Analytics & AI Insights
Predictive, causal, and explainable · Demo data
AI Insight
Causal analysis: Grade 7 attendance dip
Attendance in Grade 7 dropped from 94% → 88% over 8 weeks. Three correlated drivers identified:
- Bus route 4 changed 3 weeks ago — affects 18 students whose attendance dropped 11%
- Term 2 exam anxiety period beginning — historical pattern repeats
- 2 substitute teachers in 7B and 7C — engagement scores down 14%
Confidence: 0.81 · Method: time-series correlation + observation-tag analysis
Subject performance heatmap
Subject × Grade · current term| G6 | G7 | G8 | G9 | G10 | |
|---|---|---|---|---|---|
| Math | 78 | 64 | 71 | 82 | 79 |
| English | 82 | 80 | 84 | 88 | 85 |
| Science | 80 | 78 | 82 | 86 | 84 |
| History | 76 | 78 | 80 | 84 | 82 |
| Arts | 88 | 86 | 84 | 86 | 88 |
| Languages | 84 | 82 | 80 | 82 | 80 |
End-of-term projection
All AI insights
- Grade 7 Math: 8 students below thresholdPattern consistent for 3 weeks. Root cause: shift in topic difficulty + new substitute teacher in 2 sections. Causal analysis available.2 min ago
- Attendance dip detected on MondaysConsistent 3 months across Grades 7–9. Possible transport route or motivational pattern. Recommend parent survey.1 hour ago
- After-school math club correlationAttendees outperforming peers by 23% on Unit 4 assessment. Consider expanding programme.Today
- Ms. Odhiambo — sustained engagement leaderHighest engagement score 3 consecutive months. Worth documenting practice for staff PD.Yesterday
- Diego Alvarez — escalation recommendedAttendance 65%, mood 1/5, 4 subjects in decline. Counselor flagged for urgent intervention.3 hours ago