******************************** * General SEM analysis results * ******************************** General project information --------------------------- Version of WarpPLS used: 7.0 License holder: Trial license (3 months) Type of license: Trial license (3 months) License start date: 02-Feb-2021 License end date: 03-May-2021 Project path (directory): C:\Users\acer\Documents\ Project file: skoring siaps.xlsx Last changed: 21-Feb-2021 23:11:12 Last saved: Never (needs to be saved) Raw data path (directory): Model fit and quality indices ----------------------------- Average path coefficient (APC)=0.457, P<0.001 Average R-squared (ARS)=0.675, P<0.001 Average adjusted R-squared (AARS)=0.671, P<0.001 Average block VIF (AVIF)=1.459, acceptable if <= 5, ideally <= 3.3 Average full collinearity VIF (AFVIF)=2.466, acceptable if <= 5, ideally <= 3.3 Tenenhaus GoF (GoF)=0.388, small >= 0.1, medium >= 0.25, large >= 0.36 Sympson's paradox ratio (SPR)=1.000, acceptable if >= 0.7, ideally = 1 R-squared contribution ratio (RSCR)=1.000, 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: 183 Number of latent variables in model: 3 Number of indicators used in model: 128 Number of iterations to obtain estimates: 7 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 ----------------- y X1 X2 y 0.296 0.618 P values -------- y X1 X2 y <0.001 <0.001 ***************************************** * Standard errors for path coefficients * ***************************************** y X1 X2 y 0.070 0.065 ************************************** * Effect sizes for path coefficients * ************************************** y X1 X2 y 0.191 0.484 **************************************** * Combined loadings and cross-loadings * **************************************** y X1 X2 Type (a SE P value Y2_1 0.489 -0.067 -0.066 Reflect 0.067 <0.001 Y2_2 0.253 0.107 -0.088 Reflect 0.070 <0.001 Y2_3 0.131 -0.048 -0.464 Reflect 0.072 0.036 Y2_4 0.563 -0.110 0.427 Reflect 0.066 <0.001 Y2_5 0.396 0.186 -0.242 Reflect 0.068 <0.001 Y2_6 -0.190 -0.126 0.028 Reflect 0.071 0.004 Y2_7 0.636 -0.049 0.088 Reflect 0.065 <0.001 Y2_8 0.491 0.237 0.424 Reflect 0.067 <0.001 Y2_9 0.572 -0.075 -0.168 Reflect 0.066 <0.001 Y2_10 0.313 -0.185 -0.048 Reflect 0.069 <0.001 Y2_11 0.256 0.355 0.076 Reflect 0.070 <0.001 Y2_12 0.533 -0.141 -0.266 Reflect 0.066 <0.001 Y2_13 0.583 -0.042 -0.201 Reflect 0.066 <0.001 Y2_14 0.034 0.378 -0.116 Reflect 0.073 0.323 Y2_15 0.664 -0.223 0.047 Reflect 0.065 <0.001 Y2_16 0.367 0.443 -0.163 Reflect 0.069 <0.001 Y2_17 0.476 0.136 -0.256 Reflect 0.067 <0.001 Y2_18 0.466 0.061 -0.105 Reflect 0.067 <0.001 Y2_19 0.302 0.334 0.222 Reflect 0.070 <0.001 Y2_20 0.460 -0.120 0.421 Reflect 0.067 <0.001 Y2_21 0.569 -0.197 0.046 Reflect 0.066 <0.001 Y2_22 0.168 0.339 -0.286 Reflect 0.071 0.010 Y2_23 0.472 -0.085 0.158 Reflect 0.067 <0.001 Y2_24 0.442 0.254 0.317 Reflect 0.068 <0.001 Y2_25 0.471 0.003 -0.209 Reflect 0.067 <0.001 Y2_26 0.204 -0.107 0.086 Reflect 0.071 0.002 Y2_27 0.160 0.465 0.183 Reflect 0.072 0.013 Y2_28 0.200 -0.059 0.404 Reflect 0.071 0.003 Y2_29 0.406 -0.172 -0.489 Reflect 0.068 <0.001 Y2_30 -0.035 0.180 -0.043 Reflect 0.073 0.315 Y2_31 0.457 -0.073 0.156 Reflect 0.067 <0.001 Y2_32 0.356 0.089 0.462 Reflect 0.069 <0.001 Y2_33 0.377 -0.004 -0.231 Reflect 0.069 <0.001 Y2_34 0.318 0.484 -0.054 Reflect 0.069 <0.001 Y2_35 0.485 -0.169 -0.138 Reflect 0.067 <0.001 Y2_36 0.608 -0.156 0.079 Reflect 0.065 <0.001 Y2_37 0.582 -0.153 -0.295 Reflect 0.066 <0.001 Y2_38 0.503 -0.096 0.115 Reflect 0.067 <0.001 Y2_39 0.589 -0.162 0.100 Reflect 0.066 <0.001 Y2_40 0.558 0.197 -0.137 Reflect 0.066 <0.001 X_1 0.261 0.472 -0.058 Reflect 0.067 <0.001 X_2 0.637 0.287 -0.128 Reflect 0.070 <0.001 X_3 0.249 0.604 0.006 Reflect 0.065 <0.001 X_4 -0.001 0.482 -0.171 Reflect 0.067 <0.001 X_5 0.001 0.557 -0.044 Reflect 0.066 <0.001 X_6 -0.031 0.515 -0.083 Reflect 0.067 <0.001 X_7 0.364 0.576 -0.293 Reflect 0.066 <0.001 X_8 -0.404 0.414 0.209 Reflect 0.068 <0.001 X_9 0.404 0.541 -0.145 Reflect 0.066 <0.001 X_10 0.494 0.273 -0.211 Reflect 0.070 <0.001 X_11 -0.133 0.468 -0.078 Reflect 0.067 <0.001 X_12 0.035 0.429 0.093 Reflect 0.068 <0.001 X_13 -0.114 0.658 -0.013 Reflect 0.065 <0.001 X_14 -0.120 0.524 -0.066 Reflect 0.067 <0.001 X_15 -0.040 0.647 -0.039 Reflect 0.065 <0.001 X_16 0.075 0.525 0.040 Reflect 0.067 <0.001 X_17 -0.084 0.584 0.278 Reflect 0.066 <0.001 X_18 0.061 0.544 0.083 Reflect 0.066 <0.001 X_19 -0.072 0.533 0.079 Reflect 0.066 <0.001 X_20 0.191 0.526 -0.248 Reflect 0.067 <0.001 X_21 -0.068 0.661 0.070 Reflect 0.065 <0.001 X_22 -0.064 0.564 -0.034 Reflect 0.066 <0.001 X_23 0.164 0.418 -0.072 Reflect 0.068 <0.001 X_24 -0.276 0.516 0.200 Reflect 0.067 <0.001 X_25 0.057 0.532 -0.105 Reflect 0.066 <0.001 X_26 -0.040 0.644 0.206 Reflect 0.065 <0.001 X_27 0.148 0.541 -0.206 Reflect 0.066 <0.001 X_28 -0.039 0.549 -0.026 Reflect 0.066 <0.001 X_29 -0.093 0.636 -0.014 Reflect 0.065 <0.001 X_30 -0.424 0.609 0.265 Reflect 0.065 <0.001 X_31 -0.008 0.543 0.089 Reflect 0.066 <0.001 X_32 -0.296 0.552 0.287 Reflect 0.066 <0.001 X_33 0.307 0.505 -0.185 Reflect 0.067 <0.001 X_34 0.040 0.415 0.171 Reflect 0.068 <0.001 X_35 -0.112 0.598 0.048 Reflect 0.066 <0.001 X_36 -0.106 0.541 -0.090 Reflect 0.066 <0.001 X_37 -0.329 0.620 0.145 Reflect 0.065 <0.001 X_38 -0.078 0.615 -0.002 Reflect 0.065 <0.001 X_39 -0.102 0.672 -0.152 Reflect 0.065 <0.001 X_40 -0.259 0.561 0.097 Reflect 0.066 <0.001 X_41 0.383 0.487 0.064 Reflect 0.067 <0.001 X_42 0.103 0.590 -0.130 Reflect 0.066 <0.001 X_43 -0.207 0.165 0.063 Reflect 0.072 0.011 X_44 0.179 0.408 -0.049 Reflect 0.068 <0.001 X2_1 -0.275 0.066 0.505 Reflect 0.067 <0.001 X2_2 -0.143 0.024 -0.099 Reflect 0.072 0.087 X2_3 0.171 0.047 0.452 Reflect 0.068 <0.001 X2_4 -0.328 -0.041 0.586 Reflect 0.066 <0.001 X2_5 -0.196 0.040 0.295 Reflect 0.070 <0.001 X2_6 -0.015 0.479 0.183 Reflect 0.071 0.005 X2_7 0.791 -0.024 0.229 Reflect 0.071 <0.001 X2_8 -0.099 -0.206 0.642 Reflect 0.065 <0.001 X2_9 -0.348 0.149 0.642 Reflect 0.065 <0.001 X2_10 0.180 0.227 -0.003 Reflect 0.074 0.486 X2_11 0.847 -0.390 0.302 Reflect 0.070 <0.001 X2_12 0.049 0.023 0.461 Reflect 0.067 <0.001 X2_13 0.139 -0.003 0.423 Reflect 0.068 <0.001 X2_14 -0.383 0.359 0.376 Reflect 0.069 <0.001 X2_15 0.219 -0.297 0.566 Reflect 0.066 <0.001 X2_16 0.071 0.025 0.402 Reflect 0.068 <0.001 X2_17 -0.595 -0.081 0.468 Reflect 0.067 <0.001 X2_18 -0.102 0.329 0.305 Reflect 0.070 <0.001 X2_19 0.141 -0.099 0.414 Reflect 0.068 <0.001 X2_20 -0.047 -0.121 0.611 Reflect 0.065 <0.001 X2_21 0.030 0.204 0.241 Reflect 0.070 <0.001 X2_22 0.017 0.136 0.418 Reflect 0.068 <0.001 X2_23 0.544 -0.270 0.457 Reflect 0.067 <0.001 X2_24 -0.536 0.180 0.529 Reflect 0.066 <0.001 X2_25 -0.391 -0.015 0.482 Reflect 0.067 <0.001 X2_26 -0.179 0.231 0.215 Reflect 0.071 0.001 X2_27 0.649 -0.195 0.518 Reflect 0.067 <0.001 X2_28 0.309 -0.108 0.547 Reflect 0.066 <0.001 X2_29 0.085 -0.040 0.397 Reflect 0.068 <0.001 X2_30 -0.181 0.400 0.008 Reflect 0.074 0.457 X2_31 -0.220 0.371 0.263 Reflect 0.070 <0.001 X2_32 -0.088 -0.055 0.649 Reflect 0.065 <0.001 X2_33 -0.419 0.145 0.605 Reflect 0.065 <0.001 X2_34 -0.402 0.541 0.462 Reflect 0.067 <0.001 X2_35 -0.387 0.155 0.304 Reflect 0.070 <0.001 X2_36 0.338 -0.132 0.621 Reflect 0.065 <0.001 X2_37 -0.159 -0.134 0.363 Reflect 0.069 <0.001 X2_38 -0.152 0.436 0.088 Reflect 0.073 0.113 X2_39 -0.070 -0.116 0.433 Reflect 0.068 <0.001 X2_40 0.042 -0.215 0.228 Reflect 0.071 <0.001 X2_41 0.656 -0.267 0.542 Reflect 0.066 <0.001 X2_42 0.434 -0.082 0.543 Reflect 0.066 <0.001 X2_43 -0.168 0.160 0.322 Reflect 0.069 <0.001 X2_44 0.130 0.062 0.530 Reflect 0.066 <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 * *************************************************** y X1 X2 Y2_1 0.673 -0.104 -0.101 Y2_2 0.724 0.397 -0.326 Y2_3 0.923 -0.065 -0.634 Y2_4 0.670 -0.211 0.821 Y2_5 0.717 0.344 -0.447 Y2_6 -0.632 -0.705 0.157 Y2_7 0.710 -0.082 0.148 Y2_8 0.616 0.484 0.868 Y2_9 0.738 -0.094 -0.212 Y2_10 0.790 -0.360 -0.093 Y2_11 0.581 0.952 0.204 Y2_12 0.771 -0.154 -0.291 Y2_13 0.718 -0.051 -0.243 Y2_14 0.201 0.893 -0.273 Y2_15 0.727 -0.273 0.057 Y2_16 0.628 0.888 -0.327 Y2_17 0.720 0.208 -0.392 Y2_18 0.703 0.114 -0.197 Y2_19 0.575 0.785 0.521 Y2_20 0.677 -0.255 0.893 Y2_21 0.722 -0.278 0.065 Y2_22 0.580 0.724 -0.612 Y2_23 0.709 -0.199 0.372 Y2_24 0.602 0.625 0.780 Y2_25 0.722 0.004 -0.303 Y2_26 0.668 -0.395 0.318 Y2_27 0.423 0.771 0.304 Y2_28 0.621 -0.138 0.952 Y2_29 0.834 -0.159 -0.452 Y2_30 -0.603 0.805 -0.193 Y2_31 0.705 -0.180 0.382 Y2_32 0.604 0.184 0.955 Y2_33 0.760 -0.006 -0.376 Y2_34 0.555 0.993 -0.112 Y2_35 0.754 -0.222 -0.181 Y2_36 0.708 -0.228 0.116 Y2_37 0.756 -0.151 -0.292 Y2_38 0.703 -0.194 0.230 Y2_39 0.690 -0.239 0.148 Y2_40 0.688 0.343 -0.239 X_1 0.594 0.650 -0.133 X_2 0.975 0.459 -0.196 X_3 0.510 0.679 0.011 X_4 -0.002 0.834 -0.272 X_5 0.002 0.753 -0.072 X_6 -0.053 0.825 -0.140 X_7 0.531 0.742 -0.427 X_8 -0.555 0.862 0.287 X_9 0.743 0.677 -0.267 X_10 0.918 