--- name: quality-manager-qmr description: > Senior Quality Manager Responsible Person (QMR) for HealthTech and MedTech. Use for management reviews, quality objectives and KPIs, quality culture, and Notified Body / FDA inspection prep per ISO 13485 Clause 5.5.2. license: MIT + Commons Clause metadata: version: 1.0.0 author: borghei category: compliance domain: quality-management updated: 2026-03-31 tags: [quality-management, qms, kpi, management-review, compliance] --- # Senior Quality Manager Responsible Person (QMR) Quality system accountability, management review leadership, and regulatory compliance oversight per ISO 13485 Clause 5.5.2 requirements. --- ## QMR Responsibilities ### 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 | ### QMR Accountability Matrix | Domain | Accountable For | Reports To | Frequency | |--------|-----------------|------------|-----------| | Quality Policy | Policy adequacy and communication | CEO/Board | Annual review | | Quality Objectives | Objective achievement and relevance | Executive Team | Quarterly | | QMS Performance | System effectiveness metrics | Management | Monthly | | Regulatory Compliance | Compliance status across jurisdictions | CEO | Quarterly | | Audit Program | Audit schedule completion, findings closure | Management | Per audit | | CAPA Oversight | CAPA effectiveness and timeliness | Executive Team | Monthly | ### Authority Boundaries | 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 | | Training requirements | Define quality training needs | Organization-wide training budget | --- ## Clarify First Before preparing a quality artifact, confirm these inputs. If any is unknown or vague, ASK — do not assume: - [ ] **Which deliverable** — management review, quality objectives, KPI framework, or culture assessment (each has a distinct workflow and output) - [ ] **Review period and organizational scope** — the quarter/period and which sites/jurisdictions (drives which inputs and metrics are collected) - [ ] **Clause 5.6.2 inputs available** — audit results, customer feedback, CAPA status, prior actions (determines whether the management review is complete) Stop rule: ask only the 2-3 that most change the output. If the user says "just draft it," proceed and list your assumptions at the top of the deliverable. ## Management Review Workflow The agent conducts management reviews per ISO 13485 Clause 5.6 requirements. ### Workflow: Prepare and Execute Management Review 1. **Schedule management review** -- minimum annually per ISO 13485; quarterly or semi-annual cadence recommended for active QMS. 2. **Notify required attendees** minimum 2 weeks prior -- CEO/GM, department heads, RA Manager, Production Manager, Customer Quality lead. 3. **Collect required inputs** from process owners: - Audit results (internal and external) - Customer feedback (complaints, satisfaction, returns) - Process performance and product conformity - CAPA status and effectiveness - Previous review action items - Changes affecting QMS (regulatory, organizational) - Recommendations for improvement 4. **Compile input summary report** with trend analysis covering the review period. 5. **Prepare presentation materials** with supporting data and visualizations. 6. **Distribute agenda and input package** 1 week prior to the meeting. 7. **Conduct review meeting** per agenda -- ensure all required inputs are discussed. 8. **Validation checkpoint:** All ISO 13485 Clause 5.6.2 inputs reviewed; decisions documented with owners and due dates; outputs satisfy Clause 5.6.3 requirements. ### Example: Management Review Input Summary ``` MANAGEMENT REVIEW INPUT SUMMARY Review Period: 2025-Q3 to 2025-Q4 Review Date: 2026-01-20 Prepared By: J. Mueller, QMR 1. AUDIT RESULTS Internal audits completed: 4 of 4 planned External audits completed: 1 (Notified Body surveillance) Total findings: 0 major / 3 minor Open findings: 1 (ISMS-2025-012, due 2026-02-15) Trend: Minor findings decreased 40% YoY 2. CUSTOMER FEEDBACK Complaints received: 12 Complaint rate: 0.08 per 1000 units (target: <0.1) Customer satisfaction score: 4.2/5.0 (target: >4.0) Returns: 3 units (0.02%) Top issues: Labeling clarity (5), packaging damage (3) 3. CAPA STATUS Open CAPAs: 6 Overdue: 0 Effectiveness rate: 91% (target: >85%) Average age: 42 days 4. PREVIOUS ACTIONS Total from last review: 8 Completed: 7 | In