Reliability Statistics
Cronbach's Alpha
N of Items | |
,790 | 6 |
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Item-Total Statistics
Scale Mean if Item Deleted | Scale Variance if Item Deleted | Corrected Item- Total Correlation | Cronbach's Alpha if Item Deleted | |
CO1 | 17.12 | 13,487 | ,617 | ,742 |
CO2 | 17.08 | 12,782 | ,740 | ,714 |
CO4 | 17.04 | 13,134 | ,696 | ,726 |
CO6 | 17.50 | 14,917 | ,134 | ,899 |
CO7 | 16.85 | 13,318 | ,751 | ,719 |
CO8 | 17.20 | 13,113 | ,666 | ,731 |
Reliability Statistics
Cronbach's Alpha
N of Items | |
,899 | 5 |
Item-Total Statistics
Scale Mean if Item Deleted | Scale Variance if Item Deleted | Corrected Item- Total Correlation | Cronbach's Alpha if Item Deleted | |
CO1 | 14.06 | 9,963 | ,690 | ,889 |
CO2 | 14.03 | 9,471 | ,795 | ,866 |
CO4 | 13.98 | 9,666 | ,773 | ,871 |
CO7 | 13.79 | 10,024 | ,792 | ,869 |
CO8 | 14.14 | 9,820 | ,704 | ,887 |
3.1.4. PR scale testing
Reliability Statistics
Cronbach's Alpha
N of Items | |
,580 | 6 |
Item-Total Statistics
Scale Mean if Item Deleted | Scale Variance if Item Deleted | Corrected Item- Total Correlation | Cronbach's Alpha if Item Deleted | |
PR1 | 17.34 | 9,478 | ,577 | ,451 |
PR2 | 17.34 | 9,624 | ,536 | ,464 |
PR3 | 17.45 | 9,505 | ,572 | ,453 |
PR4 | 18,19 | 10,743 | ,028 | ,700 |
PR5 | 17.43 | 9,319 | ,600 | ,440 |
PR6 | 18.06 | 9,964 | ,099 | ,673 |
Reliability Statistics
Cronbach's Alpha
N of Items | |
,700 | 5 |
Item-Total Statistics
Scale Mean if Item Deleted | Scale Variance if Item Deleted | Corrected Item- Total Correlation | Cronbach's Alpha if Item Deleted | |
PR1 | 14.37 | 7,268 | ,652 | ,585 |
PR2 | 14.37 | 7,382 | ,613 | ,599 |
PR3 | 14.47 | 7,323 | ,639 | ,590 |
PR5 | 14.45 | 7,045 | ,698 | ,565 |
PR6 | 15.08 | 7,936 | ,085 | ,894 |
Reliability Statistics
Cronbach's Alpha
N of Items | |
,894 | 4 |
Item-Total Statistics
Scale Mean if Item Deleted | Scale Variance if Item Deleted | Corrected Item- Total Correlation | Cronbach's Alpha if Item Deleted | |
PR1 | 11.26 | 4,629 | ,768 | ,862 |
PR2 | 11.26 | 4,591 | ,773 | ,860 |
PR3 | 11.37 | 4,787 | ,713 | ,882 |
PR5 | 11.35 | 4,483 | ,805 | ,848 |
3.1.5. IT scale validation
Reliability Statistics
Cronbach's Alpha
N of Items | |
,637 | 6 |
Item-Total Statistics
Scale Mean if Item Deleted | Scale Variance if Item Deleted | Corrected Item- Total Correlation | Cronbach's Alpha if Item Deleted | |
IT1 | 12.86 | 10,706 | ,634 | ,506 |
IT2 | 12.90 | 10,676 | ,608 | ,512 |
IT3 | 13.06 | 11,216 | ,658 | ,517 |
IT4 | 12.19 | 12,635 | ,068 | ,741 |
IT5 | 13.01 | 10,783 | ,643 | ,507 |
IT6 | 12.15 | 12,848 | ,067 | ,732 |
Reliability Statistics
Cronbach's Alpha
N of Items | |
,732 | 5 |
Item-Total Statistics
Scale Mean if Item Deleted | Scale Variance if Item Deleted | Corrected Item- Total Correlation | Cronbach's Alpha if Item Deleted | |
IT1 | 9.78 | 8,511 | ,644 | ,634 |
