Attrition is rarely one isolated problem; it emerges from connected academic, financial, experience and relationship signals.
Structural diagnosis
Retention requires identifying where risk accumulates across the student journey.
Earlier signals
Connected indicators help teams act before withdrawal becomes irreversible.
Governed response
Alerts only create value when owners, playbooks and review cadences are defined.
