Factor
Encryption | Observation variable | Variable correlation coefficient total | Alpha if variable type | |
Successful implementation of eCRM solution α=0.840 | TC2 | The solution is deployed on schedule. | ,754 | ,762 |
TC3 | Cost of implementing the solution is guaranteed according to the estimated budget | ,617 | ,822 | |
TC4 | The solution has full features to meet the actual requirements of functional units in the bank. | ,623 | ,821 | |
Customer relationship effectiveness α=0.824 | HQ1 | Customer satisfaction | ,743 | ,749 |
HQ2 | Customer loyalty | ,612 | ,790 | |
HQ3 | Customer trust | ,611 | ,791 | |
HQ4 | Customer Commitment | ,562 | ,804 | |
HQ5 | Customer's willingness to recommend to others | ,563 | ,804 |
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Source: Compiled from author's research data
Appendix 7. Exploratory factor analysis
Table 1. KMO coefficient and Bartlett's scale components
KMO and Bartlett's Test
Kaiser-Meyer-Olkin Measure of Sampling Adequacy. | ,794 | |
Bartlett's Test of Sphericity | Approx. Chi-Square | 3769,774 |
df | 351 | |
Sig. | ,000 | |
Source: Compiled from author's research data
Table 2. Table of variance extracted from the first EFA analysis
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 | 5,614 | 20,793 | 20,793 | 5,236 | 19,393 | 19,393 | 3,544 |
2 | 2,630 | 9,742 | 30,534 | 2,341 | 8,672 | 28,065 | 3,407 |
3 | 2,622 | 9,712 | 40,247 | 2,239 | 8,291 | 36,356 | 3,218 |
4 | 2,084 | 7,719 | 47,965 | 1,731 | 6,411 | 42,767 | 2,606 |
5 | 1,916 | 7,096 | 55,061 | 1,501 | 5,558 | 48,325 | 2,328 |
6 | 1,675 | 6,205 | 61,266 | 1,306 | 4,837 | 53,162 | 2,761 |
7 | 1,616 | 5,986 | 67,252 | 1,153 | 4,272 | 57,435 | 2,450 |
8 | ,880 | 3,259 | 70,511 | ||||
9 | ,861 | 3,190 | 73,701 | ||||
10 | ,750 | 2,776 | 76,477 | ||||
11 | ,725 | 2,685 | 79,162 | ||||
12 | ,585 | 2,166 | 81,328 | ||||
13 | ,548 | 2,029 | 83,357 | ||||
14 | ,485 | 1,797 | 85,154 | ||||
15 | ,463 | 1,715 | 86,868 | ||||
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 | 5,614 | 20,793 | 20,793 | 5,236 | 19,393 | 19,393 | 3,544 |
2 | 2,630 | 9,742 | 30,534 | 2,341 | 8,672 | 28,065 | 3,407 |
3 | 2,622 | 9,712 | 40,247 | 2,239 | 8,291 | 36,356 | 3,218 |
4 | 2,084 | 7,719 | 47,965 | 1,731 | 6,411 | 42,767 | 2,606 |
5 | 1,916 | 7,096 | 55,061 | 1,501 | 5,558 | 48,325 | 2,328 |
6 | 1,675 | 6,205 | 61,266 | 1,306 | 4,837 | 53,162 | 2,761 |
7 | 1,616 | 5,986 | 67,252 | 1,153 | 4,272 | 57,435 | 2,450 |
16 | ,442 | 1,636 | 88,505 | ||||
17 | ,402 | 1,490 | 89,995 | ||||
18 | ,395 | 1,462 | 91,456 | ||||
19 | ,348 | 1,290 | 92,746 | ||||
20 | ,330 | 1,223 | 93,969 | ||||
21 | ,303 | 1,123 | 95,092 | ||||
22 | ,287 | 1,061 | 96,153 | ||||
23 | ,252 | ,932 | 97,084 | ||||
24 | ,239 | ,885 | 97,970 | ||||
