Enhancing Omnichannel Customer Experience: From a Customer Journey Design Perspective
Abstract
1. Introduction
2. Literature Review
2.1. Omnichannel Customer Experience
2.2. Customer Journey Design
2.3. Value Co-Creation Behavior
2.4. The SOR Framework
3. Hypotheses
3.1. Effect of Thematic Cohesion
3.2. Effect of Consistency
3.3. Effect of Context Sensitivity
3.4. Effect of Connectivity
3.5. Effect of the Omnichannel Customer Experience
3.6. Mediation Effect of Omnichannel Customer Experience
4. Methodology
4.1. Data Collection and Sample
4.2. Measurements
4.3. Common Method Variance
5. Data Analysis
5.1. Measurement Model
5.2. Structural Model
5.3. Mediation Effect
5.4. Post Hoc Analysis
6. Discussion and Implications
6.1. Discussion
6.2. Theoretical Implications
6.3. Practical Implications
7. Limitations and Future Research
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Appendix A. Measurement Items
Thematic cohesion of touchpoints Kuehnl et al. [16] |
TCT1. The touchpoints of this firm are thematically rooted. |
TCT2. The touchpoints of this firm have a clear thematic philosophy. |
TCT3. This firm pursues a thematic concept. |
TCT4. This firm stands for a specific theme and campaigns for it. |
Consistency of touchpoints Kuehnl et al. [16] |
CCY1. This firm conveys a uniform impression across different touchpoints. |
CCY2. This firm is consistent across different touchpoints. |
CCY3. The presentation of this firm’s various touchpoints emits a homogeneous image. |
CCY4. Different touchpoints of this firm are designed in a concerted way. |
Context sensitivity of touchpoints Kuehnl et al. [16] |
CST1. When I encounter this firm, it takes my specific activities, interests or needs into account. |
CST2. Different touchpoints of this firm are well aligned to my personal circumstances. |
CST3. I have the impression that different touchpoints of this firm fit well into my daily routines. |
CST4. The connection between different touchpoints of this firm allows me simple and fast activities. |
Connectivity of touchpoints Jaakkola and Terho [17] |
CON1. There are no interruptions in this firm’s service when moving from one touchpoint to another. |
CON2. Different representatives of this firm work in concert. |
CON3. It is easy for me to move from one touchpoint to another when dealing with this firm. |
CON4. My purchasing process feels easy because this firm’s various touchpoints form a fluent journey. |
CON5. The different phases of dealing with this firm form a seamless whole. |
CON6. No matter how I deal with this firm, the service continues smoothly from where it was previously left. |
Affective Gahler et al. [12] |
