Problem
Healthcare operations teams need earlier signals about provider-level escalation risk so they can prioritize outreach, review, and intervention.
Approach
- Frame escalation risk as a decision problem rather than only a model score.
- Use survival and classification approaches for time-to-event and risk-ranking workflows.
- Emphasize calibration, feature interpretation, and operational thresholds.
Outcome
Content still needs quantified results, but this is the strongest candidate for a full case study because it connects modeling, stakeholder action, and regulated operational context.