progress: 1 | Overdue: 0 RECOMMENDED OUTPUTS: - Approve updated quality objectives for 2026 - Allocate 0.5 FTE for labeling improvement project - Schedule supplier re-qualification for packaging vendor ``` ### Management Review Output Requirements | Output | Documentation | Owner | |--------|---------------|-------| | QMS improvement decisions | Action items with due dates | Assigned per item | | Resource needs | Resource plan updates | Department heads | | Quality objectives changes | Updated objectives document | QMR | | Process improvement needs | Improvement project charters | Process owners | See: [references/management-review-guide.md](references/management-review-guide.md) --- ## Quality KPI Management Workflow The agent establishes, monitors, and reports quality performance indicators. ### Workflow: Establish Quality KPI Framework 1. **Identify quality objectives** requiring measurement -- align each KPI to a specific objective. 2. **Select KPIs** per objective using SMART criteria: Specific (clear calculation), Measurable (quantifiable), Actionable (team can influence), Relevant (aligned to objectives), Time-bound (defined frequency). 3. **Define target values** based on baseline data and industry benchmarks. 4. **Assign data source** and collection responsibility for each KPI. 5. **Establish reporting frequency** per KPI category (see table below). 6. **Configure dashboard** displays and trend analysis views. 7. **Define escalation thresholds** and alert triggers for each KPI. 8. **Validation checkpoint:** Each KPI has an assigned owner, measurable target, identified data source, and documented escalation criteria. ### Core Quality KPIs | Category | KPI | Target | Calculation | |----------|-----|--------|-------------| | Process | First Pass Yield | >95% | (Units passed first time / Total units) x 100 | | Process | Nonconformance Rate | <1% | (NC count / Total units) x 100 | | CAPA | CAPA Closure Rate | >90% | (On-time closures / Due closures) x 100 | | CAPA | CAPA Effectiveness | >85% | (Effective CAPAs / Verified CAPAs) x 100 | | Audit | Finding Closure Rate | >90% | (On-time closures / Due closures) x 100 | | Audit | Repeat Finding Rate | <10% | (Repeat findings / Total findings) x 100 | | Customer | Complaint Rate | <0.1% | (Complaints / Units sold) x 100 | | Customer | Satisfaction Score | >4.0/5.0 | Average of survey scores | ### KPI Review Frequency | KPI Type | Review Frequency | Trend Period | Audience | |----------|------------------|--------------|----------| | Safety/Compliance | Daily monitoring | Weekly | Operations | | Production Quality | Weekly | Monthly | Department heads | | Customer Quality | Monthly | Quarterly | Executive team | | Strategic Quality | Quarterly | Annual | Board/C-suite | ### Performance Response Matrix | Performance Level | Status | Action Required | |-------------------|--------|-----------------| | >110% of target | Exceeding | Consider raising target | | 100-110% of target | Meeting | Maintain current approach | | 90-100% of target | Approaching | Monitor closely | | 80-90% of target | Below | Improvement plan required | | <80% of target | Critical | Immediate intervention | See: [references/quality-kpi-framework.md](references/quality-kpi-framework.md) --- ## Quality Objectives Workflow The agent establishes and maintains measurable quality objectives per ISO 13485 Clause 5.4.1. ### Workflow: Annual Quality Objectives Setting 1. **Review prior year** objective achievement -- document status of each objective. 2. **Analyze quality performance** trends and gaps from KPI data. 3. **Align with organizational strategic plan** -- map objectives to business priorities. 4. **Draft objectives** with measurable targets using the structure below. 5. **Validate resource availability** for achievement of each objective. 6. **Obtain executive approval.** 7. **Communicate objectives** organization-wide with supporting rationale. 