please cite the use of smartpls: ringle, c. m., wende, s
TRANSCRIPT
SmartPLS Report
Please cite the use of SmartPLS: Ringle, C. M., Wende, S., and Becker, J.-M. 2015. "SmartPLS 3." Boenningstedt: SmartPLS GmbH, http://www.smartpls.com.
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Final Results Path Coefficients
Attitude Towards_Using
Behavioral_Intention of Use
Perceived Ease_of Use
Perceived_Usefulness
Attitude Towards_Using 0.380
Behavioral_Intention of Use
Perceived Ease_of Use 0.057 0.807
Perceived_Usefulness 0.468
Indirect Effects
Total Indirect Effects
Attitude Towards_Using
Behavioral_Intention of Use
Perceived Ease_of Use
Perceived_Usefulness
Attitude Towards_Using
Behavioral_Intention of Use
Perceived Ease_of Use 0.377
Perceived_Usefulness
Specific Indirect Effects
Specific Indirect Effects
Perceived Ease_of Use -> Perceived_Usefulness -> Behavioral_Intention of Use 0.377
Total Effects
Attitude Towards_Using
Behavioral_Intention of Use
Perceived Ease_of Use
Perceived_Usefulness
Attitude Towards_Using 0.380
Behavioral_Intention of Use
Perceived Ease_of Use 0.434 0.807
Perceived_Usefulness 0.468
Outer Loadings
Attitude Towards_Using
Behavioral_Intention of Use
Perceived Ease_of Use
Perceived_Usefulness
ATT.1 0.866
ATT.2 0.877
ATT.3 0.864
ATT.4 0.891
ATT.5 0.858
BIOU.1 0.916
BIOU.2 0.900
BIOU.3 0.918
BIOU.4 0.831
BIOU.5 0.833
PEOU.1 0.755
PEOU.2 0.898
PEOU.3 0.867
PEOU.4 0.853
PEOU.5 0.836
PEOU.6 0.746
PU.1 0.880
PU.2 0.911
PU.3 0.939
PU.4 0.865
PU.5 0.875
Outer Weights
Attitude Towards_Using
Behavioral_Intention of Use
Perceived Ease_of Use
Perceived_Usefulness
ATT.1 0.244
ATT.2 0.214
ATT.3 0.239
ATT.4 0.227
ATT.5 0.225
BIOU.1 0.221
BIOU.2 0.237
BIOU.3 0.233
BIOU.4 0.221
BIOU.5 0.224
PEOU.1 0.160
PEOU.2 0.243
PEOU.3 0.213
PEOU.4 0.193
PEOU.5 0.202
PEOU.6 0.192
PU.1 0.215
PU.2 0.234
PU.3 0.238
PU.4 0.208
PU.5 0.222
Latent Variable
Latent Variable
Case ID Attitude Towards_Using
Behavioral_Intention of Use
Perceived Ease_of Use
Perceived_Usefulness
1 0.494 0.412 0.780 0.261
2 0.743 0.904 1.448 1.100
3 -0.335 0.135 -0.409 -0.230
4 -2.786 -2.451 -2.494 -2.891
5 -1.144 -0.661 -0.492 -1.070
6 0.743 1.165 1.647 1.100
7 -0.600 -0.126 -1.114 -0.754
8 1.029 0.642 1.647 1.100
9 -0.049 0.370 -1.114 0.022
10 0.743 1.165 1.203 0.308
11 1.029 0.656 0.989 1.100
12 0.494 0.409 0.267 0.022
13 0.760 0.904 0.230 0.575
14 -0.335 -1.417 -1.114 -1.561
15 -0.335 -0.126 -0.845 -0.230
16 1.029 0.138 0.267 0.546
17 0.743 -0.126 1.188 0.576
18 -0.335 -0.126 -0.178 -0.230
19 1.029 1.165 0.067 1.100
20 1.029 1.165 0.267 1.100
21 1.029 1.165 1.647 0.861
22 -0.600 -0.126 -1.781 -0.230
23 1.029 0.647 0.267 0.848
24 -0.610 -0.909 -0.178 -1.309
25 -0.059 -1.156 -0.428 -0.230
26 1.029 1.165 1.171 0.609
27 1.029 0.644 0.535 1.100
28 -0.868 -2.447 -0.164 -0.482
29 -0.056 -0.909 -1.294 -0.453
30 -1.138 -0.387 -1.572 -1.292
31 0.209 0.131 0.535 0.323
32 0.199 -0.647 -1.323 -1.292
33 -0.620 -0.622 -0.429 0.261
34 1.029 0.904 0.489 0.576
35 -1.674 -2.168 -1.177 0.022
36 1.029 1.165 0.994 1.100
37 -0.620 -0.644 -1.114 -0.230
38 -0.318 0.634 0.086 0.546
39 -0.335 -0.126 0.058 -0.469
40 1.029 -0.618 0.039 -0.722
41 0.226 1.165 -0.390 0.861
42 0.488 0.382 0.512 0.038
43 -2.523 -2.170 -1.660 -2.623
44 -0.335 -0.608 -0.614 -0.515
45 -2.796 -1.691 -2.263 -2.606
46 0.760 1.165 1.647 1.100
47 -0.869 -0.622 0.317 -0.751
48 -0.076 0.908 0.506 0.622
49 -0.335 -0.126 0.475 0.022
50 -0.335 0.651 0.526 1.100
51 0.764 1.165 0.067 0.547
52 -1.983 -1.674 -1.183 -2.354
53 1.029 1.165 1.420 1.100
54 -0.334 0.644 -0.390 -0.230
55 -0.610 -0.647 -0.432 -0.263
56 -0.361 -0.647 0.322 0.085
57 -1.698 -1.417 -1.114 -1.007
58 0.216 0.129 0.671 0.294
59 1.029 -0.126 0.267 0.038
60 1.029 1.165 1.249 1.100
61 1.029 0.644 0.531 1.100
62 1.029 0.656 0.934 0.861
Latent Variable Correlations
Attitude Towards_Using
Behavioral_Intention of Use
Perceived Ease_of Use
Perceived_Usefulness
Attitude Towards_Using 1.000 0.820 0.792 0.843
Behavioral_Intention of Use
0.820 1.000 0.736 0.834
Perceived Ease_of Use 0.792 0.736 1.000 0.807
Perceived_Usefulness 0.843 0.834 0.807 1.000
Latent Variable Covariances
Attitude Towards_Using
Behavioral_Intention of Use
Perceived Ease_of Use
Perceived_Usefulness
Attitude Towards_Using 1.000 0.820 0.792 0.843
Behavioral_Intention of Use
0.820 1.000 0.736 0.834
Perceived Ease_of Use 0.792 0.736 1.000 0.807
Perceived_Usefulness 0.843 0.834 0.807 1.000
LV Descriptives
Mean Median Min Max Standard Deviation
Excess Kurtosis
Skewness Number of Observations Used
Attitude Towards_Using
0.000 0.199 -2.796 1.029 1.000 0.707 -1.011 62.000
Behavioral_Intention of Use
0.000 0.135 -2.451 1.165 1.000 -0.152 -0.758 62.000
Perceived Ease_of Use
0.000 0.230 -2.494 1.647 1.000 -0.401 -0.359 62.000
Perceived_Usefulness 0.000 0.085 -2.891 1.100 1.000 0.946 -1.089 62.000
Outer Model Residual Scores
Case ID ATT.1 ATT.2 ATT.3 ATT.4 ATT.5 BIOU.1 BIOU.2 BIOU.3 BIOU.4 BIOU.5 PEOU.1 PEOU.2 PEOU.3 PEOU.4 PEOU.5 PEOU.6 PU.1 PU.2 PU.3 PU.4 PU.5
1 -
0.604 -0.819 0.479 0.438 0.482 -0.514 0.544 0.628 -0.305 -0.418 -0.149 0.495 0.809 -0.421 -0.375 -0.582
-0.551
-0.415
-0.458
0.904 0.616
2 0.269 0.221 -0.931 0.216 0.268 0.098 0.102 0.176 0.448 -0.828 -0.653 -0.104 0.231 0.093 0.211 0.106 -
0.043 0.040
-0.046
0.178 -
0.119
3 0.114 -0.092 0.000 -
0.034 -
0.002 -0.261 -0.364 -0.252 -0.075 0.976 -0.492 0.457 -0.463 0.593 -0.525 0.305
-0.119
0.033 0.003 0.181 -
0.092
4 0.061 -0.459 -0.274 0.939 -
0.289 -0.017 -0.351 -0.146 0.913 -0.361 -0.160 0.116 0.194 0.205 0.073 -0.512
-0.272
0.017 0.103 0.186 -
0.039
5 -
0.273 -0.641 0.699
-0.523
0.693 0.469 -0.805 0.479 0.587 -0.688 0.812 -0.576 -1.542 0.664 0.688 0.367 -
0.628 -
0.422 -
0.408 0.907 0.642
6 0.269 0.221 -0.931 0.216 0.268 -0.142 -0.134 -0.063 0.231 0.118 0.439 -0.283 0.058 -0.077 0.044 -0.042 -
0.043 0.040
-0.046
0.178 -
0.119
7 -
0.744 0.140 0.229 0.202 0.226 -0.022 -0.129 -0.012 0.142 0.030 0.040 -0.017 0.148 0.111 0.064 -0.356 0.342
-0.709
0.496 -
0.514 0.367
8 0.022 -0.029 0.018 -
0.038 0.023 0.337 0.337 0.416 0.666 -1.775 0.439 -0.283 0.058 -0.077 0.044 -0.042
-0.043
0.040 -
0.046 0.178
-0.119
9 -
0.133 -0.342 0.949
-0.288
-0.247
0.586 -0.576 -0.468 -0.270 0.781 0.040 -0.017 0.148 0.111 0.064 -0.356 -
0.341 -
0.197 -
0.233 -
0.037 0.825
10 0.269 0.221 -0.931 0.216 0.268 -0.142 -0.134 -0.063 0.231 0.118 -0.468 0.116 -0.708 0.302 0.416 0.289 -
0.592 -
0.457 0.698
-0.285
0.575
11 0.022 -0.029 0.018 -
0.038 0.023 -0.738 -0.833 0.403 0.654 0.542 -0.306 0.308 0.628 0.484 -0.550 -0.738
-0.043
0.040 -
0.046 0.178
-0.119
12 -
0.604 -0.819 0.479 0.438 0.482 -0.512 0.547 -0.504 -0.302 0.748 0.239 -0.150 0.103 0.017 0.054 -0.199
-0.341
-0.197
-0.233
-0.037
0.825
13 0.255 0.206 0.250 0.202 -
0.941 0.098 0.102 0.176 0.448 -0.828 0.267 -0.118 -1.017 1.131 0.084 -0.172 0.419 0.518
-0.754
-0.517
0.341
14 0.114 -0.092 0.000 -
0.034 -