0.605 -0.392 X_11 -0.208 0.856 -0.122 X_12 0.094 0.676 0.246 X_13 -0.154 0.819 -0.017 X_14 -0.185 0.867 -0.102 X_15 -0.059 0.818 -0.058 X_16 0.171 0.729 0.091 X_17 -0.147 0.661 0.486 X_18 0.135 0.709 0.183 X_19 -0.137 0.777 0.149 X_20 0.303 0.793 -0.393 X_21 -0.103 0.775 0.107 X_22 -0.100 0.799 -0.053 X_23 0.426 0.724 -0.187 X_24 -0.394 0.764 0.285 X_25 0.097 0.778 -0.180 X_26 -0.069 0.707 0.358 X_27 0.245 0.821 -0.342 X_28 -0.064 0.782 -0.043 X_29 -0.129 0.799 -0.020 X_30 -0.475 0.815 0.297 X_31 -0.016 0.731 0.177 X_32 -0.414 0.758 0.401 X_33 0.564 0.712 -0.340 X_34 0.111 0.619 0.480 X_35 -0.165 0.771 0.070 X_36 -0.157 0.869 -0.134 X_37 -0.394 0.835 0.174 X_38 -0.116 0.803 -0.003 X_39 -0.121 0.867 -0.180 X_40 -0.344 0.810 0.129 X_41 0.911 0.596 0.151 X_42 0.167 0.785 -0.212 X_43 -0.584 0.914 0.177 X_44 0.491 0.698 -0.134 X2_1 -0.373 0.090 0.777 X2_2 -0.984 0.163 -0.596 X2_3 0.530 0.146 0.673 X2_4 -0.345 -0.043 0.801 X2_5 -0.405 0.083 0.767 X2_6 -0.029 0.973 0.409 X2_7 0.887 -0.027 0.434 X2_8 -0.115 -0.238 0.806 X2_9 -0.379 0.162 0.751 X2_10 0.427 0.540 -0.017 X2_11 0.892 -0.411 0.613 X2_12 0.118 0.055 0.695 X2_13 0.393 -0.009 0.667 X2_14 -0.534 0.502 0.646 X2_15 0.326 -0.440 0.758 X2_16 0.217 0.076 0.700 X2_17 -0.503 -0.069 0.899 X2_18 -0.263 0.848 0.587 X2_19 0.349 -0.246 0.722 X2_20 -0.064 -0.165 0.771 X2_21 0.133 0.919 0.588 X2_22 0.049 0.384 0.652 X2_23 0.863 -0.429 0.676 X2_24 -0.519 0.174 0.782 X2_25 -0.433 -0.016 0.831 X2_26 -0.494 0.636 0.641 X2_27 0.951 -0.286 0.658 X2_28 0.635 -0.223 0.686 X2_29 0.221 -0.104 0.680 X2_30 -0.402 0.889 0.049 X2_31 -0.456 0.768 0.571 X2_32 -0.115 -0.071 0.745 X2_33 -0.430 0.149 0.759 X2_34 -0.488 0.657 0.602 X2_35 -0.559 0.224 0.736 X2_36 0.606 -0.237 0.691 X2_37 -0.259 -0.218 0.821 X2_38 -0.325 0.932 0.330 X2_39 -0.117 -0.194 0.778 X2_40 0.104 -0.529 0.814 X2_41 0.908 -0.370 0.681 X2_42 0.875 -0.165 0.663 X2_43 -0.396 0.378 0.712 X2_44 0.313 0.150 0.666 Note: Loadings are unrotated and cross-loadings are oblique-rotated, both after separate Kaiser normalizations. *************************************** * Pattern loadings and cross-loadings * *************************************** y X1 X2 Y2_1 0.643 -0.067 -0.066 Y2_2 0.231 0.107 -0.088 Y2_3 0.564 -0.048 -0.464 Y2_4 0.276 -0.110 0.427 Y2_5 0.448 0.186 -0.242 Y2_6 -0.124 -0.126 0.028 Y2_7 0.584 -0.049 0.088 Y2_8 -0.057 0.237 0.424 Y2_9 0.774 -0.075 -0.168 Y2_10 0.476 -0.185 -0.048 Y2_11 -0.085 0.355 0.076 Y2_12 0.865 -0.141 -0.266 Y2_13 0.803 -0.042 -0.201 Y2_14 -0.151 0.378 -0.116 Y2_15 0.787 -0.223 0.047 Y2_16 0.161 0.443 -0.163 Y2_17 0.586 0.136 -0.256 Y2_18 0.520 0.061 -0.105 Y2_19 -0.143 0.334 0.222 Y2_20 0.175 -0.120 0.421 Y2_21 0.680 -0.197 0.046 Y2_22 0.149 0.339 -0.286 Y2_23 0.386 -0.085 0.158 Y2_24 -0.005 0.254 0.317 Y2_25 0.657 0.003 -0.209 Y2_26 0.232 -0.107 0.086 Y2_27 -0.338 0.465 0.183 Y2_28 -0.117 -0.059 0.404 Y2_29 0.951 -0.172 -0.489 Y2_30 -0.125 0.180 -0.043 Y2_31 0.369 -0.073 0.156 Y2_32 -0.112 0.089 0.462 Y2_33 0.569 -0.004 -0.231 Y2_34 0.012 0.484 -0.054 Y2_35 0.730 -0.169 -0.138 Y2_36 0.663 -0.156 0.079 Y2_37 0.955 -0.153 -0.295 Y2_38 0.475 -0.096 0.115 Y2_39 0.649 -0.162 0.100 Y2_40 0.522 0.197 -0.137 X_1 0.261 0.348 -0.058 X_2 0.637 -0.070 -0.128 X_3 0.249 0.419 0.006 X_4 -0.001 0.604 -0.171 X_5 0.001 0.613 -0.044 X_6 -0.031 0.586 -0.083 X_7 0.364 0.502 -0.293 X_8 -0.404 0.569 0.209 X_9 0.404 0.333 -0.145 X_10 0.494 0.035 -0.211 X_11 -0.133 0.622 -0.078 X_12 0.035 0.364 0.093 X_13 -0.114 0.735 -0.013 X_14 -0.120 0.633 -0.066 X_15 -0.040 0.670 -0.039 X_16 0.075 0.433 0.040 X_17 -0.084 0.492 0.278 X_18 0.061 0.442 0.083 X_19 -0.072 0.518 0.079 X_20 0.191 0.548 -0.248 X_21 -0.068 0.651 0.070 X_22 -0.064 0.636 -0.034 X_23 0.164 0.341 -0.072 X_24 -0.276 0.611 0.200 X_25 0.057 0.570 -0.105 X_26 -0.040 0.536 0.206 X_27 0.148 0.547 -0.206 X_28 -0.039 0.608 -0.026 X_29 -0.093 0.715 -0.014 X_30 -0.424 0.741 0.265 X_31 -0.008 0.493 0.089 X_32 -0.296 0.585 0.287 X_33 0.307 0.410 -0.185 X_34 0.040 0.311 0.171 X_35 -0.112 0.667 0.048 X_36 -0.106 0.656 -0.090 X_37 -0.329 0.753 0.145 X_38 -0.078 0.667 -0.002 X_39 -0.102 0.824 -0.152 X_40 -0.259 0.701 0.097 X_41 0.383 0.161 0.064 X_42 0.103 0.592 -0.130 X_43 -0.207 0.281 0.063 X_44 0.179 0.314 -0.049 X2_1 -0.275 0.066 0.682 X2_2 -0.143 0.024 0.011 X2_3 0.171 0.047 0.270 X2_4 -0.328 -0.041 0.893 X2_5 -0.196 0.040 0.441 X2_6 -0.015 0.479 -0.112 X2_7 0.791 -0.024 -0.410 X2_8 -0.099 -0.206 0.834 X2_9 -0.348 0.149 0.836 X2_10 0.180 0.227 -0.306 X2_11 0.847 -0.390 -0.181 X2_12 0.049 0.023 0.410 X2_13 0.139 -0.003 0.326 X2_14 -0.383 0.359 0.487 X2_15 0.219 -0.297 0.564 X2_16 0.071 0.025 0.318 X2_17 -0.595 -0.081 1.020 X2_18 -0.102 0.329 0.179 X2_19 0.141 -0.099 0.364 X2_20 -0.047 -0.121 0.720 X2_21 0.030 0.204 0.083 X2_22 0.017 0.136 0.327 X2_23 0.544 -0.270 0.169 X2_24 -0.536 0.180 0.864 X2_25 -0.391 -0.015 0.814 X2_26 -0.179 0.231 0.215 X2_27 0.649 -0.195 0.079 X2_28 0.309 -0.108 0.360 X2_29 0.085 -0.040 0.372 X2_30 -0.181 0.400 -0.100 X2_31 -0.220 0.371 0.217 X2_32 -0.088 -0.055 0.763 X2_33 -0.419 0.145 0.868 X2_34 -0.402 0.541 0.474 X2_35 -0.387 0.155 0.553 X2_36 0.338 -0.132 0.424 X2_37 -0.159 -0.134 0.579 X2_38 -0.152 0.436 -0.077 X2_39 -0.070 -0.116 0.583 X2_40 0.042 -0.215 0.342 X2_41 0.656 -0.267 0.144 X2_42 0.434 -0.082 0.225 X2_43 -0.168 0.160 0.355 X2_44 0.130 0.062 0.389 Note: Loadings and cross-loadings are oblique-rotated. ************************************************** * Normalized pattern loadings and cross-loadings * ************************************************** y X1 X2 Y2_1 0.989 -0.104 -0.101 Y2_2 0.858 0.397 -0.326 Y2_3 0.771 -0.065 -0.634 Y2_4 0.531 -0.211 0.821 Y2_5 0.826 0.344 -0.447 Y2_6 -0.692 -0.705 0.157 Y2_7 0.986 -0.082 0.148 Y2_8 -0.116 0.484 0.868 Y2_9 0.973 -0.094 -0.212 Y2_10 0.928 -0.360 -0.093 Y2_11 -0.227 0.952 0.204 Y2_12 0.944 -0.154 -0.291 Y2_13 0.969 -0.051 -0.243 Y2_14 -0.357 0.893 -0.273 Y2_15 0.960 -0.273 0.057 Y2_16 0.322 0.888 -0.327 Y2_17 0.896 0.208 -0.392 Y2_18 0.974 0.114 -0.197 Y2_19 -0.335 0.785 0.521 Y2_20 0.372 -0.255 0.893 Y2_21 0.958 -0.278 0.065 Y2_22 0.319 0.724 -0.612 Y2_23 0.907 -0.199 0.372 Y2_24 -0.012 0.625 0.780 Y2_25 0.953 0.004 -0.303 Y2_26 0.862 -0.395 0.318 Y2_27 -0.560 0.771 0.304 Y2_28 -0.275 -0.138 0.952 Y2_29 0.878 -0.159 -0.452 Y2_30 -0.561 0.805 -0.193 Y2_31 0.906 -0.180 0.382 Y2_32 -0.232 0.184 0.955 Y2_33 0.926 -0.006 -0.376 Y2_34 0.025 0.993 -0.112 Y2_35 0.958 -0.222 -0.181 Y2_36 0.967 -0.228 0.116 Y2_37 0.945 -0.151 -0.292 Y2_38 0.954 -0.194 0.230 Y2_39 0.960 -0.239 0.148 Y2_40 0.909 0.343 -0.239 X_1 0.594 0.794 -0.133 X_2 0.975 -0.107 -0.196 X_3 0.510 0.860 0.011 X_4 -0.002 0.962 -0.272 X_5 0.002 0.997 -0.072 X_6 -0.053 0.989 -0.140 X_7 0.531 0.732 -0.427 X_8 -0.555 0.781 0.287 X_9 0.743 0.613 -0.267 X_10 0.918 0.065 -0.392 X_11 -0.208 0.970 -0.122 X_12 0.094 0.965 0.246 X_13 -0.154 0.988 -0.017 X_14 -0.185 0.977 -0.102 X_15 -0.059 0.997 -0.058 X_16 0.171 0.981 0.091 X_17 -0.147 0.861 0.486 X_18 0.135 0.974 0.183 X_19 -0.137 0.979 0.149 X_20 0.303 0.868 -0.393 X_21 -0.103 0.989 0.107 X_22 -0.100 0.994 -0.053 X_23 0.426 0.885 -0.187 X_24 -0.394 0.874 0.285 X_25 0.097 0.979 -0.180 X_26 -0.069 0.931 0.358 X_27 0.245 0.907 -0.342 X_28 -0.064 0.997 -0.043 X_29 -0.129 0.991 -0.020 X_30 -0.475 0.829 0.297 X_31 -0.016 0.984 0.177 X_32 -0.414 0.817 0.401 X_33 0.564 0.752 -0.340 X_34 0.111 0.870 0.480 X_35 -0.165 0.984 0.070 X_36 -0.157 0.978 -0.134 X_37 -0.394 0.903 0.174 X_38 -0.116 0.993 -0.003 X_39 -0.121 0.976 -0.180 X_40 -0.344 0.930 0.129 X_41 0.911 0.384 0.151 X_42 0.167 0.963 -0.212 X_43 -0.584 0.792 0.177 X_44 0.491 0.861 -0.134 X2_1 -0.373 0.090 0.924 X2_2 -0.984 0.163 0.078 X2_3 0.530 0.146 0.835 X2_4 -0.345 -0.043 0.938 X2_5 -0.405 0.083 0.911 X2_6 -0.029 0.973 -0.228 X2_7 0.887 -0.027 -0.460 X2_8 -0.115 -0.238 0.964 X2_9 -0.379 0.162 0.911 X2_10 0.427 0.540 -0.726 X2_11 0.892 -0.411 -0.190 X2_12 0.118 0.055 0.992 X2_13 0.393 -0.009 0.920 X2_14 -0.534 0.502 0.680 X2_15 0.326 -0.440 0.837 X2_16 0.217 0.076 0.973 X2_17 -0.503 -0.069 0.862 X2_18 -0.263 0.848 0.460 X2_19 0.349 -0.246 0.904 X2_20 -0.064 -0.165 0.984 X2_21 0.133 0.919 0.372 X2_22 0.049 0.384 0.922 X2_23 0.863 -0.429 0.268 X2_24 -0.519 0.174 0.837 X2_25 -0.433 -0.016 0.901 X2_26 -0.494 0.636 0.593 X2_27 0.951 -0.286 0.116 X2_28 0.635 -0.223 0.740 X2_29 0.221 -0.104 0.970 X2_30 -0.402 0.889 -0.221 X2_31 -0.456 0.768 0.450 X2_32 -0.115 -0.071 0.991 X2_33 -0.430 0.149 0.891 X2_34 -0.488 0.657 0.575 X2_35 -0.559 0.224 0.799 X2_36 0.606 -0.237 0.759 X2_37 -0.259 -0.218 0.941 X2_38 -0.325 0.932 -0.164 X2_39 -0.117 -0.194 0.974 X2_40 0.104 -0.529 0.842 X2_41 0.908 -0.370 0.199 X2_42 0.875 -0.165 0.454 X2_43 -0.396 0.378 0.837 X2_44 0.313 0.150 0.938 Note: Loadings and cross-loadings shown are after oblique rotation and Kaiser normalization. ***************************************** * Structure loadings and cross-loadings * ***************************************** y X1 X2 Y2_1 