Can You Explain This Risk Score?

Why Audit-Ready Transparency Is Non-Negotiable in 2025

It’s the moment every compliance team dreads: during a CMS RADV audit, an auditor points to a patient’s RAF score and asks,

"Can you walk me through exactly how this was calculated?"
If your only answer is,
"We’ll have to ask our vendor"

you’re already in DANGEROUS TERRITORY .

The Black-Box Problem

Most risk adjustment vendors operate as black boxes. They provide a single score—or at best a list of flagged HCCs—but stop short of explaining the calculation. When pressed, you’ll often hear:

  • Our proprietary algorithms optimize beyond CMS models.
  • The calculation is too complex for manual verification.
  • You should rely on the summary reports we’ve provided.
  • Detailed breakdowns are available—but at an additional cost.

This lack of transparency isn’t just frustrating. In the age of intensified CMS scrutiny, it’s a direct financial and compliance risk.

The Audit Reality Check

RADV audits are increasing in frequency and intensity. CMS expects organizations to demonstrate exactly how each RAF score was derived—from diagnosis codes to final values. Auditors want:

  • The CMS model version applied (V24, V28, etc.)
  • Step-by-step calculation details
  • Application of demographic factors
  • Specific HCCs and their relative factors
  • Disease interaction logic
  • A complete audit trail linking every diagnosis to the final RAF

If your vendor can’t produce this instantly, your organization is exposed.

The Transparency Advantage

Organizations running local, transparent risk scoring don’t scramble when auditors ask tough questions. Instead, they can:

  • Generate breakdowns on demand

    Every RAF component explained in seconds.

  • Validate calculations independently

    No reliance on vendor support tickets.

  • Proactively demonstrate compliance

    Full documentation always available.

  • Build trust with auditors

    Transparency eliminates doubt and strengthens defensibility.

Beyond Compliance: Operational Benefits

Transparency transforms audits, but the benefits extend across your organization:

  • Clinical documentation improves
    When providers see exactly how coding impacts RAF.
  • Trust increases
    Clinicians understand and believe in the numbers.
  • Education accelerates
    With concrete, patient-level examples.
  • Quality initiatives sharpen
    By tying risk scores directly to conditions and outcomes.

The Choice Is Clear

In 2026, black-box risk scoring is more than an inconvenience—it’s a liability. CMS audits demand transparency, and technology exists today to deliver it.

With MSCORE®, health plans and ACOs can run fully transparent, locally controlled CMS-HCC models, producing complete audit trails and real-time explanations.