IT2 | 9.82 | 8,178 | ,683 | ,616 |
IT3 | 9.98 | 8,853 | ,699 | ,629 |
IT4 | 9.10 | 9,849 | ,101 | ,895 |
IT5 | 9.92 | 8,477 | ,677 | ,624 |
Reliability Statistics
Cronbach's Alpha
N of Items | |
,895 | 4 |
Item-Total Statistics
Scale Mean if Item Deleted | Scale Variance if Item Deleted | Corrected Item- Total Correlation | Cronbach's Alpha if Item Deleted | |
IT1 | 6.73 | 5,753 | ,729 | ,879 |
IT2 | 6.77 | 5,467 | ,771 | ,864 |
IT3 | 6.93 | 6,011 | ,808 | ,853 |
IT5 | 6.88 | 5,706 | ,772 | ,862 |
3.1.6. CUO scale validation
Reliability Statistics
Cronbach's Alpha
N of Items | |
,685 | 5 |
Item-Total Statistics
Scale Mean if Item Deleted | Scale Variance if Item Deleted | Corrected Item- Total Correlation | Cronbach's Alpha if Item Deleted | |
CUO1 | 14.93 | 6,938 | ,611 | ,575 |
CUO2 | 15.85 | 7,513 | ,069 | ,888 |
CUO3 | 14.97 | 6,742 | ,683 | ,549 |
CUO4 | 14.98 | 6,723 | ,669 | ,552 |
CUO5 | 14.92 | 7,034 | ,584 | ,586 |
Reliability Statistics
Cronbach's Alpha
N of Items | |
,888 | 4 |
Item-Total Statistics
Scale Mean if Item Deleted | Scale Variance if Item Deleted | Corrected Item- Total Correlation | Cronbach's Alpha if Item Deleted | |
CUO1 | 11.86 | 4,399 | ,745 | ,860 |
CUO3 | 11.91 | 4,349 | ,783 | ,845 |
CUO4 | 11.91 | 4,352 | ,759 | ,854 |
CUO5 | 11.85 | 4,434 | ,731 | ,865 |
3.1.7. CC scale verification
Reliability Statistics
Cronbach's Alpha
N of Items | |
,338 | 5 |
Item-Total Statistics
Scale Mean if Item Deleted | Scale Variance if Item Deleted | Corrected Item- Total Correlation | Cronbach's Alpha if Item Deleted | |
CC1 | 12.11 | 10,879 | ,136 | ,314 |
CC2 | 12.12 | 10,650 | ,153 | ,299 |
CC3 | 12.40 | 10,041 | ,258 | ,208 |
CC4 | 12.41 | 11,235 | ,107 | ,338 |
CC5 | 12.22 | 10,624 | ,173 | ,282 |
Reliability Statistics
Cronbach's Alpha
N of Items | |
,282 | 4 |
Item-Total Statistics
Scale Mean if Item Deleted | Scale Variance if Item Deleted | Corrected Item- Total Correlation | Cronbach's Alpha if Item Deleted | |
CC1 | 9.02 | 7,547 | ,117 | ,260 |
CC2 | 9.02 | 7,292 | ,142 | ,228 |
CC3 | 9.31 | 7,158 | ,197 | ,160 |
CC4 | 9.32 | 7,627 | ,118 | ,259 |
Reliability Statistics
Cronbach's Alpha
N of Items | |
,260 | 3 |
Item-Total Statistics
Scale Mean if Item Deleted | Scale Variance if Item Deleted | Corrected Item- Total Correlation | Cronbach's Alpha if Item Deleted | |
CC2 | 5.82 | 4,382 | ,157 | ,153 |
CC3 | 6.11 | 4,647 | ,151 | ,168 |
CC4 | 6.11 | 4,757 | ,116 | ,245 |
Reliability Statistics
Cronbach's Alpha
N of Items | |
,153 | 2 |
Item-Total Statistics
Scale Mean if Item Deleted | Scale Variance if Item Deleted | Corrected Item- Total Correlation | Cronbach's Alpha if Item Deleted | |
CC3 CC4 | 2.91 2.91 | 2,064 1,982 | ,083 ,083 | . a . a |
a.The value is negative due to a negative average covariance among items. This violates reliability model assumptions. You may want to check item codings.