0.489 0.329 0.426 Y2_2 0.253 0.179 0.162 Y2_3 0.131 0.055 -0.004 Y2_4 0.563 0.326 0.532 Y2_5 0.396 0.304 0.235 Y2_6 -0.190 -0.195 -0.127 Y2_7 0.636 0.386 0.499 Y2_8 0.491 0.408 0.477 Y2_9 0.572 0.320 0.414 Y2_10 0.313 0.098 0.223 Y2_11 0.256 0.290 0.211 Y2_12 0.533 0.277 0.343 Y2_13 0.583 0.388 0.412 Y2_14 0.034 0.165 -0.007 Y2_15 0.664 0.330 0.534 Y2_16 0.367 0.393 0.228 Y2_17 0.476 0.337 0.310 Y2_18 0.466 0.333 0.334 Y2_19 0.302 0.312 0.297 Y2_20 0.460 0.247 0.435 Y2_21 0.569 0.296 0.457 Y2_22 0.168 0.231 0.049 Y2_23 0.472 0.251 0.396 Y2_24 0.442 0.393 0.436 Y2_25 0.471 0.308 0.330 Y2_26 0.204 0.116 0.196 Y2_27 0.160 0.289 0.184 Y2_28 0.200 0.098 0.233 Y2_29 0.406 0.178 0.202 Y2_30 -0.035 0.043 -0.019 Y2_31 0.457 0.240 0.393 Y2_32 0.356 0.254 0.395 Y2_33 0.377 0.232 0.224 Y2_34 0.318 0.417 0.232 Y2_35 0.485 0.257 0.335 Y2_36 0.608 0.328 0.510 Y2_37 0.582 0.292 0.410 Y2_38 0.503 0.272 0.431 Y2_39 0.589 0.324 0.527 Y2_40 0.558 0.448 0.382 X_1 0.427 0.472 0.348 X_2 0.442 0.287 0.335 X_3 0.500 0.604 0.418 X_4 0.258 0.482 0.187 X_5 0.370 0.557 0.315 X_6 0.266 0.515 0.232 X_7 0.432 0.576 0.290 X_8 0.166 0.414 0.179 X_9 0.474 0.541 0.350 X_10 0.305 0.273 0.190 X_11 0.223 0.468 0.173 X_12 0.348 0.429 0.313 X_13 0.353 0.658 0.296 X_14 0.234 0.524 0.190 X_15 0.362 0.647 0.276 X_16 0.371 0.525 0.323 X_17 0.472 0.584 0.466 X_18 0.404 0.544 0.360 X_19 0.331 0.533 0.278 X_20 0.336 0.526 0.225 X_21 0.392 0.661 0.369 X_22 0.326 0.564 0.272 X_23 0.318 0.418 0.239 X_24 0.306 0.516 0.311 X_25 0.335 0.532 0.270 X_26 0.472 0.644 0.439 X_27 0.303 0.541 0.223 X_28 0.318 0.549 0.299 X_29 0.360 0.636 0.315 X_30 0.286 0.609 0.326 X_31 0.367 0.543 0.349 X_32 0.307 0.552 0.362 X_33 0.405 0.505 0.292 X_34 0.362 0.415 0.383 X_35 0.368 0.598 0.330 X_36 0.245 0.541 0.188 X_37 0.297 0.620 0.281 X_38 0.332 0.615 0.312 X_39 0.313 0.672 0.226 X_40 0.280 0.561 0.295 X_41 0.494 0.487 0.432 X_42 0.363 0.590 0.293 X_43 0.057 0.165 0.047 X_44 0.325 0.408 0.264 X2_1 0.327 0.244 0.505 X2_2 -0.126 -0.043 -0.099 X2_3 0.393 0.303 0.452 X2_4 0.354 0.256 0.586 X2_5 0.184 0.165 0.295 X2_6 0.214 0.349 0.183 X2_7 0.393 0.268 0.229 X2_8 0.432 0.189 0.642 X2_9 0.431 0.363 0.642 X2_10 0.083 0.136 -0.003 X2_11 0.382 0.080 0.302 X2_12 0.383 0.282 0.461 X2_13 0.370 0.294 0.423 X2_14 0.285 0.341 0.376 X2_15 0.454 0.174 0.566 X2_16 0.353 0.208 0.402 X2_17 0.196 0.115 0.468 X2_18 0.276 0.316 0.305 X2_19 0.334 0.212 0.414 X2_20 0.434 0.258 0.611 X2_21 0.228 0.241 0.241 X2_22 0.372 0.312 0.418 X2_23 0.457 0.199 0.457 X2_24 0.300 0.296 0.529 X2_25 0.265 0.185 0.482 X2_26 0.166 0.198 0.215 X2_27 0.526 0.275 0.518 X2_28 0.504 0.287 0.547 X2_29 0.353 0.242 0.397 X2_30 0.054 0.154 0.008 X2_31 0.205 0.318 0.263 X2_32 0.489 0.315 0.649 X2_33 0.391 0.341 0.605 X2_34 0.355 0.499 0.462 X2_35 0.166 0.225 0.304 X2_36 0.561 0.328 0.621 X2_37 0.235 0.092 0.363 X2_38 0.069 0.243 0.088 X2_39 0.283 0.205 0.433 X2_40 0.157 0.041 0.228 X2_41 0.522 0.260 0.542 X2_42 0.524 0.319 0.543 X2_43 0.214 0.234 0.322 X2_44 0.487 0.340 0.530 Note: Loadings and cross-loadings are unrotated. **************************************************** * Normalized structure loadings and cross-loadings * **************************************************** y X1 X2 Y2_1 0.673 0.452 0.586 Y2_2 0.724 0.513 0.462 Y2_3 0.923 0.385 -0.026 Y2_4 0.670 0.388 0.633 Y2_5 0.717 0.551 0.427 Y2_6 -0.632 -0.650 -0.422 Y2_7 0.710 0.431 0.557 Y2_8 0.616 0.512 0.598 Y2_9 0.738 0.412 0.534 Y2_10 0.790 0.248 0.561 Y2_11 0.581 0.658 0.479 Y2_12 0.771 0.400 0.496 Y2_13 0.718 0.477 0.507 Y2_14 0.201 0.979 -0.044 Y2_15 0.727 0.361 0.584 Y2_16 0.628 0.673 0.390 Y2_17 0.720 0.511 0.469 Y2_18 0.703 0.502 0.504 Y2_19 0.575 0.593 0.564 Y2_20 0.677 0.364 0.640 Y2_21 0.722 0.376 0.581 Y2_22 0.580 0.797 0.170 Y2_23 0.709 0.378 0.595 Y2_24 0.602 0.535 0.593 Y2_25 0.722 0.472 0.506 Y2_26 0.668 0.380 0.640 Y2_27 0.423 0.765 0.485 Y2_28 0.621 0.304 0.722 Y2_29 0.834 0.365 0.415 Y2_30 -0.603 0.731 -0.321 Y2_31 0.705 0.369 0.606 Y2_32 0.604 0.431 0.671 Y2_33 0.760 0.468 0.452 Y2_34 0.555 0.727 0.404 Y2_35 0.754 0.400 0.521 Y2_36 0.708 0.382 0.594 Y2_37 0.756 0.379 0.533 Y2_38 0.703 0.380 0.602 Y2_39 0.690 0.379 0.617 Y2_40 0.688 0.552 0.471 X_1 0.588 0.650 0.480 X_2 0.708 0.459 0.536 X_3 0.563 0.679 0.471 X_4 0.447 0.834 0.324 X_5 0.501 0.753 0.426 X_6 0.426 0.825 0.372 X_7 0.557 0.742 0.373 X_8 0.345 0.862 0.372 X_9 0.592 0.677 0.438 X_10 0.676 0.605 0.421 X_11 0.408 0.856 0.317 X_12 0.548 0.676 0.493 X_13 0.440 0.819 0.369 