AFF1. The contact with this firm induced good emotions. |
AFF2. I had positive feelings during the contact with this firm. |
AFF3. The contact with this firm put me in a good mood. |
Cognitive Gahler et al. [12] |
COG1. The contact with this firm piqued my curiosity. |
COG2. I learned something beneficial during the contact with this firm. |
COG3. I got positive insights during the contact with this firm. |
Physical Gahler et al. [12] |
PHY1. My physical responses during the contact with this firm were pleasant. |
PHY2. During the contact with this firm, I actively moved in a way I liked. |
PHY3. During the contact with this firm, I was active in a way I liked. |
Relational Gahler et al. [12] |
REL1. I established a personal relationship with this firm. |
REL2. I felt positively connected with this firm. |
REL3. The contact with this firm made me feel like I belonged to a community. |
Sensorial Gahler et al. [12] |
SEN1. The contact with this firm had a positive sensory appeal. |
SEN2. The contact with this firm had a positive impact on my senses. |
SEN3. The contact with this firm positively engaged my senses in a variety of ways. |
Symbolic Gahler et al. [12] |
SYM1. The contact with this firm was in line with my personal values. |
SYM2. My personal beliefs were confirmed during the contact with this firm. |
SYM3. The contact with this firm was in line with my self-image. |
Value co-creation behavior Cui et al. [25] |
VCB1. I usually search for information about what this firm offers. |
VCB2. I let this firm know if I have a useful idea on how to improve service. |
VCB3. I usually recommend this firm to my family and others. |
VCB4. I am willing to accept it, if this firm makes a mistake during service delivery. |
VCB5. I usually contribute to resolving potential problems arising during service. |
VCB6. I usually help other customers of this firm. |
Appendix B. CMV Test Results
Variable | Item | Substantive FactorLoading () | Method Factor Loading () | ||
Thematic cohesion of touchpoints | TCT1 | 0.816 *** | 0.666 | 0.053 * | 0.003 |
TCT2 | 0.924 *** | 0.854 | −0.066 ** | 0.004 | |
TCT3 | 0.909 *** | 0.826 | −0.024 | 0.001 | |
TCT4 | 0.823 *** | 0.677 | 0.038 | 0.001 | |
Consistency of touchpoints | CCY1 | 0.850 *** | 0.723 | 0.008 | 0.000 |
CCY2 | 0.911 *** | 0.830 | −0.037 | 0.001 | |
CCY3 | 0.897 *** | 0.805 | −0.017 | 0.000 | |
CCY4 | 0.775 *** | 0.601 | 0.049 | 0.002 | |
Context sensitivity of touchpoints | CST1 | 0.849 *** | 0.721 | 0.023 | 0.001 |
CST2 | 0.902 *** | 0.814 | −0.034 | 0.001 | |
CST3 | 0.928 *** | 0.861 | −0.081 ** | 0.007 | |
CST4 | 0.760 *** | 0.578 | 0.091 ** | 0.008 | |
