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Kevin Larry
kevin.larry@preskool.com
Nine students crossed into critical overnight
Attendance, academics, behaviour, finance and wellbeing, read for every student and explained. Nothing acts on its own — every recommendation waits for your decision.
94.2%
3,842students
319 new
06:153m 48s
Next scheduled analysis · 02 Aug 2026, 06:00 · runs nightly
AI Case Queue
Every flagged student is a case. Open one to work through the full AI workflow.
Liam Walker
Class IV-B · RSK-1042
Attendance collapse
Risk Timeline · 8 weeksWk 20 → Wk 27 · updated 2 hours ago
Reroute transport, open a four-week catch-up block
Teena Mathew
Dr. Anjali Rao
Kabir Sethi
Class VIII-A · RSK-0871
Dropout signature
Risk Timeline · 8 weeksWk 20 → Wk 27 · updated 2 hours ago
Assign mentor, open a parent conversation within 7 days
Meera Joshi
Dr. Anjali Rao
George Kettut
Class II-A · RSK-1190
Behaviour escalation
Risk Timeline · 8 weeksWk 20 → Wk 27 · updated 5 hours ago
Weekly behaviour monitoring with one named observer
Daniel Josua
Mr. Vinod Kamath
Sophia Reyes
Class III-A · RSK-0654
Academic decline
Risk Timeline · 8 weeksWk 20 → Wk 27 · updated Yesterday
Academic mentor plus twice-weekly submission checkpoint
Leela Nambiar
Mr. Vinod Kamath
Aarav Menon
Class VI-B · RSK-0328
Fee default risk
Risk Timeline · 8 weeksWk 20 → Wk 27 · updated Yesterday
Hardship fund review before the term-end deadline
Priya Sundaram
Ms. Kavita Menon
Maria Fernandes
Class IX-C · RSK-1487
Recurring health absence
Risk Timeline · 8 weeksWk 20 → Wk 27 · updated 2 days ago
Medical check and afternoon timetable review
Rakesh Sharma
Ms. Kavita Menon
Liam Walker
58 from 91
Recovering
29
05 Aug
Case Summary
What the engine detected, and the evidence behind it
Case Summary
What the engine detected and when
Signal Snapshot
Every group the engine scored
Explainable AI
The reasoning, signals and evidence behind this score
Attendance dropped 18% in four weeks
Detected 02 Jul 2026 · re-confirmed on every run sinceEvery missed session falls on a day the revised bus route runs late, and the drop begins the week that route changed. Grades follow two weeks behind — the lag this cohort normally shows. Behaviour and health are clean, and the family answered every notice before the route changed. The engine therefore reads transport, not disengagement, as the cause.
Supporting SignalsDetection Timeline
How the signal built up
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Route 7 timetable changed
02 Jun 2026
Arrival slipped by an average of 22 minutes.
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Absences began
09 Jun 2026
First three missed sessions, all on delayed-route days.
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Grades followed
23 Jun 2026
Mathematics and English fell two bands.
-
Case opened
02 Jul 2026
Score crossed 80 and entered the critical band.
Evidence Used
Records the engine read
Related Cases
Same signature, already closed
Nisha Varma · VII-A
Same signature · recovered in 5 weeks
Rohan Das · V-C
Same signature · recovered in 7 weeks
Imran Qureshi · VIII-C
Same signature · case closed
AI Recommendations
Ranked by expected outcome, with the decisions already taken
Parent Meeting Recommended
UrgentThree notices unanswered. A meeting inside seven days recovers attendance in 7 of 10 comparable cases.
Transport Reassignment
UrgentMoving to Route 4 removes the delay entirely. Capacity is available from Monday.
Academic Catch-up Block
HighFour weeks of targeted Mathematics and English recovers the two lost bands in most comparable cases.
Decision History
Every accept and dismiss on this case
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Counselor referral approved
11 Jul 2026 · Leela Nambiar
Accepted the engine’s recommendation. Session held the same week.
-
Parent notice escalated
05 Jul 2026 · Priya Sundaram
Third notice sent after two went unanswered.
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Fourth written notice dismissed
04 Jul 2026 · Leela Nambiar
Rejected in favour of a face-to-face meeting. Reason: recovery rate 1 in 10.
Intervention Actions
Everything available on this case, and where each one stands
Progress & Audit
Recovery, reviews and every write to the record
Current Status
Live figures for this case
Recovery percentage
Score fell from 91 to 58 across four weekly reviews
Progress Timeline
Detection through to closure
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Risk detected
02 Jul 2026
Score 91, critical band.
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Teacher assigned
03 Jul 2026
Teena Mathew, weekly Thursday check-in.
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Parent contacted
05 Jul 2026
Guardian acknowledged the notice.
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Counseling started
11 Jul 2026
Transport identified as the root cause.
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Recovery plan opened
15 Jul 2026
Route change plus catch-up sessions.
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Performance improved
29 Jul 2026
Attendance 86%, score down to 58.
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Case closure
Expected 12 Aug 2026
Closes once the score holds below 40 for two reviews.
Weekly Reviews
Score movement at each review
Completed Actions
Everything already done on this case
Audit Trail
Every write to this record
All Open Cases
| Case | Student | Class | Primary risk | Score | Severity | AI confidence | Current stage | Owner | Action |
|---|---|---|---|---|---|---|---|---|---|
| RSK-1042 |
Liam Walker
|
IV-B | Attendance collapse | 91 | Critical | 96% | Recovery plan | Teena Mathew | Open |
| RSK-0871 |
Kabir Sethi
|
VIII-A | Dropout signature | 88 | Critical | 94% | Parent contact | Meera Joshi | Open |
| RSK-1190 |
George Kettut
|
II-A | Behaviour escalation | 84 | Critical | 92% | Counselor review | Daniel Josua | Open |
| RSK-0654 |
Sophia Reyes
|
III-A | Academic decline | 76 | High | 89% | Mentor assigned | Leela Nambiar | Open |
| RSK-0328 |
Aarav Menon
|
VI-B | Fee default risk | 71 | High | 87% | Fund review | Priya Sundaram | Open |
| RSK-1487 |
Maria Fernandes
|
IX-C | Recurring health absence | 63 | Medium | 84% | Medical review | Rakesh Sharma | Open |
| RSK-1553 |
Nathan Cole
|
VII-A | Assignment backlog | 61 | Medium | 82% | Teacher watch | Meera Joshi | Open |
| RSK-0902 |
Zara Ahmed
|
V-C | Late arrival pattern | 58 | Medium | 80% | Parent contact | Daniel Josua | Open |
| RSK-1338 |
Ethan Brooks
|
X-B | Peer conflict reports | 54 | Medium | 79% | Counselor review | Leela Nambiar | Open |
| RSK-0475 |
Iris Kapoor
|
VIII-C | Wellbeing check-in flag | 49 | Medium | 77% | Under observation | Priya Sundaram | Open |