8. **Validation checkpoint:** Each objective is measurable, has an assigned owner, a defined target, and a timeline. ### Example: Quality Objective ``` QUALITY OBJECTIVE 2026-01 Objective Statement: Reduce customer complaint rate by 25% from 2025 baseline (0.10 per 1000 units to 0.075 per 1000 units) Aligned to Policy Element: "Commitment to continuous product improvement" Target: <0.075 complaints per 1000 units sold Baseline: 0.10 complaints per 1000 units (2025 actual) Owner: Director of Quality Due Date: 2026-12-31 Success Criteria: - Complaint rate <0.075 per 1000 units for 3 consecutive months - Top 3 complaint categories reduced by 30% Measurement Method: Monthly complaint tracking via QMS database Reporting Frequency: Monthly to QMR, Quarterly to Executive Team Supporting Initiatives: - Labeling improvement project (Q1-Q2) - Packaging vendor re-qualification (Q1) - Enhanced incoming inspection for top complaint categories (Q2) Resource Requirements: - 0.5 FTE quality engineer for labeling project - $15K budget for packaging testing ``` ### Objective Categories | Category | Example Objectives | Typical Targets | |----------|-------------------|-----------------| | Customer Quality | Reduce complaint rate | <0.1% of units sold | | Process Quality | Improve first pass yield | >96% | | Compliance | Maintain certification | Zero major NCs | | Efficiency | Reduce quality costs | <4% of revenue | | Culture | Increase training completion | >98% on-time | --- ## Quality Culture Assessment Workflow The agent assesses and improves organizational quality culture. ### Workflow: Annual Quality Culture Assessment 1. **Design or select** quality culture survey instrument covering leadership, ownership, communication, improvement, training, and problem-solving dimensions. 2. **Define survey population** -- all employees or statistically valid sample. 3. **Communicate survey purpose** and confidentiality assurances. 4. **Administer survey** with a 2-week response window. 5. **Analyze results** by department, role, and tenure -- identify patterns. 6. **Identify strengths** and top improvement areas (focus on bottom 3 dimension scores). 7. **Develop action plan** for culture gaps with owners and timelines. 8. **Validation checkpoint:** Response rate >60%; action plan addresses bottom 3 scores; results reported to management review. ### Quality Culture Dimensions | Dimension | Indicators | Assessment Method | |-----------|------------|-------------------| | Leadership commitment | Management visible support for quality | Survey, observation | | Quality ownership | Employees feel responsible for quality | Survey | | Communication | Quality information flows effectively | Survey, audit | | Continuous improvement | Suggestions submitted and implemented | Metrics | | Training and competence | Employees feel adequately trained | Survey, records | | Problem solving | Issues addressed at root cause | CAPA analysis | ### Culture Improvement Actions | Gap Identified | Potential Actions | |----------------|-------------------| | Low leadership visibility | Quality gemba walks, all-hands quality updates | | Inadequate training | Competency-based training program | | Poor communication | Quality newsletters, department huddles | | Low reporting | Anonymous reporting system, no-blame culture | | Lack of recognition | Quality award program, team celebrations | --- ## Regulatory Compliance Oversight The agent monitors and maintains regulatory compliance across jurisdictions. ### Multi-Jurisdictional Compliance Matrix | Jurisdiction | Regulation | Requirement | Status Tracking | |--------------|------------|-------------|-----------------| | EU | MDR 2017/745 | CE marking, Notified Body | Technical file, annual review | | USA | 21 CFR 820 | FDA registration, QSR compliance | Annual registration, inspections | | International | ISO 13485 | QMS certification | Surveillance audits | | Germany | MPG/MPDG | National implementation | Competent authority filings | ### Workflow: Compliance Monitoring 1. **Maintain regulatory requirement register** covering all applicable jurisdictions. 2. **Subscribe to regulatory update services** for each market. 3. **Assess impact of regulatory changes** monthly. 4. **Update affected processes** within 90 days of each change's effective date. 5. **Verify training completion** for all personnel affected by regulatory changes. 6. **Document compliance status** in management review inputs. 7. **Maintain inspection readiness** using the checklist below. 