Figure 1

Figure 2

Figure 3

Discriminant Validity
| Constructs | COMP | CSE | OLE | PU | PEU | RA |
|---|---|---|---|---|---|---|
| COMP | ||||||
| CSE | 0.782 | |||||
| OLE | 0.769 | 0.740 | ||||
| PU | 0.819 | 0.705 | 0.848 | |||
| PEU | 0.691 | 0.820 | 0.858 | 0.751 | ||
| RA | 0.737 | 0.628 | 0.717 | 0.839 | 0.700 |
Reliability and Validity
| Constructs and Items | Outer Loadings | CA | CR | AVE |
|---|---|---|---|---|
| Perceived Ease of Use (PEU) | 0.754 | 0.845 | 0.586 | |
| PEU1 | 0.840 | |||
| PEU2 | 0.824 | |||
| PEU3 | 0.851 | |||
| PEU4 | 0.486 | |||
| Compatibility(C) | 0.846 | 0.907 | 0.764 | |
| C1 | 0.873 | |||
| C2 | 0.851 | |||
| C3 | 0.899 | |||
| Computer Self Efficacy (CSE) | 0.743 | 0.886 | 0.795 | |
| CSE1 | 0.904 | |||
| CSE2 | 0.879 | |||
| Relative Advantage (RA) | 0.886 | 0.929 | 0.814 | |
| RA1 | 0.916 | |||
| RA2 | 0.903 | |||
| RA3 | 0.888 | |||
| Perceived Usefulness (PU) | 0.933 | 0.952 | 0.833 | |
| PU1 | 0.920 | |||
| PU2 | 0.914 | |||
| PU3 | 0.918 | |||
| PU4 | 0.898 | |||
| Online Learning Experience (OLE) | 0.847 | 0.896 | 0.684 | |
| OLE1 | 0.893 | |||
| OLE2 | 0.829 | |||
| OLE3 | 0.769 | |||
| OLE4 | 0.811 |
Direct Effects
| Paths | VIF | f2 | Beta | T Value | LL | UL | Decision |
|---|---|---|---|---|---|---|---|
| Compatibility -> Online Learning Experience | 2.492 | 0.018 | 0.119 | 2.395 | 0.024 | 0.217 | Supported |
| Compatibility -> Perceived Usefulness | 1.503 | 0.478 | 0.529 | 13.364 | 0.452 | 0.606 | Supported |
| Computer Self Efficiency -> Online Learning Experience | 1.986 | 0.005 | 0.055 | 1.200 | −0.033 | 0.145 | Not supported |
| Perceived Usefulness -> Online Learning Experience | 3.409 | 0.178 | 0.442 | 7.641 | 0.331 | 0.557 | Supported |
| Perceived ease of use -> Online Learning Experience | 2.115 | 0.129 | 0.297 | 6.097 | 0.198 | 0.389 | Supported |
| Perceived ease of use -> Perceived Usefulness | 1.503 | 0.204 | 0.346 | 7.420 | 0.246 | 0.431 | Supported |
| Relative Advantage -> Online Learning Experience | 2.546 | 0.001 | 0.022 | 0.425 | −0.076 | 0.130 | Not supported |
Importance Performance Matrix Table
| Constructs | Importance | Performance |
|---|---|---|
| Compatibility | 0.333 | 51.022 |
| Computer Self Efficiency | 0.053 | 61.762 |
| Perceived Usefulness | 0.393 | 50.476 |
| Perceived Ease of Use | 0.444 | 56.404 |
| Relative Advantage | 0.018 | 46.746 |