Enterprise Churn Intelligence
Helped design a risk-scoring approach to identify revenue leakage, operational drivers, and intervention opportunities across a large service contract portfolio. The model surfaced at-risk accounts 90 days before renewal using service history, escalation patterns, and cost-to-serve signals — enabling proactive account management rather than reactive recovery.
AI Readiness · Data Foundation