From reactive billing to predictive revenue intelligence in US Healthcare Revenue Cycle Management. Built an end-to-end denial prediction model using XGBoost, integrated with Excel, and deployed in Power BI to surface high-risk claims before submission. Predicts the likelihood of denial at the claim level Helps billing teams prioritize and prevent revenue loss Translates complex ML output into actionable insights.