0.002 0.099 -0.125 0.039 0.053 -0.058 0.040 -0.017 0.148 0.111 0.064 -0.356
-0.196
0.025 0.053 0.183 -
0.066
15 0.114 -0.092 0.000 -
0.034 -
0.002 -0.022 -0.129 -0.012 0.142 0.030 -0.163 0.849 -0.084 -0.118 -0.161 -0.556
-0.119
0.033 0.003 0.181 -
0.092
16 0.022 -0.029 0.018 -
0.038 0.023 -0.264 -0.367 0.879 -0.077 -0.190 0.239 -0.150 0.103 0.017 0.054 -0.199
-0.802
0.545 -
0.726 0.658 0.367
17 0.269 0.221 -0.931 0.216 0.268 -0.022 -0.129 -0.012 0.142 0.030 0.785 0.129 0.455 0.314 -0.716 -0.887 0.418 -
0.702 0.446
-0.517
0.340
18 0.114 -0.092 0.000 -
0.034 -
0.002 -0.022 -0.129 -0.012 0.142 0.030 -0.667 0.249 -0.663 0.396 0.425 0.133
-0.119
0.033 0.003 0.181 -
0.092
19 0.022 -0.029 0.018 -
0.038 0.023 -0.142 -0.134 -0.063 0.231 0.118 -0.852 0.029 0.276 0.187 0.220 -0.050
-0.043
0.040 -
0.046 0.178
-0.119
20 0.022 -0.029 0.018 -
0.038 0.023 -0.142 -0.134 -0.063 0.231 0.118 0.239 -0.150 0.103 0.017 0.054 -0.199
-0.043
0.040 -
0.046 0.178
-0.119
21 0.022 -0.029 0.018 -
0.038 0.023 -0.142 -0.134 -0.063 0.231 0.118 0.439 -0.283 0.058 -0.077 0.044 -0.042 0.168 0.258 0.178
-0.764
0.091
22 -
0.744 0.140 0.229 0.202 0.226 -0.022 -0.129 -0.012 0.142 0.030 0.544 0.583 0.727 -0.403 -0.523 -1.045
-0.119
0.033 0.003 0.181 -
0.092
23 0.022 -0.029 0.018 -
0.038 0.023 0.333 0.333 0.412 -0.500 -0.614 0.239 -0.150 0.103 0.017 0.054 -0.199 0.179 0.270 0.191 0.396
-1.036
24 0.352 0.149 0.237 -
0.999 0.234 0.695 0.575 -0.428 -0.369 -0.482 -0.667 0.249 -0.663 0.396 0.425 0.133
-0.417
-0.205
-0.184
-0.035
0.852
25 -
0.124 0.924 -0.238 0.931
-1.434
-0.141 -0.360 -0.201 -0.164 0.888 -0.478 -0.633 -0.446 -0.474 0.634 1.506 -
0.119 0.033 0.003 0.181
-0.092
26 0.022 -0.029 0.018 -
0.038 0.023 -0.142 -0.134 -0.063 0.231 0.118 0.799 0.145 -0.681 0.330 -0.702 0.313 0.389 0.488 0.415
-0.546
-0.827
27 0.022 -0.029 0.018 -
0.038 0.023 0.336 0.335 -0.719 -0.497 0.553 0.036 0.715 -0.130 -0.212 -0.171 -0.399
-0.043
0.040 -
0.046 0.178
-0.119
28 -
0.511 0.376 0.461 0.442
-0.739
-0.021 -0.356 -0.150 -0.253 0.800 -0.678 0.237 0.476 0.384 -0.730 0.122 0.103 0.262 0.240 0.399 -
1.009
29 -
1.215 0.921 -0.241 0.928
-0.242
0.695 0.575 -0.428 -0.369 -0.482 -1.066 0.145 0.305 -0.818 0.215 0.966 1.324 0.235 0.213 -
0.775 -
1.035
30 -
0.278 -0.646 0.693 0.681
-0.508
0.218 0.106 0.228 0.359 -0.916 0.386 0.394 -0.606 -0.582 -0.698 1.173 0.815 -
0.220 -
0.199 -
0.049 -
0.301
31 -
0.357 -0.569 -0.470 0.692 0.727 -0.257 -0.360 -0.248 1.091 -0.184 0.036 0.715 -0.130 -0.212 -0.171 -0.399 0.641 0.748
-0.517
-0.298
-0.577
32 0.740 0.698 -0.462 -
0.509 -
0.460 0.456 0.340 -0.668 -0.586 0.464 0.198 0.171 0.329 -0.794 0.238 -0.200 0.815
-0.220
-0.199
-0.049
-0.301
33 0.361 0.158 -0.949 0.220 0.243 -0.629 0.317 0.443 0.554 -0.721 -0.478 -0.633 0.706 0.610 0.635 -0.867 -
0.551 -
0.415 -
0.458 0.904 0.616
34 0.022 -0.029 0.018 -
0.038 0.023 0.098 0.102 0.176 0.448 -0.828 1.313 0.757 -1.241 -0.173 -0.132 -0.365 0.418
-0.702
0.446 -
0.517 0.340
35 -
1.990 1.082 1.156
-0.051
-0.048
-1.338 -0.607 -0.406 1.839 0.567 0.088 -1.067 0.204 1.249 -1.027 0.879 -
0.341 -
0.197 -
0.233 -
0.037 0.825
36 0.022 -0.029 0.018 -
0.038 0.023 -0.142 -0.134 -0.063 0.231 0.118 -0.310 0.303 -0.527 -0.603 0.590 0.445
-0.043
0.040 -
0.046 0.178
-0.119
37 0.361 0.158 -0.949 0.220 0.243 0.453 0.337 0.463 -0.589 -0.702 0.040 -0.017 0.148 0.111 0.064 -0.356 -
0.119 0.033 0.003 0.181
-0.092
38 0.100 -0.107 1.181 - - 0.344 -0.814 0.424 -0.490 0.561 -0.866 0.012 0.260 -0.912 0.205 1.123 - 0.545 - 0.658 0.367
0.048 1.212 0.802 0.726
39 0.114 -0.092 0.000 -
0.034 -
0.002 -0.022 -0.129 -0.012 0.142 0.030 0.397 0.037 0.284 -0.888 0.228 -0.043 0.091 0.250 0.228
-0.761
0.117
40 0.022 -0.029 0.018 -
0.038 0.023 -0.634 0.313 0.439 -0.611 0.440 0.411 0.054 0.300 0.211 0.244 -1.216 0.313 0.480 0.465
-0.543
-0.800
41 -
0.371 -0.583 0.711 0.677
-0.483
-0.142 -0.134 -0.063 0.231 0.118 -0.506 0.440 -0.479 -0.506 -0.541 1.478 0.168 0.258 0.178 -
0.764 0.091
42 -
0.598 0.444 0.484
-0.767
0.487 0.575 0.571 -0.479 -0.280 -0.394 0.054 -0.370 1.042 -0.192 -0.151 -0.382 0.891 -
0.212 -
0.249 -
0.052 -
0.327
43 -
0.166 0.569 -0.501
-0.505
0.681 -0.274 0.553 0.730 -0.483 -0.595 1.694 -0.634 -0.530 0.577 -0.624 0.052 0.739 -
0.227 -
0.149 -
0.046 -
0.274
44 0.115 -1.350 0.000 -
0.034 1.194 -0.642 1.462 -0.704 -0.619 0.432 -0.338 0.641 -0.285 -0.315 0.790 -0.729 0.132
-0.927
0.271 0.427 0.157
45 1.158 -0.450 -0.265 -
0.262 -
0.280 0.349 -1.036 0.290 0.281 0.170 -0.334 -0.092 -0.007 0.008 1.024 -0.685
-0.523
0.977 -
0.165 -
0.060 -
0.288
46 0.255 -1.051 0.250 0.202 0.254 -0.142 -0.134 -0.063 0.231 0.118 0.439 -0.283 0.058 -0.077 0.044 -0.042 -
0.043 0.040
-0.046
0.178 -
0.119
47 -
0.511 -0.882 0.461 0.442 0.457 -0.629 0.317 0.443 0.554 -0.721 -1.041 -0.196 0.059 -1.109 1.156 0.950
-0.908
0.507 0.493 0.632 -
0.774
48 0.978 0.939 -0.224 -
1.475 -
0.224 0.094 0.098 0.172 -0.717 0.332 1.300 -0.365 1.047 -1.270 0.998 -1.565 0.378 0.476 0.403
-1.706
0.300
49 0.114 -0.092 0.000 -
0.034 -
0.002 -0.022 -0.129 -0.012 0.142 0.030 0.082 -0.338 -0.078 0.922 -0.121 -0.355
-0.341
-0.197
-0.233
-0.037
0.825
50 0.114 -0.092 0.000 -
0.034 -
0.002 0.329 0.329 0.408 -1.665 0.546 -1.199 -0.383 -0.122 -0.204 0.981 0.794
-0.043
0.040 -
0.046 0.178
-0.119
51 -
0.837 0.203 0.247 0.198 0.251 -0.142 -0.134 -0.063 0.231 0.118 -0.852 0.029 0.276 0.187 0.220 -0.050
-0.803
-0.675
0.474 0.657 0.366
52 0.454 0.095 -0.967 0.224 0.218 0.334 0.106 0.275 -0.895 0.156 1.334 -1.062 0.209 0.170 0.122 -0.304 -
0.745 0.748
-0.402
-0.279
0.629
53 0.022 -0.029 0.018 -
0.038 0.023 -0.142 -0.134 -0.063 0.231 0.118 0.610 -0.079 0.255 0.117 0.234 -1.060
-0.043
0.040 -
0.046 0.178
-0.119
54 0.114 1.166 0.000 -
0.034 -
1.198 0.336 0.335 -0.719 -0.497 0.553 -0.506 0.440 -0.479 -0.506 -0.541 1.478
-0.119
0.033 0.003 0.181 -
0.092
55 0.352 0.149 0.237 -
0.999 0.234 0.456 0.340 -0.668 -0.586 0.464 -0.475 -0.629 0.709 0.613 -0.506 0.323
-0.090
-1.157
0.034 0.209 1.075
56 1.225 -0.069 -1.173 -
1.220 1.216 0.456 0.340 -0.668 -0.586 0.464 0.197 0.907 0.055 -1.114 -1.137 0.946 0.850
-0.254
0.907 -
1.241 -
0.368
57 0.207 -0.155 -0.018 -
0.030 -
0.027 0.099 -0.125 0.039 0.053 -0.058 0.040 -0.017 0.148 0.111 0.064 -0.356 0.564
-0.480
0.733 -
0.296 -
0.551
58 0.725 0.683 0.720 -
0.524 -
1.670 0.807 0.799 0.888 -1.231 -1.346 1.176 -0.513 -0.247 0.756 -1.428 0.686
-0.580
0.775 -
0.489 0.876
-0.551
59 0.022 -0.029 0.018 -
0.038 0.023 -0.022 -0.129 -0.012 0.142 0.030 0.239 -0.150 0.103 0.017 0.054 -0.199 0.891
-0.212
-0.249
-0.052
-0.327
60 0.022 -0.029 0.018 -
0.038 0.023 -0.142 -0.134 -0.063 0.231 0.118 -1.744 0.075 0.403 0.263 0.377 0.255
-0.043
0.040 -
0.046 0.178
-0.119
61 0.022 -0.029 0.018 -
0.038 0.023 0.336 0.335 -0.719 -0.497 0.553 0.039 0.719 -0.126 -0.208 -1.311 0.791
-0.043
0.040 -
0.046 0.178
-0.119
62 0.022 -0.029 0.018 -
0.038 0.023 -0.738 -0.833 0.403 0.654 0.542 -0.265 -0.750 -0.475 0.531 0.640 0.490 0.168 0.258 0.178
-0.764
0.091
