Predictive Analytics Solutions for Home Health Revenue Cycle: Moving from Reactive Denials to Proactive Prevention
CMS’s 2025 Medicare Fee-for-Service Supplemental Improper Payment Data attributed nearly 80% of home health improper dollars to insufficient documentation and medical necessity, versus 3.6% for incorrect coding. Predictive analytics healthcare models, including predictive analytics solutions and revenue cycle analytics tools trained only on claim fields, miss that risk, and pre-2026 models need revalidation under the CY 2026 Final Rule.