Reliability and convergent validity
| Variables/Constructs | Items | Standardized factor loadings | Cronbach’s alpha | Composite reliability | Average variance extracted | Maximum shared variance |
|---|---|---|---|---|---|---|
| Time Management | Time_Mgmt1 | 0.723 | 0.77 | 0.879 | 0.592 | 0.369 |
| Time_Mgmt2 | 0.816 | |||||
| Time_Mgmt3 | 0.774 | |||||
| Time_Mgmt4 | 0.751 | |||||
| Time_Mgmt5 | 0.780 | |||||
| Peer Interaction | Peer_Int1 | 0.716 | 0.74 | 0.860 | 0.553 | 0.419 |
| Peer_Int2 | 0.746 | |||||
| Peer_Int3 | 0.829 | |||||
| Peer_Int4 | 0.722 | |||||
| Peer_Int5 | 0.699 | |||||
| Student Engagement | Student_Egmt1 | 0.804 | 0.80 | 0.879 | 0.645 | 0.369 |
| Student_Egmt2 | 0.803 | |||||
| Student_Egmt3 | 0.808 | |||||
| Student_Egmt4 | 0.798 | |||||
| Instructor Involvement | Inst_Invol1 | 0.785 | 0.78 | 0.861 | 0.610 | 0.419 |
| Inst_Invol2 | 0.852 | |||||
| Inst_Invol3 | 0.818 | |||||
| Inst_Invol4 | 0.656 | |||||
| Student Performance | Student_Perf1 | 0.747 | 0.78 | 0.831 | 0.628 | 0.168 |
| Student_Perf2 | 0.963 | |||||
| Student_Perf3 | 0.630 |
| Variables/Constructs | Items | Standardized factor loadings | Cronbach’s alpha | Composite reliability | Average variance extracted | Maximum shared variance |
|---|---|---|---|---|---|---|
| Time Management | Time_Mgmt1 | 0.723 | 0.77 | 0.879 | 0.592 | 0.369 |
| Time_Mgmt2 | 0.816 | |||||
| Time_Mgmt3 | 0.774 | |||||
| Time_Mgmt4 | 0.751 | |||||
| Time_Mgmt5 | 0.780 | |||||
| Peer Interaction | Peer_Int1 | 0.716 | 0.74 | 0.860 | 0.553 | 0.419 |
| Peer_Int2 | 0.746 | |||||
| Peer_Int3 | 0.829 | |||||
| Peer_Int4 | 0.722 | |||||
| Peer_Int5 | 0.699 | |||||
| Student Engagement | Student_Egmt1 | 0.804 | 0.80 | 0.879 | 0.645 | 0.369 |
| Student_Egmt2 | 0.803 | |||||
| Student_Egmt3 | 0.808 | |||||
| Student_Egmt4 | 0.798 | |||||
| Instructor Involvement | Inst_Invol1 | 0.785 | 0.78 | 0.861 | 0.610 | 0.419 |
| Inst_Invol2 | 0.852 | |||||
| Inst_Invol3 | 0.818 | |||||
| Inst_Invol4 | 0.656 | |||||
| Student Performance | Student_Perf1 | 0.747 | 0.78 | 0.831 | 0.628 | 0.168 |
| Student_Perf2 | 0.963 | |||||
| Student_Perf3 | 0.630 |
Note(s): Model fitness: X2 = 413.201, df = 177, X2/df = 2.344, RMSEA = 0.082, CFI = 0.884
Source(s): Authors’ own construct from validation 2024
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