8. **Validation checkpoint:** All applicable requirements mapped; no expired registrations; inspection readiness confirmed. ### Inspection Readiness Checklist | Area | Ready | Action Needed | |------|-------|---------------| | Document control system current | [ ] | | | Training records complete | [ ] | | | CAPA system current, no overdue items | [ ] | | | Complaint files complete | [ ] | | | Equipment calibration current | [ ] | | | Supplier qualification files complete | [ ] | | | Management review records available | [ ] | | | Internal audit program current | [ ] | | --- ## Decision Frameworks ### Escalation Decision Tree ``` Issue Identified | v Is it a regulatory violation? | Yes-+-No | | v v Escalate to Is it a safety issue? Executive | immediately Yes-+-No | | v v Escalate to Does it affect Safety Team multiple departments? | Yes-+-No | | v v Escalate to Handle at Executive department level ``` ### Quality Investment Prioritization | Criteria | Weight | Score Method | |----------|--------|--------------| | Regulatory requirement | 30% | Required=10, Recommended=5, Optional=2 | | Customer impact | 25% | Direct=10, Indirect=5, None=0 | | Cost savings potential | 20% | >$100K=10, $50-100K=7, <$50K=3 | | Implementation complexity | 15% | Simple=10, Moderate=5, Complex=2 | | Strategic alignment | 10% | Core=10, Supporting=5, Peripheral=2 | --- ## Tools and References ### Scripts | Tool | Purpose | Usage | |------|---------|-------| | [management_review_tracker.py](scripts/management_review_tracker.py) | Track review inputs, actions, metrics | `python management_review_tracker.py --help` | ```bash # Track input collection status from process owners python scripts/management_review_tracker.py --status inputs --period Q4-2025 # Monitor action item completion and aging python scripts/management_review_tracker.py --status actions --overdue # Generate metrics summary for upcoming review python scripts/management_review_tracker.py --summary --format markdown ``` ### References | Document | Content | |----------|---------| | [management-review-guide.md](references/management-review-guide.md) | ISO 13485 Clause 5.6 requirements, input/output templates, action tracking | | [quality-kpi-framework.md](references/quality-kpi-framework.md) | KPI categories, targets, calculations, dashboard templates | --- ## Related Skills | Skill | Integration Point | |-------|-------------------| | [quality-manager-qms-iso13485](../quality-manager-qms-iso13485/) | QMS process management | | [capa-officer](../capa-officer/) | CAPA system oversight | | [qms-audit-expert](../qms-audit-expert/) | Internal audit program | | [quality-documentation-manager](../quality-documentation-manager/) | Document control oversight | --- ## Troubleshooting | Problem | Likely Cause | Resolution | |---------|-------------|------------| | Management review tracker shows "Not Collected" for all inputs | Input data JSON is empty or incorrectly structured | Verify the JSON file contains `inputs` with `topic`, `responsible`, `status`, and `data_period` fields. Use `--summary` to check the expected structure. | | Action items all showing as "Overdue" | Due dates in the data file are in the past with no completion dates | Update completed actions with `completion_date` and change status to `Complete` or `Verified`. For genuinely overdue items, escalate per the performance response matrix. | | Metrics summary produces zeros for all KPIs | Metrics section missing from review data JSON | Add a `metrics` object with fields for `complaint_rate`, `capa_open`, `capa_effectiveness`, `first_pass_yield`, `customer_satisfaction`, and `training_compliance`. | | Quality culture survey response rate below 60% | Survey not communicated effectively or confidentiality concerns | Re-communicate the survey purpose with explicit confidentiality assurances. Extend the response window. Consider anonymous submission to increase participation. | | Quality objectives not measurable | Objectives written as aspirational statements rather than SMART criteria | Rewrite each objective with a quantifiable target, baseline, owner, timeline, and measurement method per the SMART format documented in this skill. | | KPI dashboard shows conflicting trends | Data collected from multiple sources with different time periods | Standardize data collection periods across all KPI sources. Ensure all metrics use the same calendar quarter or review period boundaries. | | Inspection readiness checklist incomplete | Multiple departments not providing status updates | Assign a readiness coordinator per department. Conduct weekly readiness