No No *************************************************** * Correlations among latent variables and errors * *************************************************** Correlations among l.vs. with sq. rts. of AVEs ---------------------------------------------- X1 X2 Z Y Z*X1 Z*X2 X1 0.780 0.751 0.504 0.706 -0.259 -0.296 X2 0.751 0.797 0.515 0.649 -0.359 -0.352 Z 0.504 0.515 0.718 0.439 -0.684 -0.682 Y 0.706 0.649 0.439 0.801 -0.117 -0.138 Z*X1 -0.259 -0.359 -0.684 -0.117 0.719 0.957 Z*X2 -0.296 -0.352 -0.682 -0.138 0.957 0.761 Note: Square roots of average variances extracted (AVEs) shown on diagonal. P values for correlations ------------------------- X1 X2 Z Y Z*X1 Z*X2 X1 1.000 <0.001 <0.001 <0.001 0.009 0.003 X2 <0.001 1.000 <0.001 <0.001 <0.001 <0.001 Z <0.001 <0.001 1.000 <0.001 <0.001 <0.001 Y <0.001 <0.001 <0.001 1.000 0.246 0.169 Z*X1 0.009 <0.001 <0.001 0.246 1.000 <0.001 Z*X2 0.003 <0.001 <0.001 0.169 <0.001 1.000 Correlations among l.v. error terms with VIFs --------------------------------------------- There is nothing to show here, likely due to at least one of the following reasons: - There is only one endogenous latent variable in the model. - No links among latent variables have been defined. ************************************ * Block variance inflation factors * ************************************ X1 X2 Z Y Z*X1 Z*X2 Y 2.420 2.419 3.567 3.660 Note: These VIFs are for the latent variables on each column (predictors), with reference to the latent variables on each row (criteria). ****************************** * Indirect and total effects * ****************************** Total effects ------------------------------ X1 X2 Z Y Z*X1 Z*X2 Y 0.515 0.329 0.133 0.171 Number of paths for total effects ------------------------------ X1 X2 Z Y Z*X1 Z*X2 Y 1 1 1 1 P values for total effects ------------------------------ X1 X2 Z Y Z*X1 Z*X2 Y <0.001 <0.001 0.085 0.038 Standard errors for total effects ------------------------------ X1 X2 Z Y Z*X1 Z*X2 Y 0.087 0.091 0.096 0.095 Effect sizes for total effects ------------------------------ X1 X2 Z Y Z*X1 Z*X2 Y 0.384 0.227 0.048 0.055 ************************************* * Causality assessment coefficients * ************************************* Path-correlation signs ---------------------- X1 X2 Z Y Z*X1 Z*X2 Y 1 1 -1 -1 Notes: path-correlation signs; negative sign (i.e., -1) = Simpson's paradox. R-squared contributions ----------------------- X1 X2 Z Y Z*X1 Z*X2 Y 0.384 0.227 -0.048 -0.055 Notes: R-squared contributions of predictor lat. vars.; columns = predictor lat. vars.; rows = criteria lat. vars.; negative sign = reduction in R-squared. Path-correlation ratios ----------------------- X1 X2 Z Y Z*X1 Z*X2 Y 0.690 0.477 0.371 0.529 Notes: absolute path-correlation ratios; ratio > 1 indicates statistical suppression; 1 < ratio <= 1.3: weak suppression; 1.3 < ratio <= 1.7: medium; 1.7 < ratio: strong. Path-correlation differences ---------------------------- X1 X2 Z Y Z*X1 Z*X2 Y 0.231 0.361 0.492 0.495 Note: absolute path-correlation differences. P values for path-correlation differences ----------------------------------------- X1 X2 Z Y Z*X1 Z*X2 Y 0.008 <0.001 <0.001 <0.001 Note: P values for absolute path-correlation differences. Warp2 bivariate causal direction ratios --------------------------------------- X1 X2 Z Y Z*X1 Z*X2 Y 0.965 0.957 1.032 0.872 Notes: Warp2 bivariate causal direction ratios; ratio > 1 supports reversed link; 1 < ratio <= 1.3: weak support; 1.3 < ratio <= 1.7: medium; 1.7 < ratio: strong. Warp2 bivariate causal direction differences -------------------------------------------- X1 X2 Z Y Z*X1 Z*X2 Y 0.026 0.030 0.004 0.021 Note: absolute Warp2 bivariate causal direction differences. P values for Warp2 bivariate causal direction differences --------------------------------------------------------- X1 X2 Z Y Z*X1 Z*X2 Y 0.398 0.383 0.485 0.418 Note: P values for absolute Warp2 bivariate causal direction differences. Warp3 bivariate causal direction ratios --------------------------------------- X1 X2 Z Y Z*X1 Z*X2 Y 0.951 0.945 0.413 0.448 Notes: Warp3 bivariate causal direction ratios; ratio > 1 supports reversed link; 1 < ratio <= 1.3: weak support; 1.3 < ratio <= 1.7: medium; 1.7 < ratio: strong. Warp3 bivariate causal direction differences -------------------------------------------- X1 X2 Z Y Z*X1 Z*X2 Y 0.036 0.038 0.211 0.179 Note: absolute Warp3 bivariate causal direction differences. P values for Warp3 bivariate causal direction differences --------------------------------------------------------- X1 X2 Z Y Z*X1 Z*X2 Y 0.357 0.350 0.014 0.032 Note: P values for absolute Warp3 bivariate causal direction differences.