RW

AI Risk Reports

Causal chains, predictive outcomes, and ranked intervention recommendations.

AI Insight

Diego Alvarez · full causal chain

Sequence of contributing factors (most recent first):

  1. Family relocation announcement (8 weeks ago) → mood drop from 4 → 2
  2. Disengagement from after-school activities (6 weeks ago)
  3. Math substitute teacher rotation (5 weeks) → grade slide 55 → 38
  4. Friendship conflict logged in observation tag (3 weeks ago)
  5. Attendance pattern: Mondays + Fridays missed (last 4 weeks)

Predicted outcomes (90 days, no intervention)

Attendance
54%
Math grade
32%
Disengagement risk
82%

Recommended interventions · ranked

  1. 1
    Family liaison call within 5 days
    +34% recovery probability
  2. 2
    Peer mentor pairing (8 weeks)
    +22% engagement
  3. 3
    Reduced assessment pressure window (4 weeks)
    +18% mood
  4. 4
    Twice-weekly counselor check-in
    +15% attendance