Plan, design, and implement A/B tests and experiments with statistical rigor. Covers hypothesis frameworks, sample sizing, metrics, and result analysis.
日本語の概要は準備中です。原文の説明を表示しています。
QMR governance — management review, quality KPIs, quality objectives, regulatory compliance oversight, and quality culture per ISO 13485 Clause 5.5.2.
日本語の概要は準備中です。原文の説明を表示しています。
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Quality system accountability, management review leadership, and regulatory compliance oversight per ISO 13485 Clause 5.5.2 requirements.
| Responsibility | Scope | Evidence |
|---|---|---|
| QMS effectiveness | Monitor system performance and suitability | Management review records |
| Reporting to management | Communicate QMS performance to top management | Quality reports, dashboards |
| Quality awareness | Promote regulatory and quality requirements | Training records, communications |
| Liaison with external parties | Interface with regulators, Notified Bodies | Meeting records, correspondence |
| Decision Type | QMR Authority | Escalation Required |
|---|---|---|
| Process changes within QMS | Approve with owner | Major process redesign |
| Document approval | Final QA approval | Policy-level changes |
| Nonconformity disposition | Accept/reject with MRB | Product release decisions |
| Supplier quality actions | Quality holds, audits | Supplier termination |
| Audit scheduling | Adjust internal audit schedule | External audit timing |
Conduct management reviews per ISO 13485 Clause 5.6:
For input/output templates, attendee requirements, and the full management review input template, see references/management-review-guide.md.
Establish, monitor, and report quality performance indicators using SMART criteria.
| Category | KPI | Target |
|---|---|---|
| Process | First Pass Yield | >95% |
| Process | Nonconformance Rate | <1% |
| CAPA | CAPA Closure Rate | >90% |
| CAPA | CAPA Effectiveness | >85% |
| Audit | Finding Closure Rate | >90% |
| Customer | Complaint Rate | <0.1% |
| Customer | Satisfaction Score | >4.0/5.0 |
For KPI review frequency, performance response matrix, and dashboard templates, see references/quality-kpi-framework.md.
Establish measurable quality objectives per ISO 13485 Clause 5.4.1:
For objective structure template, categories, and quarterly review process, see references/quality-kpi-framework.md.
Assess and improve organizational quality culture annually:
For culture dimensions, survey categories, and improvement actions, see references/management-review-guide.md.
For multi-jurisdictional compliance matrix, monitoring workflow, regulatory authority interface procedures, inspection readiness checklist, and escalation/investment decision frameworks, see references/management-review-guide.md.
| Tool | Purpose |
|---|---|
| management_review_tracker.py | Track review inputs, actions, metrics |
| Document | Content |
|---|---|
| management-review-guide.md | ISO 13485 Clause 5.6, input/output templates, regulatory oversight, culture assessment |
| quality-kpi-framework.md | KPI categories, targets, calculations, objectives, dashboard templates |
| Skill | Integration Point |
|---|---|
| quality-manager-qms-iso13485 | QMS process management |
| capa-officer | CAPA system oversight |
| qms-audit-expert | Internal audit program |
| quality-documentation-manager | Document control oversight |
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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.
日本語の概要は準備中です。原文の説明を表示しています。
Web/mobile accessibility decision guide: WCAG 2.2 AA, ARIA, keyboard nav, focus management, contrast, testing. Use for: a11y, accessibility, wcag, aria, screen reader, keyboard, contrast.
日本語の概要は準備中です。原文の説明を表示しています。
Generate, iterate, and scale ad creative for paid advertising across Google, Meta, LinkedIn, and X. Covers platform specs, creative frameworks, and quality validation.
日本語の概要は準備中です。原文の説明を表示しています。
Musica interactiva para juegos: layering vertical, re-secuenciacion horizontal, stingers, reglas de transicion con sync points, y mapeo de estados de gameplay a musica. Usar para: musica adaptativa, sistema de musica dinamica, transiciones musicales, combat music.
日本語の概要は準備中です。原文の説明を表示しています。
Design multi-agent systems, create agent architectures, define communication patterns, and build autonomous agent workflows with structured evaluation frameworks.
日本語の概要は準備中です。原文の説明を表示しています。
Inter-agent communication protocol for C-suite agent teams. Defines invocation syntax, loop prevention, isolation rules, response formats, and quality loops.
日本語の概要は準備中です。原文の説明を表示しています。