X_14 0.387 0.867 0.315 X_15 0.458 0.818 0.349 X_16 0.516 0.729 0.449 X_17 0.534 0.661 0.527 X_18 0.527 0.709 0.469 X_19 0.482 0.777 0.405 X_20 0.506 0.793 0.340 X_21 0.460 0.775 0.433 X_22 0.462 0.799 0.386 X_23 0.551 0.724 0.414 X_24 0.452 0.764 0.461 X_25 0.489 0.778 0.394 X_26 0.518 0.707 0.482 X_27 0.459 0.821 0.339 X_28 0.454 0.782 0.427 X_29 0.453 0.799 0.396 X_30 0.383 0.815 0.436 X_31 0.495 0.731 0.470 X_32 0.422 0.758 0.497 X_33 0.570 0.712 0.411 X_34 0.539 0.619 0.571 X_35 0.474 0.771 0.425 X_36 0.393 0.869 0.301 X_37 0.400 0.835 0.379 X_38 0.434 0.803 0.408 X_39 0.404 0.867 0.291 X_40 0.404 0.810 0.426 X_41 0.605 0.596 0.528 X_42 0.483 0.785 0.389 X_43 0.313 0.914 0.259 X_44 0.556 0.698 0.452 X2_1 0.504 0.376 0.777 X2_2 -0.760 -0.262 -0.596 X2_3 0.585 0.452 0.673 X2_4 0.485 0.350 0.801 X2_5 0.479 0.427 0.767 X2_6 0.477 0.778 0.409 X2_7 0.745 0.507 0.434 X2_8 0.542 0.237 0.806 X2_9 0.505 0.425 0.751 X2_10 0.518 0.855 -0.017 X2_11 0.774 0.162 0.613 X2_12 0.579 0.426 0.695 X2_13 0.583 0.463 0.667 X2_14 0.490 0.585 0.646 X2_15 0.609 0.233 0.758 X2_16 0.615 0.363 0.700 X2_17 0.377 0.221 0.899 X2_18 0.532 0.610 0.587 X2_19 0.584 0.370 0.722 X2_20 0.547 0.325 0.771 X2_21 0.556 0.588 0.588 X2_22 0.581 0.487 0.652 X2_23 0.676 0.294 0.676 X2_24 0.443 0.438 0.782 X2_25 0.457 0.319 0.831 X2_26 0.493 0.588 0.641 X2_27 0.667 0.349 0.658 X2_28 0.632 0.360 0.686 X2_29 0.605 0.414 0.680 X2_30 0.331 0.942 0.049 X2_31 0.444 0.691 0.571 X2_32 0.561 0.361 0.745 X2_33 0.491 0.427 0.759 X2_34 0.463 0.651 0.602 X2_35 0.402 0.544 0.736 X2_36 0.624 0.365 0.691 X2_37 0.531 0.208 0.821 X2_38 0.258 0.908 0.330 X2_39 0.509 0.368 0.778 X2_40 0.563 0.145 0.814 X2_41 0.656 0.326 0.681 X2_42 0.639 0.390 0.663 X2_43 0.474 0.519 0.712 X2_44 0.612 0.427 0.666 Note: Loadings and cross-loadings shown are unrotated and after Kaiser normalization. ********************* * Indicator weights * ********************* y X1 X2 Type (a SE P value VIF WLS ES Y2_1 0.064 0.000 0.000 Reflect 0.073 0.190 2.349 1 0.031 Y2_2 0.033 0.000 0.000 Reflect 0.073 0.325 1.517 1 0.008 Y2_3 0.017 0.000 0.000 Reflect 0.074 0.408 1.541 1 0.002 Y2_4 0.074 0.000 0.000 Reflect 0.073 0.156 1.921 1 0.042 Y2_5 0.052 0.000 0.000 Reflect 0.073 0.239 1.938 1 0.021 Y2_6 -0.025 0.000 0.000 Reflect 0.074 0.368 1.540 1 0.005 Y2_7 0.083 0.000 0.000 Reflect 0.073 0.127 2.383 1 0.053 Y2_8 0.065 0.000 0.000 Reflect 0.073 0.189 2.124 1 0.032 Y2_9 0.075 0.000 0.000 Reflect 0.073 0.151 2.720 1 0.043 Y2_10 0.041 0.000 0.000 Reflect 0.073 0.287 1.926 1 0.013 Y2_11 0.034 0.000 0.000 Reflect 0.073 0.322 1.924 1 0.009 Y2_12 0.070 0.000 0.000 Reflect 0.073 0.169 2.119 1 0.037 Y2_13 0.076 0.000 0.000 Reflect 0.073 0.148 2.271 1 0.045 Y2_14 0.005 0.000 0.000 Reflect 0.074 0.474 1.970 1 0.000 Y2_15 0.087 0.000 0.000 Reflect 0.073 0.116 2.434 1 0.058 Y2_16 0.048 0.000 0.000 Reflect 0.073 0.255 1.994 1 0.018 Y2_17 0.063 0.000 0.000 Reflect 0.073 0.196 2.010 1 0.030 Y2_18 0.061 0.000 0.000 Reflect 0.073 0.201 1.715 1 0.029 Y2_19 0.040 0.000 0.000 Reflect 0.073 0.294 1.724 1 0.012 Y2_20 0.060 0.000 0.000 Reflect 0.073 0.205 2.176 1 0.028 Y2_21 0.074 0.000 0.000 Reflect 0.073 0.154 2.377 1 0.042 Y2_22 0.022 0.000 0.000 Reflect 0.074 0.381 1.588 1 0.004 Y2_23 0.062 0.000 0.000 Reflect 0.073 0.199 1.881 1 0.029 Y2_24 0.058 0.000 0.000 Reflect 0.073 0.213 2.009 1 0.026 Y2_25 0.062 0.000 0.000 Reflect 0.073 0.199 2.918 1 0.029 Y2_26 0.027 0.000 0.000 Reflect 0.074 0.358 1.508 1 0.005 Y2_27 0.021 0.000 0.000 Reflect 0.074 0.386 1.670 1 0.003 Y2_28 0.026 0.000 0.000 Reflect 0.074 0.361 1.456 1 0.005 Y2_29 0.053 0.000 0.000 Reflect 0.073 0.234 2.425 1 0.022 Y2_30 -0.004 0.000 0.000 Reflect 0.074 0.477 1.686 1 0.000 Y2_31 0.060 0.000 0.000 Reflect 0.073 0.206 1.988 1 0.028 Y2_32 0.047 0.000 0.000 Reflect 0.073 0.262 1.501 1 0.017 Y2_33 0.050 0.000 0.000 Reflect 0.073 0.249 1.588 1 0.019 Y2_34 0.042 0.000 0.000 Reflect 0.073 0.283 1.777 1 0.013 Y2_35 0.063 0.000 0.000 Reflect 0.073 0.193 2.006 1 0.031 Y2_36 0.080 0.000 0.000 Reflect 0.073 0.138 2.476 1 0.048 Y2_37 0.077 0.000 0.000 Reflect 0.073 0.147 2.969 1 0.045 Y2_38 0.066 0.000 0.000 Reflect 0.073 0.183 1.774 1 0.033 Y2_39 0.077 0.000 0.000 Reflect 0.073 0.145 2.891 1 0.046 Y2_40 0.073 0.000 0.000 Reflect 0.073 0.158 1.988 1 0.041 X_1 0.000 0.037 0.000 Reflect 0.073 0.305 2.293 1 0.018 X_2 0.000 0.023 0.000 Reflect 0.074 0.379 2.023 1 0.007 X_3 0.000 0.048 0.000 Reflect 0.073 0.257 3.041 1 0.029 X_4 0.000 0.038 0.000 Reflect 