Connectivity of touchpoints | CON1 | 0.806 *** | 0.650 | 0.049 | 0.002 |
CON2 | 0.805 *** | 0.648 | 0.074 * | 0.005 | |
CON3 | 0.909 *** | 0.826 | −0.054 | 0.003 | |
CON4 | 0.828 *** | 0.686 | 0.027 | 0.001 | |
CON5 | 0.945 *** | 0.893 | −0.083 ** | 0.007 | |
CON6 | 0.850 *** | 0.723 | −0.014 | 0.000 | |
Affective | AFF1 | 0.894 *** | 0.799 | −0.017 | 0.000 |
AFF2 | 0.919 *** | 0.845 | −0.024 | 0.001 | |
AFF3 | 0.830 *** | 0.689 | 0.042 + | 0.002 | |
Cognitive | COG1 | 0.883 *** | 0.780 | 0.021 | 0.000 |
COG2 | 0.931 *** | 0.867 | −0.044 * | 0.002 | |
COG3 | 0.865 *** | 0.748 | 0.023 | 0.001 | |
Physical | PHY1 | 0.853 *** | 0.728 | 0.030 | 0.001 |
PHY2 | 0.943 *** | 0.889 | −0.055 * | 0.003 | |
PHY3 | 0.890 *** | 0.792 | 0.025 | 0.001 | |
Relational | REL1 | 0.879 *** | 0.773 | −0.017 | 0.000 |
REL2 | 0.869 *** | 0.755 | 0.056 ** | 0.003 | |
REL3 | 0.896 *** | 0.803 | −0.043 * | 0.002 | |
Sensorial | SEN1 | 0.905 *** | 0.819 | −0.019 | 0.000 |
SEN2 | 0.878 *** | 0.771 | 0.037 | 0.001 | |
SEN3 | 0.898 *** | 0.806 | −0.019 | 0.000 | |
Symbolic | SYM1 | 0.881 *** | 0.776 | 0.004 | 0.000 |
SYM2 | 0.920 *** | 0.846 | −0.017 | 0.000 | |
SYM3 | 0.841 *** | 0.707 | 0.014 | 0.000 | |
Value co-creation behavior | VCB1 | 0.825 *** | 0.681 | −0.016 | 0.000 |
VCB2 | 0.777 *** | 0.604 | 0.116 *** | 0.013 | |
VCB3 | 0.860 *** | 0.740 | −0.003 | 0.000 | |
VCB4 | 0.841 *** | 0.707 | 0.013 | 0.000 | |
VCB5 | 0.907 *** | 0.823 | −0.097 ** | 0.009 | |
VCB6 | 0.858 *** | 0.736 | −0.021 | 0.000 | |
Average | 0.870 | 0.759 | −0.00021 | 0.002 | |
Note: + p < 0.1, * p < 0.05, ** p < 0.01, *** p < 0.001. |
Appendix C. Reliability and Validity Results
Variable | Item | Loading | Cronbach’s α | rho_A | CR | AVE |
Thematic cohesion of touchpoints | TCT1 | 0.857 | 0.891 | 0.891 | 0.924 | 0.754 |
TCT2 | 0.874 | |||||
TCT3 | 0.890 | |||||
TCT4 | 0.851 | |||||
Consistency of touchpoints | CCY1 | 0.858 | 0.882 | 0.882 | 0.919 | 0.739 |
CCY2 | 0.881 | |||||
CCY3 | 0.883 | |||||
CCY4 | 0.815 | |||||
Context sensitivity of touchpoints | CST1 | 0.867 | 0.882 | 0.883 | 0.919 | 0.739 |
CST2 | 0.875 | |||||
CST3 | 0.863 | |||||
CST4 | 0.833 | |||||
Connectivity of touchpoints | CON1 | 0.847 | 0.928 | 0.928 | 0.943 | 0.734 |
CON2 | 0.868 | |||||
CON3 | 0.864 | |||||
CON4 | 0.850 | |||||
CON5 | 0.875 | |||||
CON6 | 0.838 | |||||
Affective | AFF1 | 0.880 | 0.856 | 0.856 | 0.913 | 0.777 |
AFF2 | 0.899 | |||||
AFF3 | 0.865 | |||||
Cognitive | COG1 | 0.900 | 0.873 | 0.874 | 0.922 | 0.797 |
COG2 | 0.895 | |||||
COG3 | 0.883 | |||||
Physical | PHY1 | 0.878 | 0.877 | 0.878 | 0.924 | 0.802 |
PHY2 | 0.900 | |||||
PHY3 | 0.909 | |||||
Relational | REL1 | 0.866 | 0.855 | 0.859 | 0.912 | 0.775 |
REL2 | 0.911 | |||||
REL3 | 0.864 | |||||
Sensorial | SEN1 | 0.890 | 0.873 | 0.875 | 0.922 | 0.798 |
SEN2 | 0.907 | |||||
SEN3 | 0.883 | |||||
Symbolic | SYM1 | 0.885 | 0.856 | 0.856 | 0.912 | 0.777 |
SYM2 | 0.905 | |||||
SYM3 | 0.854 | |||||
Value co-creation behavior | VCB1 | 0.813 | 0.919 | 0.921 | 0.937 | 0.712 |
VCB2 | 0.875 | |||||
VCB3 | 0.858 | |||||
VCB4 | 0.850 | |||||
VCB5 | 0.825 | |||||
VCB6 | 0.840 |
Appendix D. Fornell–Larcker Criterion
Variable | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 |
1. Cohesion | 0.868 | ||||||||||
2. Consistency | 0.519 | 0.860 | |||||||||
3. Sensitivity | 0.457 | 0.550 | 0.860 | ||||||||
4. Connectivity | 0.517 | 0.579 | 0.529 | 0.857 | |||||||
5. Affective | 0.471 | 0.513 | 0.484 | 0.516 | 0.881 | ||||||
6. Cognitive | 0.476 | 0.494 | 0.502 | 0.505 | 0.468 | 0.893 | |||||
7. Physical | 0.502 | 0.455 | 0.461 | 0.475 | 0.480 | 0.511 | 0.896 | ||||
8. Relational | 0.448 | 0.462 | 0.524 | 0.547 | 0.440 | 0.453 | 0.469 | 0.881 | |||
9. Sensorial | 0.477 | 0.507 | 0.497 | 0.558 | 0.508 | 0.490 | 0.498 | 0.476 | 0.893 | ||
10. Symbolic | 0.452 | 0.535 | 0.500 | 0.517 | 0.480 | 0.516 | 0.511 | 0.502 | 0.493 | 0.881 | |
11. Value co-creation behavior | 0.495 | 0.542 | 0.535 | 0.604 | 0.557 | 0.523 | 0.520 | 0.559 | 0.519 | 0.543 | 0.844 |
Note: The bold numbers on the diagonal represent the square values of the AVE. |
Appendix E. HTMT Ratio
Variable | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 |
1. Cohesion | |||||||||||
2. Consistency | 0.585 | ||||||||||
3. Sensitivity | 0.514 | 0.624 | |||||||||
4. Connectivity | 0.568 | 0.640 | 0.583 | ||||||||
5. Affective | 0.538 | 0.590 | 0.555 | 0.579 | |||||||
6. Cognitive | 0.539 | 0.562 | 0.571 | 0.560 | 0.541 | ||||||
7. Physical | 0.568 | 0.517 | 0.522 | 0.526 | 0.554 | 0.584 | |||||
8. Relational | 0.511 | 0.532 | 0.600 | 0.612 | 0.513 | 0.522 | 0.540 | ||||
9. Sensorial | 0.540 | 0.578 | 0.564 | 0.618 | 0.587 | 0.560 | 0.568 | 0.550 | |||
10. Symbolic | 0.517 | 0.615 | 0.575 | 0.579 | 0.560 | 0.597 | 0.589 | 0.585 | 0.570 | ||
11. Value co-creation behavior | 0.544 | 0.601 | 0.593 | 0.651 | 0.627 | 0.584 | 0.577 | 0.630 | 0.577 | 0.610 |
Appendix F. Cross-Loading Analysis
TCT | CCY | CST | CON | AFF | COG | PHY | REL | SEN | SYM | VCB | |
TCT1 | 0.857 | 0.467 | 0.412 | 0.462 | 0.440 | 0.439 | 0.438 | 0.408 | 0.416 | 0.415 | 0.434 |
TCT2 | 0.874 | 0.434 | 0.365 | 0.423 | 0.380 | 0.392 | 0.427 | 0.343 | 0.400 | 0.390 | 0.404 |
TCT3 | 0.890 | 0.436 | 0.400 | 0.444 | 0.420 | 0.399 | 0.450 | 0.413 | 0.413 | 0.372 | 0.441 |
TCT4 | 0.851 | 0.464 | 0.408 | 0.464 | 0.392 | 0.422 | 0.428 | 0.389 | 0.425 | 0.390 | 0.436 |
CCY1 | 0.452 | 0.858 | 0.433 | 0.497 | 0.449 | 0.435 | 0.385 | 0.419 | 0.446 | 0.493 | 0.458 |
CCY2 | 0.450 | 0.881 | 0.486 | 0.496 | 0.445 | 0.409 | 0.390 | 0.406 | 0.436 | 0.469 | 0.450 |
CCY3 | 0.456 | 0.883 | 0.499 | 0.506 | 0.439 | 0.432 | 0.398 | 0.385 | 0.440 | 0.443 | 0.480 |
CCY4 | 0.426 | 0.815 | 0.475 | 0.490 | 0.431 | 0.419 | 0.392 | 0.378 | 0.420 | 0.431 | 0.475 |
CST1 | 0.379 | 0.477 | 0.867 | 0.466 | 0.422 | 0.463 | 0.400 | 0.479 | 0.453 | 0.422 | 0.479 |
CST2 | 0.380 | 0.460 | 0.875 | 0.456 | 0.402 | 0.432 | 0.397 | 0.459 | 0.419 | 0.413 | 0.462 |
CST3 | 0.384 | 0.466 | 0.863 | 0.428 | 0.364 | 0.412 | 0.361 | 0.409 | 0.382 | 0.414 | 0.435 |
CST4 | 0.427 | 0.488 | 0.833 | 0.466 | 0.471 | 0.417 | 0.422 | 0.448 | 0.449 | 0.468 | 0.461 |
CON1 | 0.468 | 0.523 | 0.463 | 0.847 | 0.433 | 0.463 | 0.406 | 0.474 | 0.497 | 0.452 | 0.499 |
CON2 | 0.450 | 0.502 | 0.497 | 0.868 | 0.457 | 0.474 | 0.435 | 0.495 | 0.518 | 0.479 | 0.542 |
CON3 | 0.423 | 0.482 | 0.454 | 0.864 | 0.455 | 0.399 | 0.377 | 0.448 | 0.470 | 0.429 | 0.513 |
CON4 | 0.447 | 0.502 | 0.455 | 0.850 | 0.431 | 0.425 | 0.432 | 0.480 | 0.465 | 0.435 | 0.534 |
CON5 | 0.415 | 0.486 | 0.429 | 0.875 | 0.429 | 0.418 | 0.406 | 0.463 | 0.459 | 0.429 | 0.509 |
CON6 | 0.453 | 0.480 | 0.416 | 0.838 | 0.450 | 0.413 | 0.385 | 0.448 | 0.455 | 0.430 | 0.504 |
AFF1 | 0.386 | 0.435 | 0.427 | 0.472 | 0.880 | 0.421 | 0.396 | 0.365 | 0.461 | 0.404 | 0.484 |
AFF2 | 0.408 | 0.453 | 0.424 | 0.449 | 0.899 | 0.425 | 0.415 | 0.403 | 0.447 | 0.437 | 0.490 |
AFF3 | 0.449 | 0.468 | 0.430 | 0.444 | 0.865 | 0.392 | 0.458 | 0.396 | 0.434 | 0.426 | 0.499 |
COG1 | 0.432 | 0.449 | 0.457 | 0.464 | 0.419 | 0.900 | 0.462 | 0.406 | 0.438 | 0.485 | 0.491 |
COG2 | 0.427 | 0.412 | 0.428 | 0.430 | 0.397 | 0.895 | 0.444 | 0.382 | 0.442 | 0.454 | 0.453 |
COG3 | 0.417 | 0.460 | 0.460 | 0.457 | 0.436 | 0.883 | 0.462 | 0.423 | 0.433 | 0.443 | 0.456 |
PHY1 | 0.457 | 0.391 | 0.437 | 0.429 | 0.419 | 0.435 | 0.878 | 0.425 | 0.464 | 0.463 | 0.466 |
PHY2 | 0.438 | 0.391 | 0.387 | 0.398 | 0.433 | 0.458 | 0.900 | 0.394 | 0.411 | 0.451 | 0.442 |
PHY3 | 0.453 | 0.439 | 0.414 | 0.448 | 0.439 | 0.479 | 0.909 | 0.440 | 0.461 | 0.458 | 0.486 |
REL1 | 0.368 | 0.388 | 0.441 | 0.459 | 0.387 | 0.374 | 0.407 | 0.866 | 0.430 | 0.417 | 0.492 |
REL2 | 0.440 | 0.435 | 0.493 | 0.519 | 0.416 | 0.444 | 0.455 | 0.911 | 0.457 | 0.494 | 0.514 |
REL3 | 0.373 | 0.397 | 0.446 | 0.464 | 0.358 | 0.375 | 0.374 | 0.864 | 0.369 | 0.411 | 0.470 |
SEN1 | 0.420 | 0.458 | 0.431 | 0.481 | 0.435 | 0.427 | 0.448 | 0.419 | 0.890 | 0.446 | 0.450 |
SEN2 | 0.428 | 0.445 | 0.463 | 0.535 | 0.465 | 0.478 | 0.457 | 0.442 | 0.907 | 0.452 | 0.496 |
