Coding Audit & Quality Assurance Framework
Audit medical coding submissions for compliance, accuracy, and revenue integrity
What You Can Do
You can conduct structured audits of medical coding submissions across ICD-10-CM/CPT accuracy, medical necessity support, HCC capture completeness, and regulatory compliance. Claude analyzes sampled claims against coding standards, identifies high-risk patterns, and generates detailed findings reports with specific retraining recommendations for individual coders or systemic process improvements.
Features
audit claims against ICD-10-CM/CPT standards, Medicare regulations, and payer-specific requirements
identify missed or incorrectly captured hierarchical condition categories affecting risk-adjusted payments
track accuracy metrics, error patterns, and competency gaps by individual coder or claim type
verify clinical documentation supports coding selections and identify unsupported diagnoses or procedures
validate correct modifier usage and flag inappropriate or missing modifiers
identify systemic coding issues, training gaps, or process breakdowns driving repeat errors
generate targeted, evidence-based coaching plans addressing documented coder deficiencies
create defensible compliance records suitable for external audits, RAC reviews, or regulatory inquiries
Example Output
Audit Finding Summary:
- Claim Sample: 47 of 385 high-risk oncology claims (Q3 2024)
- Error Rate: 12.8% (6 claims with compliance violations)
- Primary Issues: HCC capture (4 missed HCC code submissions), modifier misuse (2 bilateral procedure errors)
Coder Performance Pattern:
- Coder ID 1847 (Sarah M.): 2 errors in 12 claims reviewed = 16.7% error rate
- Error Type: Missing secondary diagnosis codes for comorbidity capture
- Compliance Risk: Undercoding resulting in $3,400 revenue impact on sample
- Recommendation: Targeted retraining on multi-system documentation review + weekly coding audit for 4 weeks
Systemic Finding:
- Pattern: 8 of 9 missed HCC captures across coders in cardiology specialty
- Root Cause: Template EHR doesn't flag comorbidity documentation gaps
- Recommendation: Process improvement—implement pre-coding audit checklist for cardiology department
What's Included
- SKILL.md: complete audit methodology, compliance frameworks, and structured interview templates
- Audit Checklist: ICD-10-CM/CPT validation points, medical necessity review criteria, and compliance verification steps
- Coder Performance Template: error tracking matrix, accuracy calculation worksheet, and trend analysis format
- Retraining Plan Framework: competency-based coaching outline with targeted learning objectives and follow-up audit schedule
- Compliance Documentation Template: audit report format suitable for external audits, RAC responses, and regulatory defense files
Who It's For
- Health Information Managers — overseeing coding operations and compliance within healthcare organizations
- Coding Supervisors — responsible for coder training, performance monitoring, and quality assurance
- Compliance Officers — conducting audits, documenting regulatory defense, and responding to payer inquiries
- Revenue Cycle Directors — identifying coding-related revenue losses and process improvement opportunities
- Medical Coding Educators — designing targeted retraining programs and validating coder competency
Best For
- Quarterly or annual compliance audits of medical coding submissions
- Investigative audits triggered by high denial rates, payer findings, or regulatory concerns
- New coder onboarding evaluations and competency validation
- HCC capture accuracy reviews for risk-adjusted payment models
- Preparation for external audits (Medicare RAC, payer audits, compliance reviews)
- Performance gap analysis and targeted retraining plan development
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