3.1.8. AS scale verification
Reliability Statistics
Cronbach's Alpha
N of Items | |
,505 | 3 |
Item-Total Statistics
Scale Mean if Item Deleted | Scale Variance if Item Deleted | Corrected Item- Total Correlation | Cronbach's Alpha if Item Deleted | |
AS1 | 7.01 | 3,106 | ,423 | ,356 |
AS2 | 7.15 | 2,871 | ,476 | ,271 |
AS3 | 7.86 | 1,438 | ,272 | ,777 |
Reliability Statistics
Cronbach's Alpha
N of Items | |
,777 | 2 |
Item-Total Statistics
Scale Mean if Item Deleted | Scale Variance if Item Deleted | Corrected Item- Total Correlation | Cronbach's Alpha if Item Deleted | |
AS1 AS2 | 3.86 4.00 | ,475 ,404 | ,638 ,638 | . a . a |
a.The value is negative due to a negative average covariance among items. This violates reliability model assumptions. You may want to check item codings.
3.1.9. BU scale verification
Reliability Statistics
Cronbach's Alpha
N of Items | |
,504 | 3 |
Item-Total Statistics
Scale Mean if Item Deleted | Scale Variance if Item Deleted | Corrected Item- Total Correlation | Cronbach's Alpha if Item Deleted | |
BU1 | 7.53 | 3,019 | ,497 | ,246 |
BU2 | 7.49 | 3,324 | ,411 | ,366 |
BU3 | 7.88 | 1,554 | ,264 | ,794 |
Reliability Statistics
Cronbach's Alpha
N of Items | |
,794 | 2 |
Item-Total Statistics
Scale Mean if Item Deleted | Scale Variance if Item Deleted | Corrected Item- Total Correlation | Cronbach's Alpha if Item Deleted | |
BU1 BU2 | 3.96 3.92 | ,435 ,503 | ,660 ,660 | . a . a |
a. The value is negative due to a negative average covariance among items. This violates reliability model assumptions. You may want to check item codings.
3.2. EFA analysis results
KMO and Bartlett's Test
Kaiser-Meyer-Olkin Measure of Sampling Adequacy.
,916 | ||
Bartlett's Test of Sphericity | Approx. Chi-Square | 7930,746 |
Df | 561 | |
Sig. | ,000 |
Total Variance Explained
Factor
Initial Eigenvalues | Extraction Sums of Squared Loadings | Rotation Sums of Squared Loadings a | |||||
Total | % of Variance | cumulative % | Total | % of Variance | cumulative % | Total | |
1 | 10,790 | 31,736 | 31,736 | 10,428 | 30,671 | 30,671 | 7,390 |
2 | 3,801 | 11,180 | 42,916 | 3,453 | 10,155 | 40,826 | 5,495 |
3 | 2,533 | 7,450 | 50,366 | 2,178 | 6,407 | 47,233 | 6,497 |
4 | 2,219 | 6,525 | 56,891 | 1,877 | 5,522 | 52,755 | 4,790 |
5 | 1,841 | 5,415 | 62,306 | 1,505 | 4,427 | 57,181 | 6,182 |
6 | 1,664 | 4,894 | 67,199 | 1,323 | 3,892 | 61,073 | 6,445 |
7 | 1,199 | 3,527 | 70,726 | ,898 | 2,641 | 63,714 | 5,623 |
8 | ,642 | 1,888 | 72,614 | ||||
9 | ,610 | 1,794 | 74,409 | ||||
10 | ,590 | 1,735 | 76,143 | ||||
11 | ,562 | 1,653 | 77,797 | ||||
12 | ,530 | 1,558 | 79,355 | ||||
13 | ,509 | 1,497 | 80,852 | ||||
14 | ,486 | 1,428 | 82,280 | ||||
15 | ,444 | 1,306 | 83,587 | ||||
16 | ,429 | 1,263 | 84,849 | ||||
17 | ,412 | 1,213 | 86,062 | ||||
18 | ,403 | 1,185 | 87,248 | ||||
19 | ,389 | 1,145 | 88,393 | ||||
20 | ,369 | 1,086 | 89,479 | ||||
21
,346 | 1,019 | 90,497 | |||||
22 | ,339 | ,998 | 91,496 | ||||
23 | ,319 | ,939 | 92,435 | ||||
24 | ,307 | ,902 | 93,337 | ||||
25 | ,285 | ,838 | 94,175 | ||||
26 | ,280 | ,823 | 94,998 | ||||
27 | ,270 | ,795 | 95,793 | ||||
28 | ,256 | ,753 | 96,546 | ||||
29 | ,229 | ,672 | 97,218 | ||||
30 | ,224 | ,659 | 97,877 | ||||
31 | ,202 | ,593 | 98,470 | ||||
32 | ,189 | ,557 | 99,027 | ||||
33 | ,169 | ,498 | 99,526 | ||||
34 | ,161 | ,474 | 100,000 |
Extraction Method: Principal Axis Factoring.
