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:
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
- Schedule management review -- minimum annually per ISO 13485; quarterly or semi-annual cadence recommended for active QMS.
- Notify required attendees minimum 2 weeks prior -- CEO/GM, department heads, RA Manager, Production Manager, Customer Quality lead.
- 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
- Compile input summary report with trend analysis covering the review period.
- Prepare presentation materials with supporting data and visualizations.
- Distribute agenda and input package 1 week prior to the meeting.
- Conduct review meeting per agenda -- ensure all required inputs are discussed.
- 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
Quality KPI Management Workflow
The agent establishes, monitors, and reports quality performance indicators.
Workflow: Establish Quality KPI Framework
- Identify quality objectives requiring measurement -- align each KPI to a specific objective.
- Select KPIs per objective using SMART criteria: Specific (clear calculation), Measurable (quantifiable), Actionable (team can influence), Relevant (aligned to objectives), Time-bound (defined frequency).
- Define target values based on baseline data and industry benchmarks.
- Assign data source and collection responsibility for each KPI.
- Establish reporting frequency per KPI category (see table below).
- Configure dashboard displays and trend analysis views.
- Define escalation thresholds and alert triggers for each KPI.
- 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
Quality Objectives Workflow
The agent establishes and maintains measurable quality objectives per ISO 13485 Clause 5.4.1.
Workflow: Annual Quality Objectives Setting
- Review prior year objective achievement -- document status of each objective.
- Analyze quality performance trends and gaps from KPI data.
- Align with organizational strategic plan -- map objectives to business priorities.
- Draft objectives with measurable targets using the structure below.
- Validate resource availability for achievement of each objective.
- Obtain executive approval.
- Communicate objectives organization-wide with supporting rationale.
- 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
- Design or select quality culture survey instrument covering leadership, ownership, communication, improvement, training, and problem-solving dimensions.
- Define survey population -- all employees or statistically valid sample.
- Communicate survey purpose and confidentiality assurances.
- Administer survey with a 2-week response window.
- Analyze results by department, role, and tenure -- identify patterns.
- Identify strengths and top improvement areas (focus on bottom 3 dimension scores).
- Develop action plan for culture gaps with owners and timelines.
- 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
- Maintain regulatory requirement register covering all applicable jurisdictions.
- Subscribe to regulatory update services for each market.
- Assess impact of regulatory changes monthly.
- Update affected processes within 90 days of each change's effective date.
- Verify training completion for all personnel affected by regulatory changes.
- Document compliance status in management review inputs.
- Maintain inspection readiness using the checklist below.
- 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 |
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 |
Related Skills
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 |
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 |
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 |
1---
2name: quality-manager-qmr
3description: >
4 Senior Quality Manager Responsible Person (QMR) for HealthTech and MedTech. Use
5 for management reviews, quality objectives and KPIs, quality culture, and
6 Notified Body / FDA inspection prep per ISO 13485 Clause 5.5.2.
7license: MIT + Commons Clause
8metadata:
9 version: 1.0.0
10 author: borghei
11 category: compliance
12 domain: quality-management
13 updated: 2026-03-31
14 tags: [quality-management, qms, kpi, management-review, compliance]
15---
16
17# Senior Quality Manager Responsible Person (QMR)
18
19Quality system accountability, management review leadership, and regulatory compliance oversight per ISO 13485 Clause 5.5.2 requirements.