SEN3 | 0.430 | 0.456 | 0.436 | 0.476 | 0.460 | 0.405 | 0.429 | 0.414 | 0.883 | 0.423 | 0.444 |
SYM1 | 0.395 | 0.466 | 0.447 | 0.456 | 0.441 | 0.450 | 0.453 | 0.440 | 0.428 | 0.885 | 0.494 |
SYM2 | 0.407 | 0.475 | 0.439 | 0.460 | 0.412 | 0.473 | 0.472 | 0.450 | 0.463 | 0.905 | 0.477 |
SYM3 | 0.393 | 0.472 | 0.437 | 0.451 | 0.415 | 0.442 | 0.425 | 0.438 | 0.411 | 0.854 | 0.464 |
VCB1 | 0.395 | 0.452 | 0.393 | 0.482 | 0.429 | 0.445 | 0.461 | 0.442 | 0.410 | 0.429 | 0.813 |
VCB2 | 0.470 | 0.504 | 0.471 | 0.586 | 0.521 | 0.479 | 0.483 | 0.498 | 0.491 | 0.508 | 0.875 |
VCB3 | 0.431 | 0.461 | 0.476 | 0.495 | 0.462 | 0.427 | 0.443 | 0.498 | 0.453 | 0.485 | 0.858 |
VCB4 | 0.440 | 0.466 | 0.466 | 0.503 | 0.486 | 0.435 | 0.426 | 0.496 | 0.454 | 0.463 | 0.850 |
VCB5 | 0.350 | 0.411 | 0.448 | 0.456 | 0.447 | 0.429 | 0.398 | 0.446 | 0.396 | 0.424 | 0.825 |
VCB6 | 0.407 | 0.443 | 0.454 | 0.524 | 0.472 | 0.432 | 0.416 | 0.447 | 0.417 | 0.430 | 0.840 |
Appendix G. Results of MICON Step 2
Variable | Original Correlation | Permutation p-Values | Confirmed |
Thematic cohesion of touchpoints | 1 | 0.058 | Yes |
Consistency of touchpoints | 1 | 0.279 | Yes |
Context sensitivity of touchpoints | 1 | 0.288 | Yes |
Connectivity of touchpoints | 1 | 0.900 | Yes |
Affective | 1 | 0.062 | Yes |
Cognitive | 1 | 0.433 | Yes |
Physical | 1 | 0.644 | Yes |
Relational | 1 | 0.067 | Yes |
Sensorial | 1 | 0.527 | Yes |
Symbolic | 1 | 0.797 | Yes |
Value co-creation behavior | 1 | 0.061 | Yes |
Appendix H. Results of MICON Step 3
Variable | MD | Permutation p-Values | Confirmed | VD | Permutation p-Values | Confirmed |
TCT | −0.037 | 0.613 | Yes | 0.027 | 0.769 | Yes |
CCY | −0.040 | 0.581 | Yes | 0.179 | 0.057 | Yes |
CST | −0.055 | 0.435 | Yes | −0.059 | 0.547 | Yes |
CON | 0.034 | 0.636 | Yes | 0.004 | 0.970 | Yes |
AFF | 0.005 | 0.945 | Yes | 0.047 | 0.660 | Yes |
COG | 0.012 | 0.862 | Yes | 0.004 | 0.966 | Yes |
PHY | −0.032 | 0.650 | Yes | 0.058 | 0.533 | Yes |
REL | −0.067 | 0.354 | Yes | 0.073 | 0.421 | Yes |
SEN | 0.005 | 0.949 | Yes | 0.016 | 0.854 | Yes |
SYM | −0.002 | 0.968 | Yes | 0.042 | 0.676 | Yes |
VCB | 0.030 | 0.681 | Yes | 0.082 | 0.403 | Yes |
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Number | Percentage | |
---|---|---|
Gender | ||
Male | 389 | 50.2 |
Female | 386 | 49.8 |
Age (year) | ||
≤20 | 82 | 10.6 |
21–30 | 343 | 44.2 |
31–40 | 262 | 33.8 |
≥41 | 88 | 11.4 |
Education | ||
High school or below | 84 | 10.8 |
Junior college | 214 | 27.6 |
Bachelor’s degree | 348 | 44.9 |
Master’s degree | 76 | 9.8 |
Doctorate | 53 | 6.9 |
Monthly income (yuan) | ||