25 | ,212 | ,787 | 98,756 | ||||
26 | ,185 | ,686 | 99,442 | ||||
27 | ,151 | ,558 | 100,000 | ||||
Extraction Method: Principal Axis Factoring. | |||||||
a. When factors are correlated, sums of squared loadings cannot be added to obtain a total variance. | |||||||
Source: Compiled from author's research data
Table 3. Results of the first exploratory factor analysis
Pattern Matrix a
Factor | |||||||
1 | 2 | 3 | 4 | 5 | 6 | 7 | |
HT 4 | ,929 | ||||||
HT 1 | ,898 | ||||||
HT 3 | ,772 | ||||||
HT 2 | ,711 | ||||||
TV 2 | ,857 | ||||||
TV 3 | ,769 | ||||||
TV 5 | ,747 | ||||||
TV 1 | ,706 | ||||||
TV 4 | ,325 | ||||||
CL 1 | ,878 | ||||||
CL 4 | ,852 | ||||||
CL 3 | ,707 | ||||||
CL 2 | ,484 | ||||||
CK 3 | ,897 | ||||||
CK 1 | ,889 | ||||||
CK 2 | ,750 | ||||||
VH 1 | ,860 | ||||||
VH 4 | ,823 | ||||||
VH 2 | ,748 | ||||||
DA 1 | ,930 | ||||||
DA 4 | ,606 | ||||||
DA 3 | ,606 | ||||||
DA 2 | ,494 | ||||||
DL 2 | ,734 | ||||||
DL 1 | ,711 | ||||||
DL 3 | ,671 | ||||||
DL 5 | ,398 | ||||||
Extraction Method: Principal Axis Factoring. Rotation Method: Promax with Kaiser Normalization. | |||||||
a. Rotation converged in 6 iterations.
Source: Compiled from author's research data
Table 4. Results of the second exploratory factor analysis
KMO and Bartlett's Test
Kaiser-Meyer-Olkin Measure of Sampling Adequacy. | ,792 | |
Bartlett's Test of Sphericity | Approx. Chi-Square | 3723,144 |
df | 325 | |
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 | 5,538 | 21,299 | 21,299 | 5,168 | 19,878 | 19,878 | 3,530 |
2 | 2,627 | 10,105 | 31,404 | 2,340 | 8,999 | 28,876 | 3,266 |
3 | 2,591 | 9,965 | 41,368 | 2,213 | 8,512 | 37,389 | 3,212 |
4 | 2,080 | 7,999 | 49,368 | 1,722 | 6,623 | 44,012 | 2,601 |
5 | 1,862 | 7,161 | 56,528 | 1,468 | 5,645 | 49,657 | 2,332 |
6 | 1,669 | 6,421 | 62,949 | 1,306 | 5,023 | 54,680 | 2,750 |
7 | 1,616 | 6,215 | 69,165 | 1,155 | 4,441 | 59,121 | 2,439 |
8 | ,870 | 3,346 | 72,511 | ||||
9 | ,760 | 2,925 | 75,436 | ||||
10 | ,734 | 2,823 | 78,259 | ||||
11 | ,591 | 2,273 | 80,532 | ||||
12 | ,549 | 2,110 | 82,642 | ||||
13 | ,489 | 1,882 | 84,524 | ||||
14 | ,463 | 1,781 | 86,306 | ||||
15 | ,448 | 1,722 | 88,028 | ||||
16 | ,403 | 1,549 | 89,577 | ||||
17 | ,395 | 1,518 | 91,095 | ||||
18 | ,348 | 1,339 | 92,435 | ||||
19 | ,332 | 1,279 | 93,713 | ||||
20 | ,305 | 1,173 | 94,886 | ||||
21 | ,289 | 1,112 | 95,998 | ||||
22 | ,252 | ,968 | 96,965 | ||||
23 | ,239 | ,920 | 97,885 | ||||
24 | ,212 | ,817 | 98,702 | ||||
25 | ,187 | ,718 | 99,420 | ||||
26 | ,151 | ,580 | 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 a
Factor | |||||||
1 | 2 | 3 | 4 | 5 | 6 | 7 | |
HT 4 | ,928 | ||||||
HT 1 | ,898 | ||||||
HT 3 | ,771 | ||||||
HT 2 | ,712 | ||||||
TV 2 | ,870 | ||||||
TV 3 | ,775 | ||||||