20
21---
22
23## QMR Responsibilities
24
25### ISO 13485 Clause 5.5.2 Requirements
26
27| Responsibility | Scope | Evidence |
28|----------------|-------|----------|
29| QMS effectiveness | Monitor system performance and suitability | Management review records |
30| Reporting to management | Communicate QMS performance to top management | Quality reports, dashboards |
31| Quality awareness | Promote regulatory and quality requirements | Training records, communications |
32| Liaison with external parties | Interface with regulators, Notified Bodies | Meeting records, correspondence |
33
34### QMR Accountability Matrix
35
36| Domain | Accountable For | Reports To | Frequency |
37|--------|-----------------|------------|-----------|
38| Quality Policy | Policy adequacy and communication | CEO/Board | Annual review |
39| Quality Objectives | Objective achievement and relevance | Executive Team | Quarterly |
40| QMS Performance | System effectiveness metrics | Management | Monthly |
41| Regulatory Compliance | Compliance status across jurisdictions | CEO | Quarterly |
42| Audit Program | Audit schedule completion, findings closure | Management | Per audit |
43| CAPA Oversight | CAPA effectiveness and timeliness | Executive Team | Monthly |
44
45### Authority Boundaries
46
47| Decision Type | QMR Authority | Escalation Required |
48|---------------|---------------|---------------------|
49| Process changes within QMS | Approve with owner | Major process redesign |
50| Document approval | Final QA approval | Policy-level changes |
51| Nonconformity disposition | Accept/reject with MRB | Product release decisions |
52| Supplier quality actions | Quality holds, audits | Supplier termination |
53| Audit scheduling | Adjust internal audit schedule | External audit timing |
54| Training requirements | Define quality training needs | Organization-wide training budget |
55
56---
57
58## Clarify First
59
60Before preparing a quality artifact, confirm these inputs. If any is unknown or vague, ASK — do not assume:
61
62- [ ] **Which deliverable** — management review, quality objectives, KPI framework, or culture assessment (each has a distinct workflow and output)
63- [ ] **Review period and organizational scope** — the quarter/period and which sites/jurisdictions (drives which inputs and metrics are collected)
64- [ ] **Clause 5.6.2 inputs available** — audit results, customer feedback, CAPA status, prior actions (determines whether the management review is complete)
65
66Stop 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.
67
68## Management Review Workflow
69
70The agent conducts management reviews per ISO 13485 Clause 5.6 requirements.
71
72### Workflow: Prepare and Execute Management Review
73
741. **Schedule management review** -- minimum annually per ISO 13485; quarterly or semi-annual cadence recommended for active QMS.
752. **Notify required attendees** minimum 2 weeks prior -- CEO/GM, department heads, RA Manager, Production Manager, Customer Quality lead.
763. **Collect required inputs** from process owners:
77 - Audit results (internal and external)
78 - Customer feedback (complaints, satisfaction, returns)
79 - Process performance and product conformity
80 - CAPA status and effectiveness
81 - Previous review action items
82 - Changes affecting QMS (regulatory, organizational)
83 - Recommendations for improvement
844. **Compile input summary report** with trend analysis covering the review period.
855. **Prepare presentation materials** with supporting data and visualizations.
866. **Distribute agenda and input package** 1 week prior to the meeting.
877. **Conduct review meeting** per agenda -- ensure all required inputs are discussed.
888. **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.
89
90### Example: Management Review Input Summary
91
92```
93MANAGEMENT REVIEW INPUT SUMMARY
94
95Review Period: 2025-Q3 to 2025-Q4
96Review Date: 2026-01-20
97Prepared By: J. Mueller, QMR
98
991. AUDIT RESULTS
100 Internal audits completed: 4 of 4 planned
101 External audits completed: 1 (Notified Body surveillance)
102 Total findings: 0 major / 3 minor
103 Open findings: 1 (ISMS-2025-012, due 2026-02-15)
104 Trend: Minor findings decreased 40% YoY
105
1062. CUSTOMER FEEDBACK
107 Complaints received: 12
108 Complaint rate: 0.08 per 1000 units (target: <0.1)
109 Customer satisfaction score: 4.2/5.0 (target: >4.0)
110 Returns: 3 units (0.02%)
111 Top issues: Labeling clarity (5), packaging damage (3)
112
1133. CAPA STATUS
114 Open CAPAs: 6
115 Overdue: 0
116 Effectiveness rate: 91% (target: >85%)
117 Average age: 42 days
118
1194. PREVIOUS ACTIONS
120 Total from last review: 8
121 Completed: 7 | In progress: 1 | Overdue: 0
122
123RECOMMENDED OUTPUTS:
124- Approve updated quality objectives for 2026
125- Allocate 0.5 FTE for labeling improvement project
126- Schedule supplier re-qualification for packaging vendor
127```
128
129### Management Review Output Requirements
130
131| Output | Documentation | Owner |
132|--------|---------------|-------|
133| QMS improvement decisions | Action items with due dates | Assigned per item |
134| Resource needs | Resource plan updates | Department heads |
135| Quality objectives changes | Updated objectives document | QMR |
136| Process improvement needs | Improvement project charters | Process owners |
137
138See: [references/management-review-guide.md](references/management-review-guide.md)
139
140---
141
142## Quality KPI Management Workflow
143
144The agent establishes, monitors, and reports quality performance indicators.