0.073 0.301 1.929 1 0.018 X_5 0.000 0.044 0.000 Reflect 0.073 0.274 2.625 1 0.025 X_6 0.000 0.041 0.000 Reflect 0.073 0.289 2.221 1 0.021 X_7 0.000 0.046 0.000 Reflect 0.073 0.267 2.355 1 0.026 X_8 0.000 0.033 0.000 Reflect 0.073 0.327 2.261 1 0.014 X_9 0.000 0.043 0.000 Reflect 0.073 0.279 2.780 1 0.023 X_10 0.000 0.022 0.000 Reflect 0.074 0.384 1.790 1 0.006 X_11 0.000 0.037 0.000 Reflect 0.073 0.307 2.135 1 0.017 X_12 0.000 0.034 0.000 Reflect 0.073 0.322 2.283 1 0.015 X_13 0.000 0.052 0.000 Reflect 0.073 0.238 3.087 1 0.034 X_14 0.000 0.042 0.000 Reflect 0.073 0.286 1.862 1 0.022 X_15 0.000 0.051 0.000 Reflect 0.073 0.242 2.654 1 0.033 X_16 0.000 0.042 0.000 Reflect 0.073 0.285 2.330 1 0.022 X_17 0.000 0.046 0.000 Reflect 0.073 0.264 3.515 1 0.027 X_18 0.000 0.043 0.000 Reflect 0.073 0.278 2.479 1 0.024 X_19 0.000 0.042 0.000 Reflect 0.073 0.282 3.315 1 0.023 X_20 0.000 0.042 0.000 Reflect 0.073 0.285 2.098 1 0.022 X_21 0.000 0.052 0.000 Reflect 0.073 0.237 3.104 1 0.035 X_22 0.000 0.045 0.000 Reflect 0.073 0.271 2.408 1 0.025 X_23 0.000 0.033 0.000 Reflect 0.073 0.326 2.072 1 0.014 X_24 0.000 0.041 0.000 Reflect 0.073 0.288 2.327 1 0.021 X_25 0.000 0.042 0.000 Reflect 0.073 0.283 2.790 1 0.022 X_26 0.000 0.051 0.000 Reflect 0.073 0.243 2.979 1 0.033 X_27 0.000 0.043 0.000 Reflect 0.073 0.279 1.971 1 0.023 X_28 0.000 0.044 0.000 Reflect 0.073 0.276 2.224 1 0.024 X_29 0.000 0.050 0.000 Reflect 0.073 0.246 3.025 1 0.032 X_30 0.000 0.048 0.000 Reflect 0.073 0.255 2.251 1 0.029 X_31 0.000 0.043 0.000 Reflect 0.073 0.279 2.283 1 0.023 X_32 0.000 0.044 0.000 Reflect 0.073 0.275 1.930 1 0.024 X_33 0.000 0.040 0.000 Reflect 0.073 0.293 2.700 1 0.020 X_34 0.000 0.033 0.000 Reflect 0.073 0.327 2.181 1 0.014 X_35 0.000 0.047 0.000 Reflect 0.073 0.259 2.728 1 0.028 X_36 0.000 0.043 0.000 Reflect 0.073 0.279 2.189 1 0.023 X_37 0.000 0.049 0.000 Reflect 0.073 0.251 2.944 1 0.030 X_38 0.000 0.049 0.000 Reflect 0.073 0.253 2.771 1 0.030 X_39 0.000 0.053 0.000 Reflect 0.073 0.233 3.990 1 0.036 X_40 0.000 0.045 0.000 Reflect 0.073 0.272 2.376 1 0.025 X_41 0.000 0.039 0.000 Reflect 0.073 0.300 2.644 1 0.019 X_42 0.000 0.047 0.000 Reflect 0.073 0.262 3.100 1 0.028 X_43 0.000 0.013 0.000 Reflect 0.074 0.430 1.874 1 0.002 X_44 0.000 0.032 0.000 Reflect 0.073 0.330 1.840 1 0.013 X2_1 0.000 0.000 0.060 Reflect 0.073 0.206 1.990 1 0.030 X2_2 0.000 0.000 -0.012 Reflect 0.074 0.437 1.615 1 0.001 X2_3 0.000 0.000 0.054 Reflect 0.073 0.232 1.689 1 0.024 X2_4 0.000 0.000 0.070 Reflect 0.073 0.170 2.539 1 0.041 X2_5 0.000 0.000 0.035 Reflect 0.073 0.316 1.573 1 0.010 X2_6 0.000 0.000 0.022 Reflect 0.074 0.383 1.629 1 0.004 X2_7 0.000 0.000 0.027 Reflect 0.074 0.355 1.541 1 0.006 X2_8 0.000 0.000 0.076 Reflect 0.073 0.147 2.450 1 0.049 X2_9 0.000 0.000 0.076 Reflect 0.073 0.148 4.083 1 0.049 X2_10 0.000 0.000 0.000 Reflect 0.074 0.499 1.441 1 0.000 X2_11 0.000 0.000 0.036 Reflect 0.073 0.312 1.875 1 0.011 X2_12 0.000 0.000 0.055 Reflect 0.073 0.227 2.077 1 0.025 X2_13 0.000 0.000 0.050 Reflect 0.073 0.246 2.155 1 0.021 X2_14 0.000 0.000 0.045 Reflect 0.073 0.271 2.036 1 0.017 X2_15 0.000 0.000 0.067 Reflect 0.073 0.179 2.616 1 0.038 X2_16 0.000 0.000 0.048 Reflect 0.073 0.257 1.746 1 0.019 X2_17 0.000 0.000 0.056 Reflect 0.073 0.224 1.900 1 0.026 X2_18 0.000 0.000 0.036 Reflect 0.073 0.310 1.980 1 0.011 X2_19 0.000 0.000 0.049 Reflect 0.073 0.251 1.954 1 0.020 X2_20 0.000 0.000 0.073 Reflect 0.073 0.159 2.233 1 0.045 X2_21 0.000 0.000 0.029 Reflect 0.073 0.348 1.767 1 0.007 X2_22 0.000 0.000 0.050 Reflect 0.073 0.249 1.864 1 0.021 X2_23 0.000 0.000 0.054 Reflect 0.073 0.229 2.080 1 0.025 X2_24 0.000 0.000 0.063 Reflect 0.073 0.194 1.877 1 0.033 X2_25 0.000 0.000 0.057 Reflect 0.073 0.217 1.953 1 0.028 X2_26 0.000 0.000 0.026 Reflect 0.074 0.363 2.131 1 0.006 X2_27 0.000 0.000 0.062 Reflect 0.073 0.200 2.979 1 0.032 X2_28 0.000 0.000 0.065 Reflect 0.073 0.186 2.169 1 0.036 X2_29 0.000 0.000 0.047 Reflect 0.073 0.260 2.305 1 0.019 X2_30 0.000 0.000 0.001 Reflect 0.074 0.494 1.624 1 0.000 X2_31 0.000 0.000 0.031 Reflect 0.073 0.335 1.705 1 0.008 X2_32 0.000 0.000 0.077 Reflect 0.073 0.145 3.313 1 0.050 X2_33 0.000 0.000 0.072 Reflect 0.073 0.162 3.742 1 0.044 X2_34 0.000 0.000 0.055 Reflect 0.073 0.226 1.963 1 0.025 X2_35 0.000 0.000 0.036 Reflect 0.073 0.311 1.665 1 0.011 X2_36 0.000 0.000 0.074 Reflect 0.073 0.156 2.541 1 0.046 X2_37 0.000 0.000 0.043 Reflect 0.073 0.278 1.692 1 0.016 X2_38 0.000 0.000 0.011 Reflect 