≤3000 | 102 | 13.2 |
3001–6000 | 260 | 33.5 |
6001–9000 | 221 | 28.5 |
9000–12,000 | 141 | 18.2 |
≥12,001 | 51 | 6.6 |
Path | Coefficient | t-Value | Conclusion |
---|---|---|---|
H1a: TCT→AFF | 0.173 *** | 4.684 | Supported |
H1b: TCT→COG | 0.190 *** | 4.378 | Supported |
H1c: TCT→PHY | 0.270 *** | 6.113 | Supported |
H1d: TCT→REL | 0.137 *** | 3.368 | Supported |
H1e: TCT→SEN | 0.164 *** | 4.091 | Supported |
H1f: TCT→SYM | 0.130 *** | 3.257 | Supported |
H3a: CCY→AFF | 0.198 *** | 4.413 | Supported |
H3b: CCY→COG | 0.157 *** | 3.598 | Supported |
H3c: CCY→PHY | 0.114 * | 2.372 | Supported |
H3d: CCY→REL | 0.077 + | 1.661 | Supported |
H3e: CCY→SEN | 0.154 *** | 3.380 | Supported |
H3f: CCY→SYM | 0.237 *** | 5.697 | Supported |
H5a: CST→AFF | 0.182 *** | 4.640 | Supported |
H5b: CST→COG | 0.225 *** | 5.488 | Supported |
H5c: CST→PHY | 0.183 *** | 4.098 | Supported |
H5d: CST→REL | 0.264 *** | 6.545 | Supported |
H5e: CST→SEN | 0.186 *** | 4.437 | Supported |
H5f: CST→SYM | 0.202 *** | 5.329 | Supported |
H7a: CON→AFF | 0.216 *** | 4.773 | Supported |
H7b: CON→COG | 0.196 *** | 4.267 | Supported |
H7c: CON→PHY | 0.173 *** | 3.807 | Supported |
H7d: CON→REL | 0.292 *** | 6.893 | Supported |
H7e: CON→SEN | 0.285 *** | 6.538 | Supported |
H7f: CON→SYM | 0.206 *** | 4.793 | Supported |
H9a: AFF→VCB | 0.159 *** | 3.997 | Supported |
H9b: COG→VCB | 0.086 * | 2.170 | Supported |
H9c: PHY→VCB | 0.087 * | 2.095 | Supported |
H9d: REL→VCB | 0.156 *** | 4.169 | Supported |
H9e: SEN→VCB | 0.044 | 1.085 | Not supported |
H9f: SYM→VCB | 0.094 * | 2.317 | Supported |
H2: TCT→VCB | 0.041 | 0.974 | Not supported |
H4: CCY→VCB | 0.066 | 1.499 | Not supported |
H6: CST→VCB | 0.076 * | 2.081 | Supported |
H8: CON→VCB | 0.178 *** | 3.793 | Supported |
Mediation Path | Mediation Effect | 95% BC-CI | Significance |
---|---|---|---|
TCT→AFF→VCB | 0.028 | [0.014, 0.049] | Yes |
TCT→COG→VCB | 0.016 | [0.002, 0.036] | Yes |
TCT→PHY→VCB | 0.024 | [0.003, 0.049] | Yes |
TCT→REL→VCB | 0.021 | [0.008, 0.040] | Yes |
TCT→SEN→VCB | 0.007 | [−0.004, 0.024] | No |
TCT→SYM→VCB | 0.012 | [0.003, 0.029] | Yes |
CCY→AFF→VCB | 0.032 | [0.014, 0.057] | Yes |
CCY→COG→VCB | 0.014 | [0.002, 0.032] | Yes |
CCY→PHY→VCB | 0.010 | [0.001, 0.028] | Yes |
CCY→REL→VCB | 0.012 | [−0.001, 0.032] | Yes |
CCY→SEN→VCB | 0.007 | [−0.004, 0.022] | No |
CCY→SYM→VCB | 0.022 | [0.005, 0.046] | Yes |
CST→AFF→VCB | 0.029 | [0.013, 0.050] | Yes |
CST→COG→VCB | 0.019 | [0.003, 0.042] | Yes |
CST→PHY→VCB | 0.016 | [0.002, 0.037] | Yes |
CST→REL→VCB | 0.041 | [0.021, 0.068] | Yes |
CST→SEN→VCB | 0.008 | [−0.005, 0.026] | No |
CST→SYM→VCB | 0.019 | [0.004, 0.041] | Yes |
