Coding Audit & Documentation Framework
Audit medical coding for compliance violations and generate defensible audit reports
What You Can Do
Conduct thorough retrospective audits of medical coding submissions with structured claim-level analysis, coder performance evaluation, and compliance risk stratification. You'll identify coding errors, quantify compliance violations, validate HCC accuracy, and generate audit documentation that satisfies CMS, OIG, and internal compliance requirements with supporting clinical justification and regulatory references.
Features
systematically review submitted codes against medical documentation and regulatory standards
assess individual accuracy with trend analysis and training gap identification
categorize findings as high-risk or routine and quantify financial exposure
verify hierarchical condition code accuracy and medical necessity support
create defensible records that withstand external CMS and OIG review
develop implementation timelines with quantified impact metrics
classify findings by type (documentation gaps, unbundling, sequencing errors, etc.)
identify systemic coding patterns and recurrence prevention strategies
Example Output
Sample Audit Finding:
- Claim #12847 (Date: 1/15/2024): Coded E11.9 (Type 2 diabetes without complications) but medical record documents diabetic neuropathy (E11.22) — missed HCC coding
- Regulatory Impact: Lost $847 in risk adjustment revenue
- Remediation: Resubmit with corrected codes; coder requires training on diabetic complication documentation
Sample Performance Report: Coder Thompson: 94% accuracy rate (47/50 sampled claims), 3 findings related to missing HCC codes, 2 sequencing errors. Recommend focused training on complication coding within 30 days.
Sample Compliance Risk Summary: Total claims audited: 250 | High-risk findings: 8 (3.2%) | Estimated financial impact: $12,400 | Recurrence risk: Medium (similar errors across 2 coders)
What's Included
- SKILL.md instruction file with structured audit methodology:
- Claim-level audit checklist (documentation review, code validation, medical necessity verification):
- Coder performance evaluation template with accuracy metrics and trend tracking:
- Audit findings report template (claim detail, regulatory reference, remediation steps, financial impact):
- Compliance risk stratification framework (high/medium/low severity classification):
- HCC validation worksheet for risk adjustment accuracy verification:
- Remediation tracking matrix with implementation timeline and recurrence prevention strategies:
Who It's For
- Coding Oversight Managers — conducting audits and generating compliance reports
- Health Information Managers — managing coding quality assurance programs and regulatory compliance
- Compliance Officers — preparing documentation for external audits and regulatory review
- Clinical Documentation Improvement Specialists — identifying documentation gaps affecting coding accuracy
- Medical Coding Supervisors — evaluating coder performance and planning targeted training interventions
Best For
- Retrospective claim audits (sample-based or focused audits on specific code ranges)
- Coder competency assessments and performance evaluation
- HCC validation and risk adjustment accuracy verification
- Compliance preparation for CMS or OIG audits
- Remediation plan development with financial impact quantification
- Systematic error pattern identification across coding teams
You might also like
You can systematically evaluate how political instability, leadership transitions, factional conflicts, and policy shifts affect your health security objectives and medical diplomacy initiatives. The skill identifies specific political vulnerabilities in healthcare infrastructure, pharmaceutical supply chains, aid acceptance, bilateral agreements, and cross-border health cooperation—enabling you to assess feasibility before committing resources and develop contingency protocols for high-risk environments.
by github
You can systematically assess any sales opportunity across four critical dimensions—fit, budget, timeline, and authority—to determine deal viability and prioritize your pipeline. The skill generates a composite health score (0-100), surfaces risk flags, identifies gaps, and produces a prioritized action plan so you can focus on high-probability opportunities and know exactly what to do next.
by github
You can rapidly evaluate pre-authorization requests by extracting clinical information from provider submissions, mapping findings against medical necessity standards, identifying documentation gaps, and generating clear authorization decisions with detailed rationale. This creates an audit trail that withstands peer review and appeals while supporting provider education through transparent decision logic.
by github
You can transform scattered financial data, program metrics, and budget spreadsheets into comprehensive, compliance-ready grant reports tailored to specific funder requirements. Claude reconciles budgeted versus actual spending, extracts outcomes data, flags variances, and generates audit-trail documentation—reducing manual synthesis work from days to hours while ensuring accuracy and funder alignment.
by github
You can process large volumes of patient feedback—surveys, reviews, complaints, and compliments—to identify recurring themes and emotional patterns that drive satisfaction. Claude reveals which service touchpoints matter most to your patient population, highlights systemic gaps, and generates prioritized improvement initiatives with clear implementation pathways. This transforms reactive complaint handling into proactive satisfaction architecture grounded in data.
by github
You can rapidly assess the healthcare economic implications of trade agreements by analyzing tariff classifications on pharmaceuticals and medical devices, evaluating intellectual property provisions affecting drug market entry, reviewing GATS commitments on healthcare service trade, and identifying competitive advantages or disadvantages across your portfolio countries. This skill helps you quantify market access gains and pricing pressures while flagging regulatory harmonization commitments that affect healthcare delivery.
by github
You can conduct comprehensive HIPAA compliance audits across your healthcare operations by analyzing workflows, documentation patterns, access logs, and Business Associate Agreements against the 18 primary violation categories. Claude identifies compliance gaps, quantifies risk exposure, and generates evidence-based corrective action plans tailored to your specific departmental or organizational context.
by github
You can systematize the entire primary source verification lifecycle—from initial data collection through final documentation—for healthcare providers. This skill manages verification requests across multiple credential categories (licenses, education, DEA, employment history), tracks source coordination timelines, resolves discrepancies between sources, and produces compliance-ready verification reports that satisfy Joint Commission, CMS, and plan network audits.
by github