0.074 0.443 1.427 1 0.001 X2_39 0.000 0.000 0.052 Reflect 0.073 0.241 1.807 1 0.022 X2_40 0.000 0.000 0.027 Reflect 0.074 0.357 1.934 1 0.006 X2_41 0.000 0.000 0.065 Reflect 0.073 0.189 2.699 1 0.035 X2_42 0.000 0.000 0.065 Reflect 0.073 0.189 3.076 1 0.035 X2_43 0.000 0.000 0.038 Reflect 0.073 0.301 1.676 1 0.012 X2_44 0.000 0.000 0.063 Reflect 0.073 0.194 2.009 1 0.033 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 ---------------------- y X1 X2 0.675 Adjusted R-squared coefficients ------------------------------- y X1 X2 0.671 Composite reliability coefficients ---------------------------------- y X1 X2 0.884 0.944 0.896 Cronbach's alpha coefficients --------------------------- y X1 X2 0.867 0.939 0.881 Average variances extracted --------------------------- y X1 X2 0.190 0.286 0.191 Full collinearity VIFs ---------------------- y X1 X2 3.079 1.702 2.618 Q-squared coefficients ---------------------- y X1 X2 0.675 Minimum and maximum values -------------------------- y X1 X2 -2.693 -3.072 -3.440 2.690 2.561 2.939 Medians (top) and modes (bottom) -------------------------------- y X1 X2 0.070 0.012 -0.040 -0.352 -0.736 -0.817 Skewness (top) and exc. kurtosis (bottom) coefficients ------------------------------------------------------ y X1 X2 0.020 -0.003 0.075 0.311 0.162 0.726 Tests of unimodality: Rohatgi-Székely (top) and Klaassen-Mokveld-van Es (bottom) -------------------------------------------------------------------------------- y X1 X2 Yes Yes Yes Yes Yes Yes Tests of normality: Jarque–Bera (top) and robust Jarque–Bera (bottom) --------------------------------------------------------------------- y X1 X2 Yes Yes Yes Yes Yes No *************************************************** * Correlations among latent variables and errors * *************************************************** Correlations among l.vs. with sq. rts. of AVEs ---------------------------------------------- y X1 X2 y 0.436 0.637 0.783 X1 0.637 0.535 0.549 X2 0.783 0.549 0.437 Note: Square roots of average variances extracted (AVEs) shown on diagonal. P values for correlations ------------------------- y X1 X2 y 1.000 <0.001 <0.001 X1 <0.001 1.000 <0.001 X2 <0.001 <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 * ************************************ y X1 X2 y 1.459 1.459 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 ------------------------------ y X1 X2 y 0.296 0.618 Number of paths for total effects ------------------------------ y X1 X2 y 1 1 P values for total effects ------------------------------ y X1 X2 y <0.001 <0.001 Standard errors for total effects ------------------------------ y X1 X2 y 0.070 0.065 Effect sizes for total effects ------------------------------ y X1 X2 y 0.191 0.484 ************************************* * Causality assessment coefficients * ************************************* Path-correlation signs ---------------------- y X1 X2 y 1 1 Notes: path-correlation signs; negative sign (i.e., -1) = Simpson's paradox. R-squared contributions ----------------------- y X1 X2 y 0.191 0.484 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 ----------------------- y X1 X2 y 0.461 0.788 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 ---------------------------- y X1 X2 y 0.346 0.166 Note: absolute path-correlation differences. P values for path-correlation differences ----------------------------------------- y X1 X2 y <0.001 0.011 Note: P values for absolute path-correlation differences. Warp2 bivariate causal direction ratios --------------------------------------- y X1 X2 y 1.006 1.000 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 -------------------------------------------- y X1 X2 y 0.004 0.000 Note: absolute Warp2 bivariate causal direction differences. P values for Warp2 bivariate causal direction differences --------------------------------------------------------- y X1 X2 y 0.478 0.499 Note: P values for absolute Warp2 bivariate causal direction differences. Warp3 bivariate causal direction ratios --------------------------------------- y X1 X2 y 0.998 1.000 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 -------------------------------------------- y X1 X2 y 0.001 0.000 Note: absolute Warp3 bivariate causal direction differences. P values for Warp3 bivariate causal direction differences --------------------------------------------------------- y X1 X2 y 0.493 0.499 Note: P values for absolute Warp3 bivariate causal direction differences.