CON→AFF→VCB | 0.034 | [0.015, 0.063] | Yes |
CON→COG→VCB | 0.017 | [0.002, 0.038] | Yes |
CON→PHY→VCB | 0.015 | [0.002, 0.037] | Yes |
CON→REL→VCB | 0.045 | [0.024, 0.074] | Yes |
CON→SEN→VCB | 0.013 | [−0.008, 0.038] | No |
CON→SYM→VCB | 0.019 | [0.004, 0.043] | Yes |
Path | Coefficient (GenZ) | Coefficient (Non-GenZ) | Difference |
---|---|---|---|
TCT→AFF | 0.131 ** | 0.225 *** | −0.094 |
TCT→COG | 0.261 *** | 0.106 | 0.155 + |
TCT→PHY | 0.265 *** | 0.278 *** | −0.013 |
TCT→REL | 0.150 ** | 0.124 + | 0.026 |
TCT→SEN | 0.180 ** | 0.147 ** | 0.032 |
TCT→SYM | 0.153 ** | 0.111 + | 0.042 |
CCY→AFF | 0.153 ** | 0.230 ** | −0.077 |
CCY→COG | 0.113 + | 0.221 *** | −0.108 |
CCY→PHY | 0.124 + | 0.104 | 0.020 |
CCY→REL | 0.082 | 0.072 | 0.010 |
CCY→SEN | 0.171 * | 0.137 * | 0.034 |
CCY→SYM | 0.281 *** | 0.191 ** | 0.091 |
CST→AFF | 0.214 *** | 0.149 ** | 0.064 |
CST→COG | 0.195 ** | 0.247 *** | −0.052 |
CST→PHY | 0.155 * | 0.205 ** | −0.049 |
CST→REL | 0.241 *** | 0.280 *** | −0.039 |
CST→SEN | 0.214 ** | 0.169 ** | 0.045 |
CST→SYM | 0.216 *** | 0.194 *** | 0.022 |
CON→AFF | 0.328 *** | 0.103 + | 0.226 ** |
CON→COG | 0.273 *** | 0.127 + | 0.146 |
CON→PHY | 0.196 ** | 0.154 * | 0.042 |
CON→REL | 0.319 *** | 0.274 *** | 0.046 |
CON→SEN | 0.224 ** | 0.339 *** | −0.115 |
CON→SYM | 0.134 * | 0.271 *** | −0.136 |
AFF→VCB | 0.263 *** | 0.067 | 0.196 * |
COG→VCB | 0.043 | 0.125 * | −0.082 |
PHY→VCB | 0.124 + | 0.066 | 0.058 |
REL→VCB | 0.139 * | 0.178 ** | −0.038 |
SEN→VCB | 0.033 | 0.056 | −0.023 |
SYM→VCB | 0.052 | 0.112 * | −0.060 |
TCT→VCB | 0.065 | 0.023 | 0.042 |
CCY→VCB | 0.018 | 0.129 * | −0.111 |
CST→VCB | 0.076 | 0.078 | −0.002 |
CON→VCB | 0.154 * | 0.170 ** | −0.015 |
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Gao, W.; Jiang, N. Enhancing Omnichannel Customer Experience: From a Customer Journey Design Perspective. J. Theor. Appl. Electron. Commer. Res. 2025, 20, 277. https://doi.org/10.3390/jtaer20040277
Gao W, Jiang N. Enhancing Omnichannel Customer Experience: From a Customer Journey Design Perspective. Journal of Theoretical and Applied Electronic Commerce Research. 2025; 20(4):277. https://doi.org/10.3390/jtaer20040277
Chicago/Turabian StyleGao, Wei, and Ning Jiang. 2025. "Enhancing Omnichannel Customer Experience: From a Customer Journey Design Perspective" Journal of Theoretical and Applied Electronic Commerce Research 20, no. 4: 277. https://doi.org/10.3390/jtaer20040277
APA StyleGao, W., & Jiang, N. (2025). Enhancing Omnichannel Customer Experience: From a Customer Journey Design Perspective. Journal of Theoretical and Applied Electronic Commerce Research, 20(4), 277. https://doi.org/10.3390/jtaer20040277