IRAS, AI Analytics (Demo)

Executive snapshot + a professional intervention simulator that uses diminishing returns, interactions, segment weights, and a confidence band. Demo data only.
Risk: Medium

Section 1, Executive AI Summary

Fast read for principals and MoE, performance, risk, and key execution signals.

Scope: National

Section 7, Intervention Simulator (Decision Engine)

Adjust levers, see projected Secure+Above lift, Emerging reduction, contribution by lever, and who benefits most.

Confidence: Medium
Projected Secure + Above
+0.00 pp
Range: +0.00 to +0.00
Projected Emerging
0.00 pp
Range: 0.00 to 0.00
Increase Student Attendance +0.0 pp
Direct learning time effect, also amplifies sessions and parent engagement impact.
Improve Standards Following +0%
Raises instructional quality and consistency, increases session effectiveness.
Increase Sessions Delivered +0.0%
Best for Low group and Emerging students, strongest when standards are high.
Increase IEP Goal Achieved Rate +0%
Highest leverage for SEN and Low group, converts risk into measurable gains.
Increase Parent Engagement +0%
Strong for Emerging, amplified when attendance is already stable.
Feasibility: OK
Impact by lever (contribution) pp of Secure+Above
Who benefits most Lift by profile (pp)

Recommended Action Plan (Auto)

Based on highest marginal impact now, plus feasibility and risk reduction.

Next 14 days
In production, link each action to owners, checklist tasks, and a measurable success threshold.