Outer Model Residual Correlation
ATT.1 ATT.2 ATT.3 ATT.4 ATT.5 BIOU.1 BIOU.2 BIOU.3 BIOU.4 BIOU.5 PEOU.1 PEOU.2 PEOU.3 PEOU.4 PEOU.5 PEOU.6 PU.1 PU.2 PU.3 PU.4 PU.5
ATT.1 1.000 -
0.042 -
0.505 -
0.472 -
0.069 0.393 0.064 0.098 -0.391 -0.020 0.187 0.071 -0.064 -0.127 0.156 -0.197 -0.014 0.181 0.056 -0.168 -0.029
ATT.2 -
0.042 1.000
-0.182
-0.226
-0.455
0.203 0.009 -0.092 -0.145 0.060 0.083 -0.286 0.150 0.095 -0.209 0.152 0.204 0.073 0.024 -0.214 -0.071
ATT.3 -
0.505 -
0.182 1.000
-0.008
-0.338
-0.052 -0.158 0.013 0.093 0.067 -0.116 -0.047 -0.084 0.072 -0.129 0.261 -0.200 0.030 -0.286 0.260 0.129
ATT.4 -
0.472 -
0.226 -
0.008 1.000
-0.188
-0.317 -0.143 0.090 0.344 -0.063 -0.268 0.112 -0.090 -0.015 0.033 0.184 -0.064 0.129 -0.061 0.197 -0.200
ATT.5 -
0.069 -
0.455 -
0.338 -
0.188 1.000 -0.259 0.218 -0.117 0.137 -0.045 0.089 0.128 0.101 -0.013 0.126 -0.365 0.099 -0.404 0.272 -0.080 0.139
BIOU.1 0.393 0.203 -
0.052 -
0.317 -
0.259 1.000 0.199 -0.143 -0.531 -0.249 0.077 0.114 -0.089 -0.214 -0.081 0.155 0.160 0.064 -0.084 -0.044 -0.104
BIOU.2 0.064 0.009 -
0.158 -
0.143 0.218 0.199 1.000 -0.183 -0.541 -0.301 0.090 0.145 0.084 -0.198 -0.094 -0.027 0.238 -0.261 0.103 0.039 -0.108
BIOU.3 0.098 -
0.092 0.013 0.090
-0.117
-0.143 -0.183 1.000 0.032 -0.522 0.238 -0.360 -0.052 0.175 0.176 -0.144 -0.297 0.351 -0.244 0.248 -0.089
BIOU.4 -
0.391 -
0.145 0.093 0.344 0.137 -0.531 -0.541 0.032 1.000 -0.185 -0.053 -0.044 -0.137 0.283 0.018 -0.045 -0.055 -0.040 -0.022 -0.002 0.107
BIOU.5 -
0.020 0.060 0.067
-0.063
-0.045
-0.249 -0.301 -0.522 -0.185 1.000 -0.255 0.110 0.168 -0.094 -0.014 0.063 -0.036 -0.051 0.178 -0.184 0.124
PEOU.1 0.187 0.083 -
0.116 -
0.268 0.089 0.077 0.090 0.238 -0.053 -0.255 1.000 -0.183 -0.125 0.086 -0.310 -0.366 0.202 0.061 -0.045 -0.276 0.055
PEOU.2 0.071 -
0.286 -
0.047 0.112 0.128 0.114 0.145 -0.360 -0.044 0.110 -0.183 1.000 -0.125 -0.400 -0.251 -0.046 0.244 -0.101 0.266 -0.087 -0.259
PEOU.3 -
0.064 0.150
-0.084
-0.090
0.101 -0.089 0.084 -0.052 -0.137 0.168 -0.125 -0.125 1.000 -0.217 -0.035 -0.422 0.025 -0.007 0.026 0.005 -0.042
PEOU.4 -
0.127 0.095 0.072
-0.015
-0.013
-0.214 -0.198 0.175 0.283 -0.094 0.086 -0.400 -0.217 1.000 -0.212 -0.161 -0.226 -0.142 -0.263 0.252 0.298
PEOU.5 0.156 -
0.209 -
0.129 0.033 0.126 -0.081 -0.094 0.176 0.018 -0.014 -0.310 -0.251 -0.035 -0.212 1.000 -0.208 -0.218 0.083 0.023 0.025 0.092
PEOU.6 -
0.197 0.152 0.261 0.184
-0.365
0.155 -0.027 -0.144 -0.045 0.063 -0.366 -0.046 -0.422 -0.161 -0.208 1.000 -0.022 0.080 -0.019 0.075 -0.109
PU.1 -
0.014 0.204
-0.200
-0.064
0.099 0.160 0.238 -0.297 -0.055 -0.036 0.202 0.244 0.025 -0.226 -0.218 -0.022 1.000 -0.124 0.285 -0.602 -0.475
PU.2 0.181 0.073 0.030 0.129 -
0.404 0.064 -0.261 0.351 -0.040 -0.051 0.061 -0.101 -0.007 -0.142 0.083 0.080 -0.124 1.000 -0.306 -0.112 -0.441
PU.3 0.056 0.024 -
0.286 -
0.061 0.272 -0.084 0.103 -0.244 -0.022 0.178 -0.045 0.266 0.026 -0.263 0.023 -0.019 0.285 -0.306 1.000 -0.483 -0.287
PU.4 -
0.168 -
0.214 0.260 0.197
-0.080
-0.044 0.039 0.248 -0.002 -0.184 -0.276 -0.087 0.005 0.252 0.025 0.075 -0.602 -0.112 -0.483 1.000 0.071
PU.5 -
0.029 -
0.071 0.129
-0.200
0.139 -0.104 -0.108 -0.089 0.107 0.124 0.055 -0.259 -0.042 0.298 0.092 -0.109 -0.475 -0.441 -0.287 0.071 1.000
Outer Model Residual Descriptives
Mean Median Min Max Standard Deviation
Excess Kurtosis
Skewness Number of Observations Used
ATT.1 0.000 0.022 -1.990 1.225 0.500 3.897 -0.875 62.000
ATT.2 0.000 -0.029 -1.350 1.166 0.481 1.036 -0.037 62.000
ATT.3 0.000 0.018 -1.173 1.181 0.504 0.488 -0.231 62.000
ATT.4 0.000 -0.034 -1.475 0.939 0.455 2.034 -0.740 62.000
ATT.5 0.000 0.023 -1.670 1.216 0.513 2.591 -0.932 62.000
BIOU.1 0.000 -0.022 -1.338 0.807 0.402 0.911 -0.552 62.000
BIOU.2 0.000 -0.129 -1.036 1.462 0.436 1.238 0.220 62.000
BIOU.3 0.000 -0.012 -0.719 0.888 0.396 -0.336 0.003 62.000
BIOU.4 0.000 0.142 -1.665 1.839 0.556 1.719 0.038 62.000
BIOU.5 0.000 0.118 -1.775 0.976 0.553 0.663 -0.770 62.000
PEOU.1 0.000 0.040 -1.744 1.694 0.655 0.403 0.145 62.000
PEOU.2 0.000 -0.017 -1.067 0.907 0.439 -0.033 -0.110 62.000
PEOU.3 0.000 0.103 -1.542 1.047 0.499 0.933 -0.573 62.000
PEOU.4 0.000 0.017 -1.270 1.249 0.522 0.234 -0.225 62.000
PEOU.5 0.000 0.064 -1.428 1.156 0.549 0.263 -0.363 62.000
PEOU.6 0.000 -0.050 -1.565 1.506 0.666 0.019 0.359 62.000
PU.1 0.000 -0.043 -0.908 1.324 0.475 0.084 0.399 62.000
PU.2 0.000 0.040 -1.157 0.977 0.413 0.508 -0.223 62.000
PU.3 0.000 -0.046 -0.754 0.907 0.343 0.323 0.180 62.000
PU.4 0.000 0.178 -1.706 0.907 0.501 1.419 -0.754 62.000
PU.5 0.000 -0.092 -1.036 1.075 0.484 -0.112 0.009 62.000
Inner Model Residual Scores
Case ID Behavioral_Intention of Use
Perceived_Usefulness
1 0.058 -0.369
2 0.024 -0.068
3 0.393 0.100
4 0.102 -0.879
5 0.302 -0.672
6 0.274 -0.229
7 0.518 0.144
8 -0.357 -0.229
9 0.442 0.920
10 0.670 -0.663
11 -0.305 0.302
12 0.196 -0.193
13 0.333 0.390
14 -0.496 -0.662
15 0.157 0.452
16 -0.523 0.331
17 -0.746 -0.383
18 0.119 -0.087
19 0.256 1.046
20 0.244 0.885
21 0.277 -0.468
22 0.311 1.207
23 -0.156 0.633
24 -0.055 -1.165
25 -1.001 0.115
26 0.423 -0.336
27 -0.292 0.668
28 -1.882 -0.350
29 -0.602 0.592
30 0.739 -0.024
31 -0.131 -0.109
32 -0.043 -0.225
33 -0.484 0.607
34 0.215 0.181
35 -1.475 0.972
36 0.203 0.298
37 -0.237 0.668
38 0.495 0.477
39 0.217 -0.516
40 -0.673 -0.753
41 0.699 1.176
42 0.150 -0.375
43 0.110 -1.284
44 -0.205 -0.020
45 0.720 -0.781
46 0.268 -0.229
47 0.041 -1.007
48 0.617 0.214
49 -0.036 -0.362
50 0.234 0.676
51 0.615 0.492
52 0.248 -1.400
53 0.179 -0.045
54 0.901 0.085
55 -0.268 0.086
56 -0.568 -0.175
57 -0.238 -0.108
58 -0.129 -0.247
59 -0.550 -0.177
60 0.188 0.093
61 -0.292 0.672
62 -0.190 0.107
Inner Model Residual Correlation
Behavioral_Intention of Use
Perceived_Usefulness
Behavioral_Intention of Use
1.000 0.000
Perceived_Usefulness 0.000 1.000
Inner Model Residual Descriptives
Mean Median
Min Max
Standard Deviation
Excess Kurtosis
Skewness
Number of Observations Used
Behavioral_Intention of Use
0.000 0.119 -
1.882 0.901 0.506 2.606 -1.193 62.000
Perceived_Usefulness
0.000 -0.024 -
1.400 1.207 0.591 -0.216 -0.099 62.000
Quality Criteria
R Square
R Square
R Square Adjusted
Behavioral_Intention of Use
0.744 0.730
Perceived_Usefulness 0.651 0.645
f Square
Attitude Towards_Using
Behavioral_Intention of Use
Perceived Ease_of Use
Perceived_Usefulness
Attitude Towards_Using
0.142
Behavioral_Intention of Use
Perceived Ease_of Use 0.004 1.865
Perceived_Usefulness 0.202
Construct Reliability and Validity
Cronbach's Alpha
rho_A Composite Reliability
Average Variance Extracted (AVE)
Attitude Towards_Using 0.921 0.922 0.940 0.759
Behavioral_Intention of Use
0.927 0.928 0.945 0.775
Perceived Ease_of Use 0.907 0.918 0.929 0.685
Perceived_Usefulness 0.937 0.940 0.952 0.800
Discriminant Validity
Fornell-Larcker Criterion
Attitude Towards_Using
Behavioral_Intention of Use
Perceived Ease_of Use
Perceived_Usefulness
Attitude Towards_Using
