🚨 Predictive Crisis Model (Early Warning)
עקרון: ML model identifies "who's about to drop out?" weeks in advance. Early intervention before crisis.
Crisis Risk Score
23%
Risk Level
Medium
Timeline
Next 2-3 weeks
Contributing Signals
Missed 3 sessions last week
+8%
EMA mood declining (6→4)
+7%
Sleep pattern disrupted
+5%
Peer in cohort quit
+3%
✅ Recommended Interventions (NOW):
• Call parent: check for stressors
• Gamify next session (increase reward)
• Pair with motivated peer (accountability)
💡 Impact:
Early detection → prevent dropout. 1 proactive phone call = $5K+ saved in re-intake costs.
