Payer Use Cases: Forecasting, Monitoring, Audit Readiness
- Revenue forecasting: Project future payments based on current risk profiles
- Performance monitoring: Track RAF trends across contracts and regions
- Bid development: Accurate risk data for MA plan bid submissions
- Audit preparation: Validate submitted RAF calculations before CMS review
- Provider settlement: Calculate risk-adjusted payments for delegated arrangements
Provider Use Cases: Visit Planning and Capture Improvement
- Pre-visit preparation: Understand patient risk profile before encounters
- Care gap prioritization: Focus on high-impact conditions during visits
- Panel analysis: Understand risk distribution across provider panels
- Value-based performance: Track RAF contribution to shared savings arrangements
Analytics Teams: Reporting and Trend Analysis
Population Reporting
Generate RAF summaries across member populations.
Trend Analysis
Track RAF movement over time and identify patterns.
Comparative Analysis
Benchmark performance across segments and periods.
Scenario Modeling
Model RAF impact of documentation improvements.
Three downloads risk adjustment teams actually use
Checklists, playbooks, and frameworks — built for analysts, auditors, and VPs working RAF, RADV, and HCC.
2026 RADV Audit Readiness Checklist
12-point compliance checklist for documentation, diagnosis code validation, extrapolation defense, and pre-audit scrub workflows.
RAF Score Optimization Playbook
Tactical guide for analysts: HCC recapture workflows, V28 transition impacts, prospective gap-closure plays, and KPIs that move RAF lift.
Risk Adjustment Analytics Playbook
How payer leaders sequence prospective and retrospective risk adjustment for compounding RAF lift. Deployment patterns, KPIs, and a VP-level operating rhythm.
Product and Engineering: Embedding RAF into Workflows
Technical teams integrate RAF scoring into applications:
- EHR integration: Display RAF insights during clinical encounters
- Care management platforms: Risk-stratify members for outreach
- Analytics dashboards: Build custom RAF reporting and visualization
- Workflow automation: Trigger actions based on RAF thresholds
Choosing Tools: Calculator vs APIs
RAF Calculator
Best for: Individual patient analysis, education, ad-hoc modeling
Learn MoreRAF Score API
Best for: Application integration, real-time scoring, workflow embedding
Learn MoreRAF Batch API
Best for: Large-scale analytics, population scoring, reporting pipelines
Learn More