0.871
Behavioral_Intention of Use
0.820 0.880
Perceived Ease_of Use 0.792 0.736 0.828
Perceived_Usefulness 0.843 0.834 0.807 0.895
Cross Loadings
Attitude Towards_Using
Behavioral_Intention of Use
Perceived Ease_of Use
Perceived_Usefulness
ATT.1 0.866 0.756 0.751 0.701
ATT.2 0.877 0.663 0.662 0.752
ATT.3 0.864 0.740 0.638 0.764
ATT.4 0.891 0.705 0.659 0.746
ATT.5 0.858 0.697 0.737 0.710
BIOU.1 0.715 0.916 0.615 0.704
BIOU.2 0.778 0.900 0.683 0.740
BIOU.3 0.730 0.918 0.709 0.754
BIOU.4 0.678 0.831 0.639 0.732
BIOU.5 0.702 0.833 0.586 0.739
PEOU.1 0.566 0.511 0.755 0.503
PEOU.2 0.807 0.753 0.898 0.779
PEOU.3 0.697 0.599 0.867 0.740
PEOU.4 0.638 0.546 0.853 0.667
PEOU.5 0.639 0.650 0.836 0.629
PEOU.6 0.549 0.558 0.746 0.648
PU.1 0.802 0.723 0.691 0.880
PU.2 0.767 0.774 0.759 0.911
PU.3 0.804 0.783 0.779 0.939
PU.4 0.703 0.687 0.679 0.865
PU.5 0.693 0.759 0.694 0.875
Heterotrait-Monotrait Ratio (HTMT)
Attitude Towards_Using
Behavioral_Intention of Use
Perceived Ease_of Use
Perceived_Usefulness
Attitude Towards_Using
Behavioral_Intention of Use
0.885
Perceived Ease_of Use 0.859 0.794
Perceived_Usefulness 0.908 0.894 0.866
Collinearity Statistics (VIF)
Outer VIF Values
VIF
ATT.1 2.974
ATT.2 3.179
ATT.3 2.838
ATT.4 3.383
ATT.5 2.750
BIOU.1 5.050
BIOU.2 4.334
BIOU.3 4.716
BIOU.4 2.689
BIOU.5 2.312
PEOU.1 2.111
PEOU.2 3.414
PEOU.3 3.047
PEOU.4 2.775
PEOU.5 2.474
PEOU.6 1.943
PU.1 4.613
PU.2 3.950
PU.3 6.549
PU.4 3.353
PU.5 3.269
Inner VIF Values
Attitude Towards_Using
Behavioral_Intention of Use
Perceived Ease_of Use
Perceived_Usefulness
Attitude Towards_Using
3.954
Behavioral_Intention of Use
Perceived Ease_of Use 3.272 1.000
Perceived_Usefulness 4.215
Model_Fit
Fit Summary
Saturated Model
Estimated Model
SRMR 0.064 0.087
d_ULS 0.936 1.753
d_G 1.194 1.332
Chi-Square
367.432 382.645
NFI 0.756 0.746
rms Theta
rms Theta 0.202
Model Selection Criteria
AIC (Akaike's Information Criterion)
AICu (Unbiased Akaikes Information Criterion
AICc (Corrected Akaikes Information Criterion)
BIC (Bayesian Information Criteria)
HQ (Hannan Quinn Criterion)
HQc (Corrected Hannan-Quinn Criterion)
Behavioral_Intention of Use
-77.389 -73.254 -12.317 -68.880 -74.048 -72.833
Perceived_Usefulness -62.269 -60.236 2.145 -58.014 -60.598 -60.207
Interim Results
Stop Criterion Changes
ATT.1
ATT.2
ATT.3
ATT.4
ATT.5
BIOU.1
BIOU.2
BIOU.3
BIOU.4
BIOU.5
PEOU.1
PEOU.2
PEOU.3
PEOU.4
PEOU.5
PEOU.6
PU.1 PU.2 PU.3 PU.4 PU.5
Iteration 0
0.230 0.230 0.230 0.230 0.230 0.227 0.227 0.227 0.227 0.227 0.202 0.202 0.202 0.202 0.202 0.202 0.224 0.22
4 0.22
4 0.22
4 0.22
4
Iteration 1
0.243 0.214 0.239 0.227 0.225 0.221 0.237 0.233 0.221 0.224 0.160 0.243 0.213 0.193 0.202 0.192 0.215 0.23
4 0.23
8 0.20
8 0.22
2
Iteration 2
0.244 0.214 0.239 0.227 0.225 0.221 0.237 0.233 0.221 0.224 0.160 0.243 0.213 0.193 0.202 0.192 0.215 0.23
4 0.23
8 0.20
8 0.22
2
Iteration 3
0.244 0.214 0.239 0.227 0.225 0.221 0.237 0.233 0.221 0.224 0.160 0.243 0.213 0.193 0.202 0.192 0.215 0.23
4 0.23
8 0.20
8 0.22
2
Iteration 4
0.244 0.214 0.239 0.227 0.225 0.221 0.237 0.233 0.221 0.224 0.160 0.243 0.213 0.193 0.202 0.192 0.215 0.23
4 0.23
8 0.20
8 0.22
2
Iteration 5
0.244 0.214 0.239 0.227 0.225 0.221 0.237 0.233 0.221 0.224 0.160 0.243 0.213 0.193 0.202 0.192 0.215 0.23
4 0.23
8 0.20
8 0.22
2
Base Data
Setting
Data file Settings
Data file DATAFIX_KUESIONERR [62 records]
Missing value marker none
Data Setup Settings
Algorithm to handle missing data None
Weighting Vector -
PLS Algorithm Settings
Data metric Mean 0, Var 1
Initial Weights 1.0
Max. number of iterations 300
Stop criterion 7
Use Lohmoeller settings? No
Weighting scheme Path
Construct Outer Weighting Mode Settings
Attitude Towards_Using Automatic
Behavioral_Intention of Use Automatic
Perceived Ease_of Use Automatic
Perceived_Usefulness Automatic
Inner Model
Attitude Towards_Using
Behavioral_Intention of Use
Perceived Ease_of Use
Perceived_Usefulness
Attitude Towards_Using 1.000
Behavioral_Intention of Use
Perceived Ease_of Use 1.000 1.000
Perceived_Usefulness 1.000
Outer Model
Attitude Towards_Using
Behavioral_Intention of Use
Perceived Ease_of Use
Perceived_Usefulness
ATT.1 -1.000
ATT.2 -1.000
ATT.3 -1.000
ATT.4 -1.000
ATT.5 -1.000
BIOU.1 -1.000
BIOU.2 -1.000
BIOU.3 -1.000
BIOU.4 -1.000
BIOU.5 -1.000
PEOU.1 -1.000
PEOU.2 -1.000
PEOU.3 -1.000
PEOU.4 -1.000
PEOU.5 -1.000
PEOU.6 -1.000
PU.1 -1.000
PU.2 -1.000
PU.3 -1.000
PU.4 -1.000
PU.5 -1.000
Indicator Data (Original)
Case ID ATT.1 ATT.2 ATT.3 ATT.4 ATT.5 BIOU.1 BIOU.2 BIOU.3 BIOU.4 BIOU.5 PEOU.1 PEOU.2 PEOU.3 PEOU.4 PEOU.5 PEOU.6 PU.1 PU.2 PU.3 PU.4 PU.5
1 4.000 4.000 5.000 5.000 5.000 4.000 5.000 5.000 4.000 4.000 4.000 5.000 5.000 4.000 4.000 4.000 4.000 4.000 4.000 5.000 5.000
2 5.000 5.000 4.000 5.000 5.000 5.000 5.000 5.000 5.000 4.000 4.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000
3 4.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 5.000 3.000 4.000 3.000 4.000 3.000 4.000 4.000 4.000 4.000 4.000 4.000
4 2.000 2.000 2.000 3.000 2.000 2.000 2.000 2.000 3.000 2.000 2.000 2.000 2.000 2.000 2.000 2.000 2.000 2.000 2.000 2.000 2.000
5 3.000 3.000 4.000 3.000 4.000 4.000 3.000 4.000 4.000 3.000 4.000 3.000 2.000 4.000 4.000 4.000 3.000 3.000 3.000 4.000 4.000
6 5.000 5.000 4.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000
7 3.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 3.000 3.000 3.000 3.000 3.000 3.000 4.000 3.000 4.000 3.000 4.000
8 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 3.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000
9 4.000 4.000 5.000 4.000 4.000 5.000 4.000 4.000 4.000 5.000 3.000 3.000 3.000 3.000 3.000 3.000 4.000 4.000 4.000 4.000 5.000
10 5.000 5.000 4.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 4.000 5.000 4.000 5.000 5.000 5.000 4.000 4.000 5.000 4.000 5.000
11 5.000 5.000 5.000 5.000 5.000 4.000 4.000 5.000 5.000 5.000 4.000 5.000 5.000 5.000 4.000 4.000 5.000 5.000 5.000 5.000 5.000
12 4.000 4.000 5.000 5.000 5.000 4.000 5.000 4.000 4.000 5.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 5.000
13 5.000 5.000 5.000 5.000 4.000 5.000 5.000 5.000 5.000 4.000 4.000 4.000 3.000 5.000 4.000 4.000 5.000 5.000 4.000 4.000 5.000
14 4.000 4.000 4.000 4.000 4.000 3.000 3.000 3.000 3.000 3.000 3.000 3.000 3.000 3.000 3.000 3.000 3.000 3.000 3.000 3.000 3.000
15 4.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 3.000 4.000 3.000 3.000 3.000 3.000 4.000 4.000 4.000 4.000 4.000
16 5.000 5.000 5.000 5.000 5.000 4.000 4.000 5.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 5.000 4.000 5.000 5.000
17 5.000 5.000 4.000 5.000 5.000 4.000 4.000 4.000 4.000 4.000 5.000 5.000 5.000 5.000 4.000 4.000 5.000 4.000 5.000 4.000 5.000
18 4.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 3.000 4.000 3.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000
19 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 3.000 4.000 4.000 4.000 4.000 4.000 5.000 5.000 5.000 5.000 5.000
