Predictive Risk Intelligence Agents
ACA RiskLens™ is powered by AI that continuously recalculates member-level HHS-HCC risk scores using the latest accepted EDGE server data. Coordinated agents apply Adult, Child, and Infant risk adjustment models, simulate plan-level actuarial risk, and forecast transfer payment positions under multiple scenarios — giving your actuarial and finance teams daily visibility into ACA revenue exposure.
Why ACA Risk Score Visibility Matters
Under the ACA risk adjustment program, CMS calculates each issuer's plan average actuarial risk and determines transfer payments — charges for plans with lower-than-average risk, and receipts for plans with higher-than-average risk. These calculations happen annually, typically months after the benefit year ends.
The problem: issuers operate blind for most of the year. Without continuous risk score monitoring, plans cannot detect missing HCCs, coding gaps, enrollment data issues, or submission errors until the annual results arrive — by which time correction opportunities have passed.
ACA RiskLens™ closes this visibility gap by running the same HHS-HCC models locally against your accepted EDGE server data, providing daily risk score updates and revenue impact projections.
How ACA RiskLens™ Works
Real-Time Risk Score Recalculation
As EDGE server data is accepted, ACA RiskLens™ recalculates individual risk scores using the HHS-HCC Adult, Child, and Infant models. Member-level scores update daily, reflecting the latest enrollment periods, accepted claims, and supplemental diagnoses. Compare your internal calculations against CMS RA calculation reports to detect discrepancies early.
Plan Actuarial Risk & Transfer Forecasting
Aggregate member risk scores into plan-level actuarial risk metrics. ACA RiskLens™ models the plan average risk relative to statewide averages and simulates transfer payment positions — helping you forecast whether each plan will be a payer or receiver of transfer funds, and by how much.
Gap Detection & Revenue Impact Analysis
Identify members with likely undocumented HCCs by analyzing claims patterns, historical diagnoses, and prescription data. Quantify the revenue impact of each missing HCC to prioritize chart review and supplemental diagnosis efforts where they matter most.
Reconciliation & Variance Analysis
When CMS releases official RA calculation results, ACA RiskLens™ automatically reconciles your internal projections against CMS figures. Variance reports highlight discrepancies at the member, plan, and issuer level — so you can identify the root cause of unexpected charges or shortfalls.
Scenario Modeling & Year-End Planning
Simulate the impact of additional submissions, coding improvements, or enrollment changes on your transfer payment position. Multi-scenario projections help finance and actuarial teams plan reserves, set budgets, and make strategic decisions about supplemental data submissions.
Key Capabilities
HHS-HCC Risk Engine
Full implementation of HHS-HCC risk adjustment models (Adult, Child, Infant) with age/sex factors, hierarchical condition category mapping, disease interaction terms, and enrollment duration adjustments. Configurable for current and prior model years.
Transfer Payment Simulator
Model plan-level RA transfer amounts using CMS-published parameters: statewide average premium, plan liability risk scores, allowable rating factors, and geographic cost factors. Forecast charges and receipts before CMS announces official results.
Risk Score Drift Tracker
Monitor daily changes in member and plan risk scores as new data is accepted. Spot downward drift that signals missing diagnoses or enrollment issues. Historical trending shows how risk profiles evolve throughout the benefit year.
HCC Opportunity Pipeline
AI-driven identification of members with suspected but undocumented HCCs. Prioritized by revenue impact and clinical plausibility. Links suspected conditions to supporting claims evidence and recommends chart review or supplemental diagnosis actions.
CMS Reconciliation Engine
Automated comparison of internal risk score projections against CMS RA calculation reports (RADVPS, risk score detail files). Member-level variance drill-down identifies which HCCs, enrollment periods, or plan factors drove the difference.
Reinsurance Analytics
Track individual enrollee costs against CMS reinsurance parameters: attachment point, coinsurance rate, and cap. Identify members approaching reinsurance eligibility and forecast reinsurance payment amounts for Individual Market plans.
Multi-Plan Dashboards
Compare risk profiles, HCC capture rates, and transfer payment positions across all plan IDs within an issuer. Identify high-performing and underperforming plans. Benchmark against market and metal-level averages.
Predictive Forecasting
Machine learning models project year-end risk scores and transfer positions based on current data completeness, historical patterns, and planned submission activity. Scenario analysis for different coding improvement targets.
Business Impact
Before & After ACA RiskLens™
| Metric | Before ACA RiskLens™ | With ACA RiskLens™ |
|---|---|---|
| Risk Score Visibility | Annual (CMS calculation release) | Daily recalculation from accepted EDGE data |
| Transfer Payment Forecasting | Actuarial estimates with 6+ month lag | Continuous projections with scenario modeling |
| HCC Gap Detection | Retrospective only, after year-end | Real-time gap identification with revenue impact |
| CMS Variance Analysis | Manual spreadsheet reconciliation (weeks) | Automated member-level variance reports (hours) |
| Reinsurance Tracking | Reactive — discovered after CMS settlement | Proactive monitoring against attachment points |
| Multi-Plan Comparison | Separate reports per plan, hard to compare | Unified dashboards with plan-level benchmarking |
Interactive Dashboards
Risk Score Drift Tracker
Daily member and plan risk score updates with trend lines, alert thresholds, and drill-down to contributing HCCs.
Transfer Payment Forecast
Plan-level charge/receipt projections with confidence intervals. Compare current trajectory vs. budget and prior year.
HCC Opportunity Pipeline
Ranked list of suspected undocumented HCCs with revenue impact, clinical evidence, and action recommendations.
Data Completeness Monitor
Track submission volumes, acceptance rates, and data coverage by plan, provider, and time period. Flag lagging data sources.
CMS Reconciliation View
Side-by-side comparison of internal vs. CMS risk scores with member-level variance analysis and root-cause annotations.
Reinsurance Eligibility Tracker
Monitor high-cost enrollees approaching attachment points. Forecast reinsurance payment amounts by plan and market segment.
Compliance & Governance
- ✓ Fully aligned with HHS-HCC risk adjustment models and CMS-published parameters
- ✓ Supports human-in-the-loop review for all clinical suspecting recommendations
- ✓ End-to-end encryption for all PHI data (in transit and at rest)
- ✓ Continuous audit logging for all risk score calculations and forecast changes
- ✓ Role-based access controls for actuarial, finance, operations, and compliance teams
- ✓ HIPAA-compliant cloud infrastructure with SOC 2 alignment
Why HDM ACA RiskLens™?
- ✓ EDGE-Connected: Directly integrates with EDGESync™ to reflect the latest accepted data in risk calculations — no manual data transfers.
- ✓ HHS-HCC Native: Purpose-built for ACA risk adjustment models, not adapted from a Medicare Advantage engine.
- ✓ Actuarial-Grade Accuracy: Transfer payment simulations use the same formulas and parameters published by CMS for official calculations.
- ✓ Proven Analytics Foundation: The same risk analytics architecture powering HDM's HCC Risk Analytics for MA plans — extended with ACA-specific models and market structures.
- ✓ Unified Platform: Manages both MA and ACA risk analytics for multi-market organizations on a single platform.
Know Your ACA Risk Position — Every Day
Stop waiting for CMS to tell you where you stand. ACA RiskLens™ gives you the analytics to manage risk proactively.