Constructs and operationalization | Model 1 COVID-19 pandemic (sample size = 812) | Model 2 New normal (sample size = 623) | Discriminant validity | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Convergent validity | Construct reliability | Convergent validity | Construct reliability | |||||||||
Factor loadings range | AVE | Cronbach’s alpha | Composite reliability | PA | Factor loadings Range | AVE | Cronbach’s alpha | Composite reliability | PA | |||
Sensing plane | SP | 0.821–0.851 | 0.692 | 0.889 | 0.918 | 0.890 | 0.763–0.801 | 0.609 | 0.840 | 0.886 | 0.840 | Yes |
Cloud plane | CP | 0.788–0.835 | 0.665 | 0.875 | 0.908 | 0.888 | 0.738–0.828 | 0.611 | 0.842 | 0.887 | 0.852 | Yes |
Application plane | AP | 0.823–0.876 | 0.727 | 0.875 | 0.914 | 0.875 | 0.774–0.820 | 0.628 | 0.803 | 0.871 | 0.807 | Yes |
E-commerce | EC | 0.879–0.918 | 0.808 | 0.881 | 0.927 | 0.883 | 0.845–0.900 | 0.770 | 0.852 | 0.910 | 0.865 | Yes |
Data integration capability | DIC | 0.837–0.877 | 0.736 | 0.880 | 0.918 | 0.881 | 0.762–0.826 | 0.629 | 0.803 | 0.872 | 0.806 | Yes |
Operational BI capabilities | OBIC | 0.793–0.900 | 0.695 | 0.890 | 0.919 | 0.893 | 0.742–0.821 | 0.623 | 0.849 | 0.892 | 0.855 | Yes |
Strategic BI capabilities | SBIC | 0.755–0.888 | 0.699 | 0.893 | 0.921 | 0.910 | 0.773–0.856 | 0.643 | 0.861 | 0.900 | 0.863 | Yes |