20 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 4.000 4.000 4.000 4.000 4.000 4.000 5.000 5.000 5.000 5.000 5.000
21 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 4.000 5.000
22 3.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 3.000 3.000 3.000 2.000 2.000 2.000 4.000 4.000 4.000 4.000 4.000
23 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 5.000 5.000 5.000 5.000 4.000
24 4.000 4.000 4.000 3.000 4.000 4.000 4.000 3.000 3.000 3.000 3.000 4.000 3.000 4.000 4.000 4.000 3.000 3.000 3.000 3.000 4.000
25 4.000 5.000 4.000 5.000 3.000 3.000 3.000 3.000 3.000 4.000 3.000 3.000 3.000 3.000 4.000 5.000 4.000 4.000 4.000 4.000 4.000
26 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 4.000 5.000 4.000 5.000 5.000 5.000 5.000 4.000 4.000
27 5.000 5.000 5.000 5.000 5.000 5.000 5.000 4.000 4.000 5.000 4.000 5.000 4.000 4.000 4.000 4.000 5.000 5.000 5.000 5.000 5.000
28 3.000 4.000 4.000 4.000 3.000 2.000 2.000 2.000 2.000 3.000 3.000 4.000 4.000 4.000 3.000 4.000 4.000 4.000 4.000 4.000 3.000
29 3.000 5.000 4.000 5.000 4.000 4.000 4.000 3.000 3.000 3.000 2.000 3.000 3.000 2.000 3.000 4.000 5.000 4.000 4.000 3.000 3.000
30 3.000 3.000 4.000 4.000 3.000 4.000 4.000 4.000 4.000 3.000 3.000 3.000 2.000 2.000 2.000 4.000 4.000 3.000 3.000 3.000 3.000
31 4.000 4.000 4.000 5.000 5.000 4.000 4.000 4.000 5.000 4.000 4.000 5.000 4.000 4.000 4.000 4.000 5.000 5.000 4.000 4.000 4.000
32 5.000 5.000 4.000 4.000 4.000 4.000 4.000 3.000 3.000 4.000 3.000 3.000 3.000 2.000 3.000 3.000 4.000 3.000 3.000 3.000 3.000
33 4.000 4.000 3.000 4.000 4.000 3.000 4.000 4.000 4.000 3.000 3.000 3.000 4.000 4.000 4.000 3.000 4.000 4.000 4.000 5.000 5.000
34 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 4.000 5.000 5.000 3.000 4.000 4.000 4.000 5.000 4.000 5.000 4.000 5.000
35 1.000 4.000 4.000 3.000 3.000 1.000 2.000 2.000 4.000 3.000 3.000 2.000 3.000 4.000 2.000 4.000 4.000 4.000 4.000 4.000 5.000
36 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 4.000 5.000 4.000 4.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000
37 4.000 4.000 3.000 4.000 4.000 4.000 4.000 4.000 3.000 3.000 3.000 3.000 3.000 3.000 3.000 3.000 4.000 4.000 4.000 4.000 4.000
38 4.000 4.000 5.000 4.000 3.000 5.000 4.000 5.000 4.000 5.000 3.000 4.000 4.000 3.000 4.000 5.000 4.000 5.000 4.000 5.000 5.000
39 4.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 3.000 4.000 4.000 4.000 4.000 4.000 3.000 4.000
40 5.000 5.000 5.000 5.000 5.000 3.000 4.000 4.000 3.000 4.000 4.000 4.000 4.000 4.000 4.000 3.000 4.000 4.000 4.000 3.000 3.000
41 4.000 4.000 5.000 5.000 4.000 5.000 5.000 5.000 5.000 5.000 3.000 4.000 3.000 3.000 3.000 5.000 5.000 5.000 5.000 4.000 5.000
42 4.000 5.000 5.000 4.000 5.000 5.000 5.000 4.000 4.000 4.000 4.000 4.000 5.000 4.000 4.000 4.000 5.000 4.000 4.000 4.000 4.000
43 2.000 3.000 2.000 2.000 3.000 2.000 3.000 3.000 2.000 2.000 4.000 2.000 2.000 3.000 2.000 3.000 3.000 2.000 2.000 2.000 2.000
44 4.000 3.000 4.000 4.000 5.000 3.000 5.000 3.000 3.000 4.000 3.000 4.000 3.000 3.000 4.000 3.000 4.000 3.000 4.000 4.000 4.000
45 3.000 2.000 2.000 2.000 2.000 3.000 2.000 3.000 3.000 3.000 2.000 2.000 2.000 2.000 3.000 2.000 2.000 3.000 2.000 2.000 2.000
46 5.000 4.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000
47 3.000 3.000 4.000 4.000 4.000 3.000 4.000 4.000 4.000 3.000 3.000 4.000 4.000 3.000 5.000 5.000 3.000 4.000 4.000 4.000 3.000
48 5.000 5.000 4.000 3.000 4.000 5.000 5.000 5.000 4.000 5.000 5.000 4.000 5.000 3.000 5.000 3.000 5.000 5.000 5.000 3.000 5.000
49 4.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 5.000 4.000 4.000 4.000 4.000 4.000 4.000 5.000
50 4.000 4.000 4.000 4.000 4.000 5.000 5.000 5.000 3.000 5.000 3.000 4.000 4.000 4.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000
51 4.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 3.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 5.000 5.000 5.000
52 3.000 3.000 2.000 3.000 3.000 3.000 3.000 3.000 2.000 3.000 4.000 2.000 3.000 3.000 3.000 3.000 2.000 3.000 2.000 2.000 3.000
53 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 4.000 5.000 5.000 5.000 5.000 5.000
54 4.000 5.000 4.000 4.000 3.000 5.000 5.000 4.000 4.000 5.000 3.000 4.000 3.000 3.000 3.000 5.000 4.000 4.000 4.000 4.000 4.000
55 4.000 4.000 4.000 3.000 4.000 4.000 4.000 3.000 3.000 4.000 3.000 3.000 4.000 4.000 3.000 4.000 4.000 3.000 4.000 4.000 5.000
56 5.000 4.000 3.000 3.000 5.000 4.000 4.000 3.000 3.000 4.000 4.000 5.000 4.000 3.000 3.000 5.000 5.000 4.000 5.000 3.000 4.000
57 3.000 3.000 3.000 3.000 3.000 3.000 3.000 3.000 3.000 3.000 3.000 3.000 3.000 3.000 3.000 3.000 4.000 3.000 4.000 3.000 3.000
58 5.000 5.000 5.000 4.000 3.000 5.000 5.000 5.000 3.000 3.000 5.000 4.000 4.000 5.000 3.000 5.000 4.000 5.000 4.000 5.000 4.000
59 5.000 5.000 5.000 5.000 5.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 4.000 5.000 4.000 4.000 4.000 4.000
60 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 3.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000 5.000
61 5.000 5.000 5.000 5.000 5.000 5.000 5.000 4.000 4.000 5.000 4.000 5.000 4.000 4.000 3.000 5.000 5.000 5.000 5.000 5.000 5.000
62 5.000 5.000 5.000 5.000 5.000 4.000 4.000 5.000 5.000 5.000 4.000 4.000 4.000 5.000 5.000 5.000 5.000 5.000 5.000 4.000 5.000
MV Descriptives
Mean Median Min Max Standard Deviation
Excess Kurtosis
Skewness Number of Observations Used
ATT.1 4.161 4.000 1.000 5.000 0.919 1.140 -1.098 62.000
ATT.2 4.306 4.000 2.000 5.000 0.795 0.536 -1.014 62.000
ATT.3 4.242 4.000 2.000 5.000 0.836 1.125 -1.169 62.000
ATT.4 4.274 4.000 2.000 5.000 0.826 0.063 -0.911 62.000
ATT.5 4.242 4.000 2.000 5.000 0.836 -0.149 -0.830 62.000
BIOU.1 4.129 4.000 1.000 5.000 0.942 1.014 -1.097 62.000
BIOU.2 4.210 4.000 2.000 5.000 0.864 0.581 -1.043 62.000
BIOU.3 4.113 4.000 2.000 5.000 0.882 -0.440 -0.661 62.000
BIOU.4 3.968 4.000 2.000 5.000 0.861 -0.611 -0.403 62.000
BIOU.5 4.065 4.000 2.000 5.000 0.859 -0.798 -0.440 62.000
PEOU.1 3.645 4.000 2.000 5.000 0.805 -0.631 0.176 62.000
PEOU.2 3.919 4.000 2.000 5.000 0.903 -0.480 -0.510 62.000
PEOU.3 3.710 4.000 2.000 5.000 0.869 -0.654 -0.145 62.000
PEOU.4 3.774 4.000 2.000 5.000 0.923 -0.755 -0.284 62.000
PEOU.5 3.758 4.000 2.000 5.000 0.874 -0.612 -0.241 62.000
PEOU.6 4.000 4.000 2.000 5.000 0.842 -0.372 -0.498 62.000
PU.1 4.258 4.000 2.000 5.000 0.802 1.031 -1.088 62.000
PU.2 4.145 4.000 2.000 5.000 0.820 -0.284 -0.640 62.000
PU.3 4.177 4.000 2.000 5.000 0.833 0.861 -1.036 62.000
PU.4 4.016 4.000 2.000 5.000 0.871 -0.209 -0.633 62.000
PU.5 4.258 5.000 2.000 5.000 0.879 0.078 -0.978 62.000
Indicator Data (Standardized)
Case ID ATT.1 ATT.2 ATT.3 ATT.4 ATT.5 BIOU.1 BIOU.2 BIOU.3 BIOU.4 BIOU.5 PEOU.1 PEOU.2 PEOU.3 PEOU.4 PEOU.5 PEOU.6 PU.1 PU.2 PU.3 PU.4 PU.5
1 -0.175 -0.386 0.906 0.878 0.906 -0.137 0.915 1.006 0.037 -0.075 0.441 1.196 1.486 0.245 0.277 -
0.322 -
0.177 -
0.213 1.130 0.844
2 0.912 0.872 -0.289 0.878 0.906 0.925 0.915 1.006 1.199 -0.075 0.441 1.196 1.486 1.328 1.421 1.187 0.925 1.042 0.987 1.130 0.844
3 -0.175 -0.386 -0.289 -0.332 -0.289 -0.137 -0.243 -0.128 0.037 1.089 -0.801 0.089 -0.817 0.245 -0.867 -
0.322 -
0.177 -
0.213 -
0.019 -
0.294
4 -2.351 -2.901 -2.681 -1.542 -2.681 -2.261 -2.558 -2.396 -1.124 -2.404 -2.043 -2.125 -1.968 -1.922 -2.011 -2.374 -
2.816 -
2.616 -
2.613 -
2.316 -
2.570
5 -1.263 -1.644 -0.289 -1.542 -0.289 -0.137 -1.400 -0.128 0.037 -1.239 0.441 -1.018 -1.968 0.245 0.277 -
1.569 -
1.396 -
1.413 -
0.019 -
0.294
6 0.912 0.872 -0.289 0.878 0.906 0.925 0.915 1.006 1.199 1.089 1.683 1.196 1.486 1.328 1.421 1.187 0.925 1.042 0.987 1.130 0.844
7 -1.263 -0.386 -0.289 -0.332 -0.289 -0.137 -0.243 -0.128 0.037 -0.075 -0.801 -1.018 -0.817 -0.839 -0.867 -1.187 -
0.322 -
1.396 -
0.213 -
1.167 -
0.294
8 0.912 0.872 0.906 0.878 0.906 0.925 0.915 1.006 1.199 -1.239 1.683 1.196 1.486 1.328 1.421 1.187 0.925 1.042 0.987 1.130 0.844
9 -0.175 -0.386 0.906 -0.332 -0.289 0.925 -0.243 -0.128 0.037 1.089 -0.801 -1.018 -0.817 -0.839 -0.867 -1.187 -
0.322 -
0.177 -
0.213 -
0.019 0.844
10 0.912 0.872 -0.289 0.878 0.906 0.925 0.915 1.006 1.199 1.089 0.441 1.196 0.334 1.328 1.421 1.187 -
0.322 -
0.177 0.987
-0.019
0.844
11 0.912 0.872 0.906 0.878 0.906 -0.137 -0.243 1.006 1.199 1.089 0.441 1.196 1.486 1.328 0.277 0.925 1.042 0.987 1.130 0.844
12 -0.175 -0.386 0.906 0.878 0.906 -0.137 0.915 -0.128 0.037 1.089 0.441 0.089 0.334 0.245 0.277 -
0.322 -
0.177 -
0.213 -
0.019 0.844
13 0.912 0.872 0.906 0.878 -0.289 0.925 0.915 1.006 1.199 -0.075 0.441 0.089 -0.817 1.328 0.277 0.925 1.042 -
0.213 -
0.019 0.844
14 -0.175 -0.386 -0.289 -0.332 -0.289 -1.199 -1.400 -1.262 -1.124 -1.239 -0.801 -1.018 -0.817 -0.839 -0.867 -1.187 -
1.569 -
1.396 -
1.413 -
1.167 -
1.432
15 -0.175 -0.386 -0.289 -0.332 -0.289 -0.137 -0.243 -0.128 0.037 -0.075 -0.801 0.089 -0.817 -0.839 -0.867 -1.187 -
0.322 -
0.177 -
0.213 -
0.019 -
0.294
16 0.912 0.872 0.906 0.878 0.906 -0.137 -0.243 1.006 0.037 -0.075 0.441 0.089 0.334 0.245 0.277 -
0.322 1.042
-0.213
1.130 0.844
17 0.912 0.872 -0.289 0.878 0.906 -0.137 -0.243 -0.128 0.037 -0.075 1.683 1.196 1.486 1.328 0.277 0.925 -
0.177 0.987
-0.019
0.844
18 -0.175 -0.386 -0.289 -0.332 -0.289 -0.137 -0.243 -0.128 0.037 -0.075 -0.801 0.089 -0.817 0.245 0.277 -
0.322 -
0.177 -
0.213 -
0.019 -
0.294
19 0.912 0.872 0.906 0.878 0.906 0.925 0.915 1.006 1.199 1.089 -0.801 0.089 0.334 0.245 0.277 0.925 1.042 0.987 1.130 0.844
20 0.912 0.872 0.906 0.878 0.906 0.925 0.915 1.006 1.199 1.089 0.441 0.089 0.334 0.245 0.277 0.925 1.042 0.987 1.130 0.844
21 0.912 0.872 0.906 0.878 0.906 0.925 0.915 1.006 1.199 1.089 1.683 1.196 1.486 1.328 1.421 1.187 0.925 1.042 0.987 -
0.019 0.844
22 -1.263 -0.386 -0.289 -0.332 -0.289 -0.137 -0.243 -0.128 0.037 -0.075 -0.801 -1.018 -0.817 -1.922 -2.011 -2.374 -
0.322 -
0.177 -
0.213 -
0.019 -
0.294
23 0.912 0.872 0.906 0.878 0.906 0.925 0.915 1.006 0.037 -0.075 0.441 0.089 0.334 0.245 0.277 0.925 1.042 0.987 1.130 -
0.294
24 -0.175 -0.386 -0.289 -1.542 -0.289 -0.137 -0.243 -1.262 -1.124 -1.239 -0.801 0.089 -0.817 0.245 0.277 -
1.569 -
1.396 -
1.413 -
1.167 -
0.294
25 -0.175 0.872 -0.289 0.878 -1.485 -1.199 -1.400 -1.262 -1.124 -0.075 -0.801 -1.018 -0.817 -0.839 0.277 1.187 -
0.322 -
0.177 -
0.213 -
0.019 -
0.294
26 0.912 0.872 0.906 0.878 0.906 0.925 0.915 1.006 1.199 1.089 1.683 1.196 0.334 1.328 0.277 1.187 0.925 1.042 0.987 -
0.019 -
0.294
27 0.912 0.872 0.906 0.878 0.906 0.925 0.915 -0.128 0.037 1.089 0.441 1.196 0.334 0.245 0.277 0.925 1.042 0.987 1.130 0.844
28 -1.263 -0.386 -0.289 -0.332 -1.485 -2.261 -2.558 -2.396 -2.286 -1.239 -0.801 0.089 0.334 0.245 -0.867 -
0.322 -
0.177 -
0.213 -
0.019 -
1.432
29 -1.263 0.872 -0.289 0.878 -0.289 -0.137 -0.243 -1.262 -1.124 -1.239 -2.043 -1.018 -0.817 -1.922 -0.867 0.925 -
0.177 -
0.213 -
1.167 -
1.432
30 -1.263 -1.644 -0.289 -0.332 -1.485 -0.137 -0.243 -0.128 0.037 -1.239 -0.801 -1.018 -1.968 -1.922 -2.011 -
0.322 -
1.396 -
1.413 -
1.167 -
1.432
31 -0.175 -0.386 -0.289 0.878 0.906 -0.137 -0.243 -0.128 1.199 -0.075 0.441 1.196 0.334 0.245 0.277 0.925 1.042 -
0.213 -
0.019 -
0.294
32 0.912 0.872 -0.289 -0.332 -0.289 -0.137 -0.243 -1.262 -1.124 -0.075 -0.801 -1.018 -0.817 -1.922 -0.867 -1.187 -
0.322 -
1.396 -
1.413 -
1.167 -
1.432
33 -0.175 -0.386 -1.485 -0.332 -0.289 -1.199 -0.243 -0.128 0.037 -1.239 -0.801 -1.018 0.334 0.245 0.277 -1.187 -
0.322 -
0.177 -
0.213 1.130 0.844
34 0.912 0.872 0.906 0.878 0.906 0.925 0.915 1.006 1.199 -0.075 1.683 1.196 -0.817 0.245 0.277 0.925 -
0.177 0.987
-0.019
0.844
35 -3.439 -0.386 -0.289 -1.542 -1.485 -3.323 -2.558 -2.396 0.037 -1.239 -0.801 -2.125 -0.817 0.245 -2.011 -
0.322 -
0.177 -
0.213 -
0.019 0.844
36 0.912 0.872 0.906 0.878 0.906 0.925 0.915 1.006 1.199 1.089 0.441 1.196 0.334 0.245 1.421 1.187 0.925 1.042 0.987 1.130 0.844
37 -0.175 -0.386 -1.485 -0.332 -0.289 -0.137 -0.243 -0.128 -1.124 -1.239 -0.801 -1.018 -0.817 -0.839 -0.867 -1.187 -
0.322 -
0.177 -
0.213 -
0.019 -
0.294
38 -0.175 -0.386 0.906 -0.332 -1.485 0.925 -0.243 1.006 0.037 1.089 -0.801 0.089 0.334 -0.839 0.277 1.187 -
0.322 1.042
-0.213
1.130 0.844
39 -0.175 -0.386 -0.289 -0.332 -0.289 -0.137 -0.243 -0.128 0.037 -0.075 0.441 0.089 0.334 -0.839 0.277 -
0.322 -
0.177 -
0.213 -
1.167 -
0.294
40 0.912 0.872 0.906 0.878 0.906 -1.199 -0.243 -0.128 -1.124 -0.075 0.441 0.089 0.334 0.245 0.277 -1.187 -
0.322 -
0.177 -
0.213 -
1.167 -
1.432
41 -0.175 -0.386 0.906 0.878 -0.289 0.925 0.915 1.006 1.199 1.089 -0.801 0.089 -0.817 -0.839 -0.867 1.187 0.925 1.042 0.987 -
0.019 0.844
42 -0.175 0.872 0.906 -0.332 0.906 0.925 0.915 -0.128 0.037 -0.075 0.441 0.089 1.486 0.245 0.277 0.925 -
0.177 -
0.213 -
0.019 -
0.294
43 -2.351 -1.644 -2.681 -2.752 -1.485 -2.261 -1.400 -1.262 -2.286 -2.404 0.441 -2.125 -1.968 -0.839 -2.011 -1.187 -
1.569 -
2.616 -
2.613 -
2.316 -
2.570
44 -0.175 -1.644 -0.289 -0.332 0.906 -1.199 0.915 -1.262 -1.124 -0.075 -0.801 0.089 -0.817 -0.839 0.277 -1.187 -
0.322 -
1.396 -
0.213 -
0.019 -
0.294
45 -1.263 -2.901 -2.681 -2.752 -2.681 -1.199 -2.558 -1.262 -1.124 -1.239 -2.043 -2.125 -1.968 -1.922 -0.867 -2.374 -
2.816 -
1.396 -
2.613 -
2.316 -
2.570
46 0.912 -0.386 0.906 0.878 0.906 0.925 0.915 1.006 1.199 1.089 1.683 1.196 1.486 1.328 1.421 1.187 0.925 1.042 0.987 1.130 0.844
47 -1.263 -1.644 -0.289 -0.332 -0.289 -1.199 -0.243 -0.128 0.037 -1.239 -0.801 0.089 0.334 -0.839 1.421 1.187 -
1.569 -
0.177 -
0.213 -
0.019 -
1.432
48 0.912 0.872 -0.289 -1.542 -0.289 0.925 0.915 1.006 0.037 1.089 1.683 0.089 1.486 -0.839 1.421 -1.187 0.925 1.042 0.987 -
1.167 0.844
49 -0.175 -0.386 -0.289 -0.332 -0.289 -0.137 -0.243 -0.128 0.037 -0.075 0.441 0.089 0.334 1.328 0.277 -
0.322 -
0.177 -
0.213 -
0.019 0.844
50 -0.175 -0.386 -0.289 -0.332 -0.289 0.925 0.915 1.006 -1.124 1.089 -0.801 0.089 0.334 0.245 1.421 1.187 0.925 1.042 0.987 1.130 0.844