a.When factors are correlated, sums of squared loadings cannot be added to obtain a total variance.
Pattern Matrix
Element | |||||||
1 | 2 | 3 | 4 | 5 | 6 | 7 | |
SC2 | ,862 | ||||||
SC12 | ,812 | ||||||
SC11 | ,806 | ||||||
SC4 | ,728 | ||||||
SC1 | ,721 | ||||||
SC7 | ,650 | ||||||
SC8 | ,505 | ||||||
TR8 | ,870 | ||||||
TR7 | ,849 | ||||||
TR5 | ,746 | ||||||
TR2 | ,732 | ||||||
TR4 | ,704 | ||||||
TR6 | ,695 | ||||||
CO2 | ,886 | ||||||
CO7 | ,857 | ||||||
CO4 | ,816 | ||||||
CO8 | ,724 | ||||||
CO1 | ,678 | ||||||
IT3 | ,919 | ||||||
IT5 | ,830 | ||||||
IT2 | ,816 | ||||||
IT1 | ,729 | ||||||
PR5 | ,924 | ||||||
PR2 | ,836 | ||||||
PR1 | ,784 | ||||||
PR3 | ,694 | ||||||
CUO1
,820 | |||||||
CUO3 | ,816 | ||||||
CUO4 | ,807 | ||||||
CUO5 | ,780 | ||||||
BU2 | ,977 | ||||||
AS2 | ,849 | ||||||
AS1 | ,649 | ||||||
BU1 | ,609 |
Reassess the scale for the new group of variables TC Reliability Statistics
Cronbach's Alpha
N of Items | |
,872 | 4 |
Item-Total Statistics
Scale Mean if Item Deleted | Scale Variance if Item Deleted | Corrected Item- Total Correlation | Cronbach's Alpha if Item Deleted | |
AS1 | 11.74 | 3,268 | ,687 | ,852 |
AS2 | 11.88 | 2,978 | ,756 | ,824 |
BU1 | 11.82 | 3,092 | ,664 | ,863 |
BU2 | 11.78 | 2,981 | ,806 | ,804 |
3.3. CFA analysis results of the adjusted research model 1 Model Fit Summary
CMIN
Model
NPAR | CMIN | DF | P | CMIN/DF | |
Default model | 89 | 729,511 | 506 | ,000 | 1,442 |
Saturated model | 595 | ,000 | 0 | ||
Independence model | 34 | 8201,154 | 561 | ,000 | 14,619 |
RMR, GFI
Model
RMR | GFI | AGFI | PGFI | |
Default model | ,031 | ,902 | ,885 | ,767 |
Saturated model | ,000 | 1,000 | ||
Independence model | ,240 | ,221 | ,174 | ,208 |
Baseline Comparisons
Model
NFI Delta1 | RFI rho1 | IFI Delta2 | TLI rho2 | CFI | |
Default model | ,911 | ,901 | ,971 | ,968 | ,971 |
Saturated model | 1,000 | 1,000 | 1,000 | ||
Independence model | ,000 | ,000 | ,000 | ,000 | ,000 |
Parsimony-Adjusted Measures
Model
PRACTICE | PNFI | PCFI | |
Default model | ,902 | ,822 | ,876 |
Saturated model | ,000 | ,000 | ,000 |
Independence model | 1,000 | ,000 | ,000 |