Results of model validity and reliability tests
| Construct | Items | Outer loadings | VIF | Cronbach alpha | Composite reliability | (AVE) |
|---|---|---|---|---|---|---|
| Human factors | HF1 | 0.827 | 2.069 | 0.843 | 0.887 | 0.612 |
| HF2 | 0.718 | 1.825 | ||||
| HF3 | 0.716 | 1.864 | ||||
| HF4 | 0.699 | 1.668 | ||||
| HF5 | 0.832 | 1.909 | ||||
| Economic and technological factors | ETF1 | 0.844 | 2.253 | 0.879 | 0.911 | 0.673 |
| ETF2 | 0.843 | 2.342 | ||||
| ETF3 | 0.801 | 2.258 | ||||
| ETF4 | 0.780 | 1.961 | ||||
| ETF5 | 0.661 | 2.199 | ||||
| Cultural and social factors | CSF1 | 0.622 | 1.399 | 0.805 | 0.825 | 0.517 |
| CSF2 | 0.707 | 1.534 | ||||
| CSF3 | 0.858 | 2.006 | ||||
| CSF4 | 0.606 | 1.324 | ||||
| CSF5 | 0.699 | 1.541 | ||||
| The development of cloud-based accounting education | DCBAE1 | 0.495 | 1.408 | 0.813 | 0.837 | 0.509 |
| DCBAE2 | 0.490 | 1.775 | ||||
| DCBAE3 | 0.761 | 1.798 | ||||
| DCBAE4 | 0.790 | 1.304 | ||||
| DCBAE5 | 0.810 | 1.273 | ||||
| Students' academic performance | SAP1 | 0.394 | 1.267 | 0.821 | 0.701 | 0.502 |
| SAP2 | 0.503 | 1.269 | ||||
| SAP3 | 0.722 | 1.251 | ||||
| SAP4 | 0.709 | 1.270 | ||||
| SAP5 | 0.699 | 1.230 |
| Construct | Items | Outer loadings | VIF | Cronbach alpha | Composite reliability | (AVE) |
|---|---|---|---|---|---|---|
| Human factors | HF1 | 0.827 | 2.069 | 0.843 | 0.887 | 0.612 |
| HF2 | 0.718 | 1.825 | ||||
| HF3 | 0.716 | 1.864 | ||||
| HF4 | 0.699 | 1.668 | ||||
| HF5 | 0.832 | 1.909 | ||||
| Economic and technological factors | ETF1 | 0.844 | 2.253 | 0.879 | 0.911 | 0.673 |
| ETF2 | 0.843 | 2.342 | ||||
| ETF3 | 0.801 | 2.258 | ||||
| ETF4 | 0.780 | 1.961 | ||||
| ETF5 | 0.661 | 2.199 | ||||
| Cultural and social factors | CSF1 | 0.622 | 1.399 | 0.805 | 0.825 | 0.517 |
| CSF2 | 0.707 | 1.534 | ||||
| CSF3 | 0.858 | 2.006 | ||||
| CSF4 | 0.606 | 1.324 | ||||
| CSF5 | 0.699 | 1.541 | ||||
| The development of cloud-based accounting education | DCBAE1 | 0.495 | 1.408 | 0.813 | 0.837 | 0.509 |
| DCBAE2 | 0.490 | 1.775 | ||||
| DCBAE3 | 0.761 | 1.798 | ||||
| DCBAE4 | 0.790 | 1.304 | ||||
| DCBAE5 | 0.810 | 1.273 | ||||
| Students' academic performance | SAP1 | 0.394 | 1.267 | 0.821 | 0.701 | 0.502 |
| SAP2 | 0.503 | 1.269 | ||||
| SAP3 | 0.722 | 1.251 | ||||
| SAP4 | 0.709 | 1.270 | ||||
| SAP5 | 0.699 | 1.230 |
Note(s): HF = Human factors, ETF = Economic and technological factors, CSF = Cultural and social factors, DCBAE = The development of cloud-based accounting education and SAP = Students' academic performance