51 -0.175 0.872 0.906 0.878 0.906 0.925 0.915 1.006 1.199 1.089 -0.801 0.089 0.334 0.245 0.277 -
0.322 -
0.177 0.987 1.130 0.844
52 -1.263 -1.644 -2.681 -1.542 -1.485 -1.199 -1.400 -1.262 -2.286 -1.239 0.441 -2.125 -0.817 -0.839 -0.867 -1.187 -
2.816 -
1.396 -
2.613 -
2.316 -
1.432
53 0.912 0.872 0.906 0.878 0.906 0.925 0.915 1.006 1.199 1.089 1.683 1.196 1.486 1.328 1.421 0.925 1.042 0.987 1.130 0.844
54 -0.175 0.872 -0.289 -0.332 -1.485 0.925 0.915 -0.128 0.037 1.089 -0.801 0.089 -0.817 -0.839 -0.867 1.187 -
0.322 -
0.177 -
0.213 -
0.019 -
0.294
55 -0.175 -0.386 -0.289 -1.542 -0.289 -0.137 -0.243 -1.262 -1.124 -0.075 -0.801 -1.018 0.334 0.245 -0.867 -
0.322 -
1.396 -
0.213 -
0.019 0.844
56 0.912 -0.386 -1.485 -1.542 0.906 -0.137 -0.243 -1.262 -1.124 -0.075 0.441 1.196 0.334 -0.839 -0.867 1.187 0.925 -
0.177 0.987
-1.167
-0.294
57 -1.263 -1.644 -1.485 -1.542 -1.485 -1.199 -1.400 -1.262 -1.124 -1.239 -0.801 -1.018 -0.817 -0.839 -0.867 -1.187 -
0.322 -
1.396 -
0.213 -
1.167 -
1.432
58 0.912 0.872 0.906 -0.332 -1.485 0.925 0.915 1.006 -1.124 -1.239 1.683 0.089 0.334 1.328 -0.867 1.187 -
0.322 1.042
-0.213
1.130 -
0.294
59 0.912 0.872 0.906 0.878 0.906 -0.137 -0.243 -0.128 0.037 -0.075 0.441 0.089 0.334 0.245 0.277 0.925 - - - -
0.177 0.213 0.019 0.294
60 0.912 0.872 0.906 0.878 0.906 0.925 0.915 1.006 1.199 1.089 -0.801 1.196 1.486 1.328 1.421 1.187 0.925 1.042 0.987 1.130 0.844
61 0.912 0.872 0.906 0.878 0.906 0.925 0.915 -0.128 0.037 1.089 0.441 1.196 0.334 0.245 -0.867 1.187 0.925 1.042 0.987 1.130 0.844
62 0.912 0.872 0.906 0.878 0.906 -0.137 -0.243 1.006 1.199 1.089 0.441 0.089 0.334 1.328 1.421 1.187 0.925 1.042 0.987 -
0.019 0.844
Empirical Correlation Matrix
ATT.1 ATT.2 ATT.3 ATT.4 ATT.5 BIOU.1 BIOU.2 BIOU.3 BIOU.4 BIOU.5 PEOU.1 PEOU.2 PEOU.3 PEOU.4 PEOU.5 PEOU.6 PU.1 PU.2 PU.3 PU.4 PU.5
ATT.1 1.000 0.749 0.621 0.664 0.725 0.740 0.729 0.694 0.516 0.641 0.600 0.773 0.644 0.575 0.651 0.458 0.666 0.675 0.679 0.541 0.568
ATT.2 0.749 1.000 0.713 0.731 0.641 0.615 0.635 0.572 0.509 0.585 0.498 0.618 0.619 0.556 0.478 0.506 0.762 0.699 0.721 0.576 0.603
ATT.3 0.621 0.713 1.000 0.767 0.654 0.636 0.666 0.663 0.638 0.652 0.415 0.645 0.541 0.530 0.477 0.527 0.676 0.701 0.679 0.704 0.661
ATT.4 0.664 0.731 0.767 1.000 0.721 0.556 0.642 0.644 0.670 0.589 0.389 0.699 0.560 0.525 0.538 0.510 0.696 0.703 0.702 0.666 0.569
ATT.5 0.725 0.641 0.654 0.721 1.000 0.554 0.711 0.597 0.616 0.584 0.559 0.773 0.674 0.593 0.632 0.389 0.700 0.560 0.725 0.571 0.617
BIOU.1 0.740 0.615 0.636 0.556 0.554 1.000 0.859 0.818 0.642 0.708 0.443 0.657 0.480 0.405 0.528 0.508 0.639 0.665 0.649 0.568 0.623
BIOU.2 0.729 0.635 0.666 0.642 0.711 0.859 1.000 0.795 0.616 0.677 0.501 0.724 0.575 0.464 0.580 0.510 0.690 0.640 0.710 0.617 0.651
BIOU.3 0.694 0.572 0.663 0.644 0.597 0.818 0.795 1.000 0.770 0.651 0.556 0.659 0.569 0.566 0.663 0.499 0.597 0.758 0.675 0.670 0.670
BIOU.4 0.516 0.509 0.638 0.670 0.616 0.642 0.616 0.770 1.000 0.635 0.426 0.640 0.484 0.559 0.568 0.467 0.620 0.669 0.683 0.603 0.693
BIOU.5 0.641 0.585 0.652 0.589 0.584 0.708 0.677 0.651 0.635 1.000 0.313 0.630 0.522 0.405 0.515 0.468 0.631 0.674 0.728 0.559 0.705
PEOU.1 0.600 0.498 0.415 0.389 0.559 0.443 0.501 0.556 0.426 0.313 1.000 0.626 0.614 0.673 0.520 0.404 0.492 0.493 0.478 0.330 0.449
PEOU.2 0.773 0.618 0.645 0.699 0.773 0.657 0.724 0.659 0.640 0.630 0.626 1.000 0.751 0.674 0.690 0.657 0.719 0.713 0.790 0.637 0.615
PEOU.3 0.644 0.619 0.541 0.560 0.674 0.480 0.575 0.569 0.484 0.522 0.614 0.751 1.000 0.683 0.715 0.507 0.640 0.693 0.717 0.625 0.626
PEOU.4 0.575 0.556 0.530 0.525 0.593 0.405 0.464 0.566 0.559 0.405 0.673 0.674 0.683 1.000 0.652 0.581 0.514 0.597 0.597 0.627 0.648
PEOU.5 0.651 0.478 0.477 0.538 0.632 0.528 0.580 0.663 0.568 0.515 0.520 0.690 0.715 0.652 1.000 0.548 0.480 0.612 0.613 0.535 0.564
PEOU.6 0.458 0.506 0.527 0.510 0.389 0.508 0.510 0.499 0.467 0.468 0.404 0.657 0.507 0.581 0.548 1.000 0.549 0.630 0.620 0.572 0.523
PU.1 0.666 0.762 0.676 0.696 0.700 0.639 0.690 0.597 0.620 0.631 0.492 0.719 0.640 0.514 0.480 0.549 1.000 0.777 0.873 0.618 0.661
PU.2 0.675 0.699 0.701 0.703 0.560 0.665 0.640 0.758 0.669 0.674 0.493 0.713 0.693 0.597 0.612 0.630 0.777 1.000 0.812 0.765 0.709
PU.3 0.679 0.721 0.679 0.702 0.725 0.649 0.710 0.675 0.683 0.728 0.478 0.790 0.717 0.597 0.613 0.620 0.873 0.812 1.000 0.730 0.775
PU.4 0.541 0.576 0.704 0.666 0.571 0.568 0.617 0.670 0.603 0.559 0.330 0.637 0.625 0.627 0.535 0.572 0.618 0.765 0.730 1.000 0.775
PU.5 0.568 0.603 0.661 0.569 0.617 0.623 0.651 0.670 0.693 0.705 0.449 0.615 0.626 0.648 0.564 0.523 0.661 0.709 0.775 0.775 1.000
Model Implied Saturated Correlation Matrix
ATT.1 ATT.2 ATT.3 ATT.4 ATT.5 BIOU.1 BIOU.2 BIOU.3 BIOU.4 BIOU.5 PEOU.1 PEOU.2 PEOU.3 PEOU.4 PEOU.5 PEOU.6 PU.1 PU.2 PU.3 PU.4 PU.5
ATT.1 1.000 0.759 0.748 0.771 0.743 0.650 0.639 0.651 0.590 0.591 0.518 0.616 0.595 0.585 0.573 0.512 0.642 0.665 0.686 0.632 0.639
ATT.2 0.759 1.000 0.757 0.781 0.753 0.658 0.647 0.660 0.597 0.599 0.525 0.624 0.602 0.592 0.581 0.519 0.651 0.673 0.695 0.640 0.647
ATT.3 0.748 0.757 1.000 0.769 0.742 0.648 0.637 0.650 0.588 0.590 0.517 0.615 0.593 0.584 0.572 0.511 0.641 0.663 0.684 0.630 0.638
ATT.4 0.771 0.781 0.769 1.000 0.765 0.668 0.657 0.670 0.606 0.608 0.533 0.634 0.612 0.602 0.590 0.527 0.661 0.684 0.705 0.650 0.657
ATT.5 0.743 0.753 0.742 0.765 1.000 0.644 0.633 0.646 0.585 0.586 0.514 0.611 0.590 0.580 0.568 0.508 0.637 0.659 0.680 0.626 0.634
BIOU.1 0.650 0.658 0.648 0.668 0.644 1.000 0.824 0.841 0.761 0.763 0.509 0.605 0.584 0.574 0.563 0.503 0.672 0.696 0.718 0.661 0.669
BIOU.2 0.639 0.647 0.637 0.657 0.633 0.824 1.000 0.826 0.748 0.750 0.500 0.595 0.574 0.565 0.553 0.494 0.661 0.684 0.705 0.650 0.657
BIOU.3 0.651 0.660 0.650 0.670 0.646 0.841 0.826 1.000 0.763 0.765 0.510 0.607 0.585 0.576 0.564 0.504 0.674 0.697 0.719 0.663 0.670
BIOU.4 0.590 0.597 0.588 0.606 0.585 0.761 0.748 0.763 1.000 0.692 0.462 0.549 0.530 0.521 0.511 0.456 0.610 0.631 0.651 0.600 0.607
BIOU.5 0.591 0.599 0.590 0.608 0.586 0.763 0.750 0.765 0.692 1.000 0.463 0.551 0.531 0.523 0.512 0.457 0.612 0.633 0.653 0.602 0.608
PEOU.1 0.518 0.525 0.517 0.533 0.514 0.509 0.500 0.510 0.462 0.463 1.000 0.679 0.655 0.644 0.631 0.564 0.536 0.555 0.572 0.527 0.533
PEOU.2 0.616 0.624 0.615 0.634 0.611 0.605 0.595 0.607 0.549 0.551 0.679 1.000 0.779 0.766 0.751 0.671 0.638 0.660 0.681 0.627 0.634
PEOU.3 0.595 0.602 0.593 0.612 0.590 0.584 0.574 0.585 0.530 0.531 0.655 0.779 1.000 0.739 0.724 0.647 0.615 0.637 0.657 0.605 0.612
PEOU.4 0.585 0.592 0.584 0.602 0.580 0.574 0.565 0.576 0.521 0.523 0.644 0.766 0.739 1.000 0.713 0.636 0.605 0.627 0.646 0.595 0.602
PEOU.5 0.573 0.581 0.572 0.590 0.568 0.563 0.553 0.564 0.511 0.512 0.631 0.751 0.724 0.713 1.000 0.624 0.593 0.614 0.633 0.584 0.590