TV 5 | ,721 | ||||||
TV 1 | ,699 | ||||||
CL 1 | ,878 | ||||||
CL 4 | ,857 | ||||||
CL 3 | ,707 | ||||||
CL 2 | ,478 | ||||||
CK 3 | ,899 | ||||||
CK 1 | ,891 | ||||||
CK 2 | ,749 | ||||||
VH 1 | ,861 | ||||||
VH 4 | ,826 | ||||||
VH 2 | ,747 | ||||||
DA 1 | ,932 | ||||||
DA 3 | ,607 | ||||||
DA 4 | ,606 | ||||||
DA 2 | ,496 | ||||||
DL 2 | ,737 | ||||||
DL 1 | ,713 | ||||||
DL 3 | ,674 | ||||||
DL 5 | ,399 | ||||||
Extraction Method: Principal Axis Factoring. Rotation Method: Promax with Kaiser Normalization. | |||||||
a. Rotation converged in 6 iterations. | |||||||
Source: Compiled from author's research data
Table 5. Results of the third exploratory factor analysis
KMO and Bartlett's Test
Kaiser-Meyer-Olkin Measure of Sampling Adequacy. | ,792 | |
Bartlett's Test of Sphericity | Approx. Chi-Square | 3663,187 |
df | 300 | |
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 | 5,498 | 21,993 | 21,993 | 5,133 | 20,533 | 20,533 | 3,525 |
2 | 2,627 | 10,508 | 32,501 | 2,338 | 9,352 | 29,885 | 3,248 |
3 | 2,547 | 10,186 | 42,687 | 2,183 | 8,732 | 38,616 | 3,210 |
4 | 2,069 | 8,278 | 50,965 | 1,718 | 6,873 | 45,490 | 2,600 |
5 | 1,810 | 7,239 | 58,204 | 1,441 | 5,766 | 51,255 | 2,322 |
6 | 1,669 | 6,678 | 64,882 | 1,299 | 5,196 | 56,451 | 2,744 |
7 | 1,548 | 6,192 | 71,074 | 1,096 | 4,386 | 60,837 | 2,285 |
8 | ,761 | 3,045 | 74,119 | ||||
9 | ,738 | 2,952 | 77,071 | ||||
10 | ,624 | 2,497 | 79,568 | ||||
11 | ,556 | 2,224 | 81,791 | ||||
12 | ,501 | 2,005 | 83,796 | ||||
13 | ,468 | 1,871 | 85,667 | ||||
14 | ,448 | 1,791 | 87,459 | ||||
15 | ,403 | 1,612 | 89,070 | ||||
16 | ,401 | 1,604 | 90,674 | ||||
17 | ,350 | 1,400 | 92,074 | ||||
18 | ,339 | 1,356 | 93,431 | ||||
19 | ,312 | 1,246 | 94,677 | ||||
20 | ,289 | 1,156 | 95,833 | ||||
21 | ,252 | 1,006 | 96,840 | ||||
22 | ,239 | ,957 | 97,796 | ||||
23 | ,212 | ,850 | 98,646 | ||||
24 | ,187 | ,750 | 99,396 | ||||
25 | ,151 | ,604 | 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 a
Factor | |||||||
1 | 2 | 3 | 4 | 5 | 6 | 7 | |
HT 4 | ,928 | ||||||
HT 1 | ,899 | ||||||
HT 3 | ,771 | ||||||
HT 2 | ,712 | ||||||
TV 2 | ,868 | ||||||
TV 3 | ,779 | ||||||
TV 5 | ,716 | ||||||
TV 1 | ,698 | ||||||
CL 1 | ,879 | ||||||
CL 4 | ,860 | ||||||
CL 3 | ,710 | ||||||
CL 2 | ,478 | ||||||
CK 3 | ,899 | ||||||
CK 1 | ,891 | ||||||
CK 2 | ,751 | ||||||
VH 1 | ,862 | ||||||
VH 4 | ,831 | ||||||
VH 2 | ,743 | ||||||
DA 1 | ,932 | ||||||
DA 4 | ,607 | ||||||
DA 3 | ,605 | ||||||
DA 2 | ,495 | ||||||
DL 2 | ,743 | ||||||
DL 1 | ,736 | ||||||
DL 3 | ,651 | ||||||
Extraction Method: Principal Axis Factoring. Rotation Method: Promax with Kaiser Normalization. | |||||||
a. Rotation converged in 6 iterations. | |||||||
Source: Compiled from author's research data