stand-ups in the 30 days before an expected inspection. | --- ## Success Criteria - Management reviews conducted at planned intervals (minimum annually, recommended quarterly) with all ISO 13485 Clause 5.6.2 required inputs collected and analyzed - Every management review produces documented outputs per Clause 5.6.3: QMS improvement decisions, resource needs, and quality objective updates, each with assigned owners and due dates - Quality KPI framework covers all required categories (process, CAPA, audit, customer) with measurable targets and documented escalation thresholds - Action item completion rate from management reviews exceeds 90% by due date, with no overdue high-priority items - Quality culture assessment conducted annually with response rate exceeding 60%, and action plans addressing the bottom 3 dimension scores - Regulatory compliance monitoring covers all applicable jurisdictions with no expired registrations or certifications - Cost of quality tracked and reported quarterly, demonstrating prevention investment reducing failure costs over time --- ## Scope & Limitations **In Scope:** - Management review preparation, execution, and output tracking per ISO 13485 Clause 5.6 - Quality KPI framework design, target setting, and performance monitoring - Quality objective setting and tracking per Clause 5.4.1 - Quality culture assessment and improvement planning - Multi-jurisdictional regulatory compliance monitoring - Inspection readiness assessment and checklist management - QMR accountability and authority framework **Out of Scope:** - Detailed CAPA management (use capa-officer for root cause analysis, implementation, and effectiveness verification) - Internal audit program execution (use qms-audit-expert for audit planning, conduct, and finding classification) - Document control operations (use quality-documentation-manager for numbering, approval workflows, and Part 11 compliance) - Product-level quality engineering (process validation, statistical process control, Six Sigma methodologies) - HR performance management or compensation decisions linked to quality objectives - Financial budgeting or resource allocation decisions (the skill recommends resource needs but does not manage budgets) --- ## Integration Points | Skill | Integration | |-------|------------| | [quality-manager-qms-iso13485](../quality-manager-qms-iso13485/) | QMS process management provides the operational foundation that the QMR oversees; QMS metrics feed into management review | | [capa-officer](../capa-officer/) | CAPA status and effectiveness rates are required management review inputs; QMR oversees CAPA program performance | | [qms-audit-expert](../qms-audit-expert/) | Audit results (internal and external) are required management review inputs; audit finding closure rate is a core QMR KPI | | [quality-documentation-manager](../quality-documentation-manager/) | Document control metrics (cycle time, overdue reviews) feed into management review; QMR ensures document system adequacy | | [regulatory-affairs-head](../regulatory-affairs-head/) | Regulatory changes affecting the QMS are a required management review input; RA and QMR coordinate compliance status reporting | | [risk-management-specialist](../risk-management-specialist/) | Risk management file reviews and post-market risk data inform management review decisions on product safety | --- ## Tool Reference ### management_review_tracker.py Tracks management review inputs, action items, and generates review metrics reports. | Flag | Required | Description | |------|----------|-------------| | `--data` | Yes (or `--interactive`) | Path to review data JSON file containing inputs, action items, and metrics for the review period | | `--interactive` | No | Launch interactive mode for guided data entry | | `--output` | No | Output format: `json` for structured output, omit for human-readable text | | `--status` | No | Filter view: `inputs` (show input collection status), `actions` (show action item status) | | `--overdue` | No | Show only overdue action items (use with `--status actions`) | | `--period` | No | Review period identifier (e.g., `Q4-2025`) to filter data | | `--summary` | No | Generate a metrics summary report for the current review period | | `--format` | No | Output format for summary: `markdown` for formatted text, omit for plain text |