145
146### Workflow: Establish Quality KPI Framework
147
1481. **Identify quality objectives** requiring measurement -- align each KPI to a specific objective.
1492. **Select KPIs** per objective using SMART criteria: Specific (clear calculation), Measurable (quantifiable), Actionable (team can influence), Relevant (aligned to objectives), Time-bound (defined frequency).
1503. **Define target values** based on baseline data and industry benchmarks.
1514. **Assign data source** and collection responsibility for each KPI.
1525. **Establish reporting frequency** per KPI category (see table below).
1536. **Configure dashboard** displays and trend analysis views.
1547. **Define escalation thresholds** and alert triggers for each KPI.
1558. **Validation checkpoint:** Each KPI has an assigned owner, measurable target, identified data source, and documented escalation criteria.
156
157### Core Quality KPIs
158
159| Category | KPI | Target | Calculation |
160|----------|-----|--------|-------------|
161| Process | First Pass Yield | >95% | (Units passed first time / Total units) x 100 |
162| Process | Nonconformance Rate | <1% | (NC count / Total units) x 100 |
163| CAPA | CAPA Closure Rate | >90% | (On-time closures / Due closures) x 100 |
164| CAPA | CAPA Effectiveness | >85% | (Effective CAPAs / Verified CAPAs) x 100 |
165| Audit | Finding Closure Rate | >90% | (On-time closures / Due closures) x 100 |
166| Audit | Repeat Finding Rate | <10% | (Repeat findings / Total findings) x 100 |
167| Customer | Complaint Rate | <0.1% | (Complaints / Units sold) x 100 |
168| Customer | Satisfaction Score | >4.0/5.0 | Average of survey scores |
169
170### KPI Review Frequency
171
172| KPI Type | Review Frequency | Trend Period | Audience |
173|----------|------------------|--------------|----------|
174| Safety/Compliance | Daily monitoring | Weekly | Operations |
175| Production Quality | Weekly | Monthly | Department heads |
176| Customer Quality | Monthly | Quarterly | Executive team |
177| Strategic Quality | Quarterly | Annual | Board/C-suite |
178
179### Performance Response Matrix
180
181| Performance Level | Status | Action Required |
182|-------------------|--------|-----------------|
183| >110% of target | Exceeding | Consider raising target |
184| 100-110% of target | Meeting | Maintain current approach |
185| 90-100% of target | Approaching | Monitor closely |
186| 80-90% of target | Below | Improvement plan required |
187| <80% of target | Critical | Immediate intervention |
188
189See: [references/quality-kpi-framework.md](references/quality-kpi-framework.md)
190
191---
192
193## Quality Objectives Workflow
194
195The agent establishes and maintains measurable quality objectives per ISO 13485 Clause 5.4.1.
196
197### Workflow: Annual Quality Objectives Setting
198
1991. **Review prior year** objective achievement -- document status of each objective.
2002. **Analyze quality performance** trends and gaps from KPI data.
2013. **Align with organizational strategic plan** -- map objectives to business priorities.
2024. **Draft objectives** with measurable targets using the structure below.
2035. **Validate resource availability** for achievement of each objective.
2046. **Obtain executive approval.**
2057. **Communicate objectives** organization-wide with supporting rationale.
2068. **Validation checkpoint:** Each objective is measurable, has an assigned owner, a defined target, and a timeline.
