AI Intelligence
Management Insights
Detected patterns across attendance, finance, communication and students. Each insight is written the same way: the fact that was measured, the direction it moved, and the action we propose. A cause is never asserted without evidence.
Open insights
Across all four management domains
High severity
Require a decision this week
Medium severity
Should be on the weekly review agenda
Low severity
Monitored, no action required yet
All detected patterns
Ordered by severity. Each card links through to the underlying records so a claim can always be checked.
Attendance
Attendance decline detected
- Fact
- Grade 8 attendance is 87.1% across 4 classes, covering 214 students.
- Trend
- Down 6.4 percentage points over the last four weeks — the steepest decline of any grade band.
- Suggested action
- Review Grade 8 register exceptions with class coordinators and confirm follow-up calls to guardians.
Finance
Fee collection concentration
- Fact
- PKR 0.7M of outstanding fees sits with 18 accounts that are 60 or more days overdue.
- Trend
- That cohort grew by 12 accounts this week and now represents 14.9% of total outstanding fees.
- Suggested action
- Place the 18 accounts on a formal follow-up schedule with the finance manager before the next term invoice run.
Communication
Parent communication backlog
- Fact
- 28 communication drafts are waiting for approval, 21 of them generated in the last 24 hours.
- Trend
- Median approval dwell time is 7.4 hours, up from 4.1 hours a week ago.
- Suggested action
- Batch-review the oldest 12 attendance escalations to restore the follow-up SLA for guardians.
Attendance
South Campus below both thresholds
- Fact
- South Campus reports 88% attendance and 78% fee collection across 636 students.
- Trend
- Both measures have moved down for three consecutive weeks while North Campus improved 1.1 points.
- Suggested action
- Request a campus-level review pack from South Campus administration for the weekly leadership review.
Communication
Communication delivery failures clustering
- Fact
- 2 of 31 messages sent today failed delivery and required a fallback channel.
- Trend
- Both failures share the same gateway route and occurred within an 11-minute window.
- Suggested action
- Verify the guardian contact record for both families before any further reminders are sent.
Students
Cross-domain concentration in senior grades
- Fact
- 8 students appear on both the attendance and fee watch lists, all in Grades 7–10.
- Trend
- That group has doubled over the last six weeks while senior-grade attendance fell.
- Suggested action
- Assign a single case owner per student so guardians receive one consolidated follow-up, not two.
Alerts raised by these patterns
An alert is a measured threshold breach. It states what crossed the line and when — it does not speculate on why.
Grade 8 attendance below configured threshold
97%Grade 8-A is at 86%, which is 6 points under the 92% school threshold configured in Rules v4.2.
18 accounts moved into the 60+ day ageing category
98%PKR 0.7M is now 60 or more days overdue, up 12 accounts week on week.
Weekly approval rate improved to 92%
99%34 of 37 drafts approved today, median dwell time 7.4 hours.
2 message deliveries failed on the SMS gateway
88%Both failures share gateway route GW-04 within an 11-minute window.
South Campus attendance at 88% for a third week
94%South Campus is 4 points below the school target with 24 open alerts.
AI governance in this module
Nothing below the analytics tier executes without an authorised human decision, and consequential decisions are never initiated by the intelligence layer.
Runs automatically
Detection, severity and confidence are computed from verified records on every refresh. Insight text is templated from the measured figures, not improvised.
Requires authorisation
An insight that calls for contact with a family produces a draft. The draft waits in the Approval Center and never reaches a guardian on its own.
Human decision only
An insight is never a finding about a child. Any disciplinary or enrolment consequence stays a human decision, recorded against a named person.