PEOU.6 0.512 0.519 0.511 0.527 0.508 0.503 0.494 0.504 0.456 0.457 0.564 0.671 0.647 0.636 0.624 1.000 0.530 0.548 0.566 0.521 0.527
PU.1 0.642 0.651 0.641 0.661 0.637 0.672 0.661 0.674 0.610 0.612 0.536 0.638 0.615 0.605 0.593 0.530 1.000 0.801 0.826 0.761 0.770
PU.2 0.665 0.673 0.663 0.684 0.659 0.696 0.684 0.697 0.631 0.633 0.555 0.660 0.637 0.627 0.614 0.548 0.801 1.000 0.855 0.788 0.797
PU.3 0.686 0.695 0.684 0.705 0.680 0.718 0.705 0.719 0.651 0.653 0.572 0.681 0.657 0.646 0.633 0.566 0.826 0.855 1.000 0.813 0.822
PU.4 0.632 0.640 0.630 0.650 0.626 0.661 0.650 0.663 0.600 0.602 0.527 0.627 0.605 0.595 0.584 0.521 0.761 0.788 0.813 1.000 0.757
PU.5 0.639 0.647 0.638 0.657 0.634 0.669 0.657 0.670 0.607 0.608 0.533 0.634 0.612 0.602 0.590 0.527 0.770 0.797 0.822 0.757 1.000
Model Implied Estimated Correlation Matrix
ATT.1 ATT.2 ATT.3 ATT.4 ATT.5 BIOU.1 BIOU.2 BIOU.3 BIOU.4 BIOU.5 PEOU.1 PEOU.2 PEOU.3 PEOU.4 PEOU.5 PEOU.6 PU.1 PU.2 PU.3 PU.4 PU.5
ATT.1 1.000 0.759 0.748 0.771 0.743 0.574 0.564 0.576 0.521 0.522 0.518 0.616 0.595 0.585 0.573 0.512 0.487 0.504 0.520 0.479 0.485
ATT.2 0.759 1.000 0.757 0.781 0.753 0.581 0.571 0.583 0.528 0.529 0.525 0.624 0.602 0.592 0.581 0.519 0.493 0.510 0.527 0.485 0.491
ATT.3 0.748 0.757 1.000 0.769 0.742 0.573 0.563 0.574 0.520 0.521 0.517 0.615 0.593 0.584 0.572 0.511 0.486 0.503 0.519 0.478 0.483
ATT.4 0.771 0.781 0.769 1.000 0.765 0.591 0.580 0.592 0.536 0.537 0.533 0.634 0.612 0.602 0.590 0.527 0.501 0.519 0.535 0.493 0.498
ATT.5 0.743 0.753 0.742 0.765 1.000 0.569 0.560 0.571 0.517 0.518 0.514 0.611 0.590 0.580 0.568 0.508 0.483 0.500 0.516 0.475 0.480
BIOU.1 0.574 0.581 0.573 0.591 0.569 1.000 0.764 0.780 0.706 0.708 0.509 0.605 0.584 0.574 0.563 0.503 0.610 0.631 0.651 0.600 0.606
BIOU.2 0.564 0.571 0.563 0.580 0.560 0.764 1.000 0.766 0.694 0.696 0.500 0.595 0.574 0.565 0.553 0.494 0.599 0.620 0.640 0.589 0.596
BIOU.3 0.576 0.583 0.574 0.592 0.571 0.780 0.766 1.000 0.707 0.709 0.510 0.607 0.585 0.576 0.564 0.504 0.611 0.633 0.653 0.601 0.608
BIOU.4 0.521 0.528 0.520 0.536 0.517 0.706 0.694 0.707 1.000 0.642 0.462 0.549 0.530 0.521 0.511 0.456 0.553 0.573 0.591 0.544 0.550
BIOU.5 0.522 0.529 0.521 0.537 0.518 0.708 0.696 0.709 0.642 1.000 0.463 0.551 0.531 0.523 0.512 0.457 0.555 0.574 0.592 0.546 0.552
PEOU.1 0.518 0.525 0.517 0.533 0.514 0.509 0.500 0.510 0.462 0.463 1.000 0.679 0.655 0.644 0.631 0.564 0.536 0.555 0.572 0.527 0.533
PEOU.2 0.616 0.624 0.615 0.634 0.611 0.605 0.595 0.607 0.549 0.551 0.679 1.000 0.779 0.766 0.751 0.671 0.638 0.660 0.681 0.627 0.634
PEOU.3 0.595 0.602 0.593 0.612 0.590 0.584 0.574 0.585 0.530 0.531 0.655 0.779 1.000 0.739 0.724 0.647 0.615 0.637 0.657 0.605 0.612
PEOU.4 0.585 0.592 0.584 0.602 0.580 0.574 0.565 0.576 0.521 0.523 0.644 0.766 0.739 1.000 0.713 0.636 0.605 0.627 0.646 0.595 0.602
PEOU.5 0.573 0.581 0.572 0.590 0.568 0.563 0.553 0.564 0.511 0.512 0.631 0.751 0.724 0.713 1.000 0.624 0.593 0.614 0.633 0.584 0.590
PEOU.6 0.512 0.519 0.511 0.527 0.508 0.503 0.494 0.504 0.456 0.457 0.564 0.671 0.647 0.636 0.624 1.000 0.530 0.548 0.566 0.521 0.527
PU.1 0.487 0.493 0.486 0.501 0.483 0.610 0.599 0.611 0.553 0.555 0.536 0.638 0.615 0.605 0.593 0.530 1.000 0.801 0.826 0.761 0.770
PU.2 0.504 0.510 0.503 0.519 0.500 0.631 0.620 0.633 0.573 0.574 0.555 0.660 0.637 0.627 0.614 0.548 0.801 1.000 0.855 0.788 0.797
PU.3 0.520 0.527 0.519 0.535 0.516 0.651 0.640 0.653 0.591 0.592 0.572 0.681 0.657 0.646 0.633 0.566 0.826 0.855 1.000 0.813 0.822
PU.4 0.479 0.485 0.478 0.493 0.475 0.600 0.589 0.601 0.544 0.546 0.527 0.627 0.605 0.595 0.584 0.521 0.761 0.788 0.813 1.000 0.757
PU.5 0.485 0.491 0.483 0.498 0.480 0.606 0.596 0.608 0.550 0.552 0.533 0.634 0.612 0.602 0.590 0.527 0.770 0.797 0.822 0.757 1.000
Empirical Covariance Matrix
ATT.1 ATT.2 ATT.3 ATT.4 ATT.5 BIOU.1 BIOU.2 BIOU.3 BIOU.4 BIOU.5 PEOU.1 PEOU.2 PEOU.3 PEOU.4 PEOU.5 PEOU.6 PU.1 PU.2 PU.3 PU.4 PU.5
ATT.1 0.845 0.547 0.477 0.504 0.558 0.640 0.579 0.562 0.408 0.506 0.444 0.642 0.515 0.488 0.523 0.355 0.491 0.509 0.520 0.433 0.458
ATT.2 0.547 0.632 0.474 0.480 0.426 0.460 0.436 0.401 0.349 0.400 0.318 0.444 0.428 0.408 0.332 0.339 0.485 0.456 0.478 0.398 0.421
ATT.3 0.477 0.474 0.700 0.530 0.458 0.501 0.482 0.489 0.459 0.468 0.279 0.487 0.393 0.409 0.349 0.371 0.454 0.481 0.473 0.512 0.486
ATT.4 0.504 0.480 0.530 0.683 0.498 0.432 0.459 0.469 0.477 0.418 0.259 0.522 0.402 0.401 0.389 0.355 0.461 0.476 0.484 0.479 0.413
ATT.5 0.558 0.426 0.458 0.498 0.700 0.437 0.514 0.440 0.443 0.420 0.376 0.584 0.490 0.458 0.462 0.274 0.470 0.384 0.505 0.415 0.454
BIOU.1 0.640 0.460 0.501 0.432 0.437 0.887 0.699 0.679 0.520 0.572 0.336 0.559 0.392 0.352 0.434 0.403 0.483 0.514 0.509 0.466 0.515
BIOU.2 0.579 0.436 0.482 0.459 0.514 0.699 0.746 0.605 0.458 0.503 0.349 0.565 0.432 0.370 0.438 0.371 0.478 0.453 0.511 0.464 0.494
BIOU.3 0.562 0.401 0.489 0.469 0.440 0.679 0.605 0.778 0.584 0.493 0.395 0.525 0.436 0.461 0.511 0.371 0.422 0.548 0.496 0.514 0.519
BIOU.4 0.408 0.349 0.459 0.477 0.443 0.520 0.458 0.584 0.741 0.470 0.295 0.497 0.362 0.444 0.428 0.339 0.428 0.472 0.490 0.452 0.524
BIOU.5 0.506 0.400 0.468 0.418 0.420 0.572 0.503 0.493 0.470 0.738 0.216 0.489 0.390 0.321 0.387 0.339 0.435 0.475 0.521 0.418 0.532
PEOU.1 0.444 0.318 0.279 0.259 0.376 0.336 0.349 0.395 0.295 0.216 0.648 0.455 0.429 0.501 0.366 0.274 0.317 0.326 0.321 0.232 0.317
PEOU.2 0.642 0.444 0.487 0.522 0.584 0.559 0.565 0.525 0.497 0.489 0.455 0.816 0.589 0.562 0.545 0.500 0.521 0.528 0.595 0.501 0.489
PEOU.3 0.515 0.428 0.393 0.402 0.490 0.392 0.432 0.436 0.362 0.390 0.429 0.589 0.754 0.547 0.543 0.371 0.446 0.494 0.519 0.472 0.478
PEOU.4 0.488 0.408 0.409 0.401 0.458 0.352 0.370 0.461 0.444 0.321 0.501 0.562 0.547 0.852 0.526 0.452 0.381 0.452 0.459 0.504 0.526
PEOU.5 0.523 0.332 0.349 0.389 0.462 0.434 0.438 0.511 0.428 0.387 0.366 0.545 0.543 0.526 0.764 0.403 0.337 0.438 0.446 0.407 0.433
PEOU.6 0.355 0.339 0.371 0.355 0.274 0.403 0.371 0.371 0.339 0.339 0.274 0.500 0.371 0.452 0.403 0.710 0.371 0.435 0.435 0.419 0.387
PU.1 0.491 0.485 0.454 0.461 0.470 0.483 0.478 0.422 0.428 0.435 0.317 0.521 0.446 0.381 0.337 0.371 0.643 0.511 0.583 0.431 0.466
PU.2 0.509 0.456 0.481 0.476 0.384 0.514 0.453 0.548 0.472 0.475 0.326 0.528 0.494 0.452 0.438 0.435 0.511 0.672 0.555 0.546 0.511
PU.3 0.520 0.478 0.473 0.484 0.505 0.509 0.511 0.496 0.490 0.521 0.321 0.595 0.519 0.459 0.446 0.435 0.583 0.555 0.694 0.529 0.567
PU.4 0.433 0.398 0.512 0.479 0.415 0.466 0.464 0.514 0.452 0.418 0.232 0.501 0.472 0.504 0.407 0.419 0.431 0.546 0.529 0.758 0.593
PU.5 0.458 0.421 0.486 0.413 0.454 0.515 0.494 0.519 0.524 0.532 0.317 0.489 0.478 0.526 0.433 0.387 0.466 0.511 0.567 0.593 0.772
SmartPLS Report Please cite the use of SmartPLS: Ringle, C. M., Wende, S., and Becker, J.-M. 2015. "SmartPLS 3." Boenningstedt: SmartPLS GmbH, http://www.smartpls.com.
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