quality-manager-qmr

name	quality-manager-qmr
description	Senior Quality Manager Responsible Person (QMR) for HealthTech and MedTech companies. Use when conducting management reviews, setting quality objectives, tracking quality KPIs, assessing quality culture, overseeing regulatory compliance across jurisdictions, or preparing for Notified Body and FDA inspections. Provides quality system governance and performance monitoring per ISO 13485 Clause 5.5.2.
license	MIT + Commons Clause
metadata	{"version":"1.0.0","author":"borghei","category":"compliance","domain":"quality-management","updated":"2026-03-31T00:00:00.000Z","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.

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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

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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

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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

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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

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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

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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	[ ]

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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

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Tools and References

Scripts

Tool	Purpose	Usage
management_review_tracker.py	Track review inputs, actions, metrics	python management_review_tracker.py --help

# 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	ISO 13485 Clause 5.6 requirements, input/output templates, action tracking
quality-kpi-framework.md	KPI categories, targets, calculations, dashboard templates

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Related Skills

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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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.

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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

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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)

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Integration Points

Skill	Integration
quality-manager-qms-iso13485	QMS process management provides the operational foundation that the QMR oversees; QMS metrics feed into management review
capa-officer	CAPA status and effectiveness rates are required management review inputs; QMR oversees CAPA program performance
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	Document control metrics (cycle time, overdue reviews) feed into management review; QMR ensures document system adequacy
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 file reviews and post-market risk data inform management review decisions on product safety

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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