ab-test-setup
FreePlan, design, and implement A/B tests and experiments with statistical rigor. Covers hypothesis frameworks, sample sizing, metrics, and result analysis.
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ISO 13485 internal audit expertise — audit planning, execution, nonconformity classification, CAPA verification, and external audit preparation.
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ISO 13485 internal audit methodology for medical device quality management systems.
Plan risk-based internal audit program:
| Risk Level | Frequency | Criteria |
|---|---|---|
| High | Quarterly | Design control, CAPA, production validation |
| Medium | Semi-annual | Purchasing, training, document control |
| Low | Annual | Infrastructure, management review |
For audit scope by clause, auditor independence checklist, and complete question sets, see references/iso13485-audit-guide.md.
Requirement: [Specific ISO 13485 clause or procedure]
Evidence: [What was observed, reviewed, or heard]
Gap: [How evidence fails to meet requirement]
| Category | Definition | CAPA Required | Timeline |
|---|---|---|---|
| Major | Systematic failure or absence of element | Yes | 30 days |
| Minor | Isolated lapse or partial implementation | Recommended | 60 days |
| Observation | Improvement opportunity | Optional | As appropriate |
Audit conclusion: CONFORMING (observations at most), MINOR NONCONFORMITIES (minor only), or MAJOR NONCONFORMITY (at least one major, which blocks a certification recommendation until it is corrected).
| Severity | CAPA Depth | Verification |
|---|---|---|
| Major | Full RCA (5-Why, Fishbone) | Next audit or within 6 months |
| Minor | Immediate cause identification | Next scheduled audit |
For classification decision tree and detailed guidance, see references/nonconformity-classification.md.
python scripts/audit_schedule_optimizer.py --processes processes.json
| Document | Content |
|---|---|
| iso13485-audit-guide.md | Clause-by-clause methodology, questions, evidence |
| nonconformity-classification.md | Severity criteria, decision tree, CAPA integration |
| Metric | Target |
|---|---|
| Schedule compliance | >90% |
| Finding closure rate | >95% |
| Repeat findings | <10% |
| CAPA effectiveness | >90% |
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Plan, design, and implement A/B tests and experiments with statistical rigor. Covers hypothesis frameworks, sample sizing, metrics, and result analysis.
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