What "Retrospective" Means
Retrospective risk adjustment analytics focuses on analyzing historical claims and clinical documentation to identify missed opportunities and ensure compliance with CMS requirements. This approach is essential for:
- Revenue recovery through identification of under-captured conditions
- Audit preparation with evidence completeness validation
- Compliance assurance by identifying unsupported diagnoses
- Strategic planning for future risk adjustment programs
Finding Missed HCCs and Documentation Gaps
Retrospective analytics identify several categories of missed opportunities:
Unsubmitted Diagnoses
Valid diagnoses documented in clinical records but not submitted through claims or encounter data.
Specificity Gaps
Non-specific codes used when documentation supports more specific, HCC-relevant codes.
Condition Recapture
Chronic conditions from prior years that weren't recaptured in the current payment year despite ongoing treatment.
Documentation Deficiencies
Submitted diagnoses lacking sufficient clinical documentation to support audit review.
Audit Defense and Compliance Signals
RADV audits require organizations to demonstrate that submitted diagnoses are supported by clinical documentation. Retrospective analytics strengthen audit defense by:
Pre-Submission Validation
Identify and remove unsupported diagnoses before CMS submission.
Evidence Completeness
Ensure documentation exists for every submitted diagnosis code.
Risk Flagging
Highlight high-risk codes and members requiring additional review.
Guideline Validation
Verify diagnoses comply with ICD-10 coding guidelines.
Reporting and Evidence Management
Effective retrospective programs require robust reporting and evidence management:
- Audit trails documenting the review and validation process
- Chart retrieval prioritization based on risk impact and audit exposure
- Compliance dashboards showing evidence completeness metrics
- Submission tracking for RAPS and EDPS submissions
Products That Enable Retrospective Workflows
The following solutions support retrospective risk adjustment strategies: