Healthcare · Hampton University Proton Cancer Institute
Verified professional outcome
Making unbilled revenue visible.
My role: finance leadership, model development, and revenue analysis.
- Service activity
- Estimate model
- Variance review
- Billing follow-up
- Cash
Situation
Unbilled revenue needed to be identified and followed through to collection.
Constraint
Finance needed a more reliable way to estimate revenue and compare it with actual activity.
Intervention
Built an automated forecasting and revenue-estimation model to support revenue analysis and follow-up, connecting the financial analysis to operational action.
System
A repeatable path from service activity to estimate, variance review, billing follow-up, and cash.
Technology
Automated forecasting, revenue estimation, and estimate-to-actual validation.



