The AI system analyzes:
- Login frequency
- Attendance records
- Assignment submissions
- Quiz scores
- Discussion forum participation
- Video lecture completion
- Course access frequency
- Time spent learning
- Previous academic performance
- Submission deadlines
PREDICTIVE ANALYSIS MATRIX
| Student Indicator | Weight | Risk Impact |
|---|---|---|
| Attendance | High | High |
| Assignment Completion | High | High |
| Quiz Scores | Medium | Medium |
| Login Frequency | Medium | Medium |
| Discussion Participation | Low | Low |
| Course Engagement | High | High |
RISK CLASSIFICATION
Low Risk
- Consistent attendance
- High engagement
- Good assessment scores
Action
Continue monitoring.
Medium Risk
- Reduced participation
- Declining performance
Action
Notify academic advisor.
High Risk
- Poor attendance
- Missing assignments
- Low assessment scores
Action
Immediate academic intervention.