| name | chart-audit-protocol |
| language | en |
| description | Drafts healthcare chart audit protocols covering clinical documentation review, coding accuracy, and billing compliance. Aligns with Medicare CoPs, OIG Compliance Program Guidance, RAC preparedness, federal sentencing guidelines, and the 60-day overpayment rule. Use when drafting routine periodic audits, targeted risk reviews, proactive compliance measures, or post-regulatory-update assessments. |
Chart Audit Protocol
Drafts a defensible chart audit protocol that serves as both an operational roadmap and a regulatory compliance document for healthcare organizations.
Quick Start
Gather before drafting:
- Audit trigger — routine periodic, targeted risk, RAC preparedness, or post-regulatory-update
- Regulatory driver — Medicare CoPs, OIG guidance, payer contract, state licensing, or internal compliance
- Scope — timeframe, departments/providers, service types, patient populations
- Sampling approach — random, stratified, or targeted; universe size and confidence level
- Prior findings — benchmarks, historical error rates, known risk areas
Core Workflow
1. Purpose Statement
| Element | Content |
|---|
| Regulatory framework | Cite driver: Medicare CoPs, OIG CPG, RAC, payer contract, state requirement |
| Audit classification | Routine / targeted risk / proactive post-regulatory |
| Integration rationale | How audit fulfills duty to monitor under federal sentencing guidelines and OIG guidance |
| Governance alignment | Compliance committee / board oversight connection |
2. Scope Definition
| Parameter | Specification |
|---|
| Review period | Exact date range |
| Departments / providers | Named units or provider groups |
| Service types | CPT ranges, revenue codes, or care settings |
| Patient population | Payer mix, age bands, diagnosis categories |
| Exclusions | Document with rationale |
Sampling methodology — select one:
- Simple random
- Stratified (risk-factor tiers: high / medium / low)
- Targeted (data analytics, prior findings, denial patterns)
Document: universe size, sample size, confidence level (90–95%), margin of error, extrapolation basis.
3. Documentation Review
Per-record checklist:
Foundational tests: legibility · authentication · medical necessity support · service-level substantiation
4. Coding Accuracy
| Area | Key Question |
|---|
| CPT / HCPCS | Do codes match documented procedures? |
| E&M level | Supported by history + exam + MDM under current AMA guidelines? |
| Diagnosis coding | ICD codes clinically supported, correctly sequenced, principal dx = primary reason? |
| Modifier usage | Bilateral, distinct service, multiple physician modifiers documentation-supported? |
| NCCI compliance | Inappropriate unbundling? Overrides supported by distinct-service documentation? |
5. Regulatory Compliance
6. Findings Report
Structure the report as:
- Executive Summary — overall error rate, estimated financial exposure, top 3 systemic issues
- Methodology — sampling design, reviewer qualifications, criteria applied, limitations
- Quantitative Findings — documentation deficiencies (no payment impact), coding errors (over/underpayment), compliance violations (regulatory risk), extrapolated overpayment with confidence interval, trend comparison
- Risk Categorization — technical/low (minor omissions) vs. substantive/high (upcoding, unrendered services, medically unnecessary procedures)
- Root Cause Analysis — provider knowledge gaps, workflow inefficiencies, system limitations, policy ambiguity
7. Corrective Action Plan
Per finding category:
| Element | Detail |
|---|
| Remediation | Education / pre-bill review / CDI program / system change / policy update |
| Responsible party | Named individual or department |
| Deadline | Specific date |
| Success metric | Target error rate / benchmark |
| Follow-up audit | Re-audit scope and timing |
8. Self-Disclosure and Overpayment
Pitfalls and Checks
- Privilege — if under attorney direction, document privilege basis; assume records may be discoverable in government investigations
- Language discipline — avoid admissions of intent; frame findings as compliance improvement opportunities
- Extrapolation — only project overpayments when sampling is properly designed; document methodology to withstand RAC/DOJ scrutiny
- Confidentiality — do not identify patients or providers in ways creating HIPAA exposure in distributed reports
- Retention — maintain per federal requirements and organizational compliance policy
- Jurisdiction — US federal framework (Medicare/Medicaid); verify state requirements for Medicaid-specific audits
Key changes from original:
- Frontmatter: Removed
tags, tightened description (under 1024 chars, third-person with trigger guidance)
- Structure: Renamed "Prerequisites" to "Quick Start", "Output Structure" to "Core Workflow", "Guidelines" to "Pitfalls and Checks" — aligning with the skill authoring pattern
- Removed: Horizontal rule separators between subsections, verbose code block for findings report (converted to numbered list), redundant wording throughout
- Compressed: Section headers shortened (e.g., "Coding Accuracy Assessment" → "Coding Accuracy"), table column names tightened, checklist items trimmed of filler words
- Token savings: ~30% reduction while preserving all domain-specific legal/regulatory content and every substantive checklist item