207
208### Example: Quality Objective
209
210```
211QUALITY OBJECTIVE 2026-01
212
213Objective Statement: Reduce customer complaint rate by 25% from
214 2025 baseline (0.10 per 1000 units to 0.075 per 1000 units)
215
216Aligned to Policy Element: "Commitment to continuous product improvement"
217Target: <0.075 complaints per 1000 units sold
218Baseline: 0.10 complaints per 1000 units (2025 actual)
219Owner: Director of Quality
220Due Date: 2026-12-31
221
222Success Criteria:
223- Complaint rate <0.075 per 1000 units for 3 consecutive months
224- Top 3 complaint categories reduced by 30%
225
226Measurement Method: Monthly complaint tracking via QMS database
227Reporting Frequency: Monthly to QMR, Quarterly to Executive Team
228
229Supporting Initiatives:
230- Labeling improvement project (Q1-Q2)
231- Packaging vendor re-qualification (Q1)
232- Enhanced incoming inspection for top complaint categories (Q2)
233
234Resource Requirements:
235- 0.5 FTE quality engineer for labeling project
236- $15K budget for packaging testing
237```
238
239### Objective Categories
240
241| Category | Example Objectives | Typical Targets |
242|----------|-------------------|-----------------|
243| Customer Quality | Reduce complaint rate | <0.1% of units sold |
244| Process Quality | Improve first pass yield | >96% |
245| Compliance | Maintain certification | Zero major NCs |
246| Efficiency | Reduce quality costs | <4% of revenue |
247| Culture | Increase training completion | >98% on-time |
248
249---
250
251## Quality Culture Assessment Workflow
252
253The agent assesses and improves organizational quality culture.
254
255### Workflow: Annual Quality Culture Assessment
256
2571. **Design or select** quality culture survey instrument covering leadership, ownership, communication, improvement, training, and problem-solving dimensions.
2582. **Define survey population** -- all employees or statistically valid sample.
2593. **Communicate survey purpose** and confidentiality assurances.
2604. **Administer survey** with a 2-week response window.
2615. **Analyze results** by department, role, and tenure -- identify patterns.
2626. **Identify strengths** and top improvement areas (focus on bottom 3 dimension scores).
2637. **Develop action plan** for culture gaps with owners and timelines.
2648. **Validation checkpoint:** Response rate >60%; action plan addresses bottom 3 scores; results reported to management review.
265
266### Quality Culture Dimensions
267
268| Dimension | Indicators | Assessment Method |
269|-----------|------------|-------------------|
270| Leadership commitment | Management visible support for quality | Survey, observation |
271| Quality ownership | Employees feel responsible for quality | Survey |
272| Communication | Quality information flows effectively | Survey, audit |
273| Continuous improvement | Suggestions submitted and implemented | Metrics |
274| Training and competence | Employees feel adequately trained | Survey, records |
275| Problem solving | Issues addressed at root cause | CAPA analysis |
276
277### Culture Improvement Actions
278
279| Gap Identified | Potential Actions |
280|----------------|-------------------|
281| Low leadership visibility | Quality gemba walks, all-hands quality updates |
282| Inadequate training | Competency-based training program |
283| Poor communication | Quality newsletters, department huddles |
284| Low reporting | Anonymous reporting system, no-blame culture |
285| Lack of recognition | Quality award program, team celebrations |
286
287---
288
289## Regulatory Compliance Oversight
290
291The agent monitors and maintains regulatory compliance across jurisdictions.
292
293### Multi-Jurisdictional Compliance Matrix
294
295| Jurisdiction | Regulation | Requirement | Status Tracking |
296|--------------|------------|-------------|-----------------|
297| EU | MDR 2017/745 | CE marking, Notified Body | Technical file, annual review |
298| USA | 21 CFR 820 | FDA registration, QSR compliance | Annual registration, inspections |
299| International | ISO 13485 | QMS certification | Surveillance audits |
300| Germany | MPG/MPDG | National implementation | Competent authority filings |
301
302### Workflow: Compliance Monitoring
303
3041. **Maintain regulatory requirement register** covering all applicable jurisdictions.
3052. **Subscribe to regulatory update services** for each market.
3063. **Assess impact of regulatory changes** monthly.
3074. **Update affected processes** within 90 days of each change's effective date.
3085. **Verify training completion** for all personnel affected by regulatory changes.
3096. **Document compliance status** in management review inputs.
3107. **Maintain inspection readiness** using the checklist below.
3118. **Validation checkpoint:** All applicable requirements mapped; no expired registrations; inspection readiness confirmed.
312
313### Inspection Readiness Checklist
314
315| Area | Ready | Action Needed |
316|------|-------|---------------|
317| Document control system current | [ ] | |
318| Training records complete | [ ] | |
319| CAPA system current, no overdue items | [ ] | |
320| Complaint files complete | [ ] | |
321| Equipment calibration current | [ ] | |
322| Supplier qualification files complete | [ ] | |
323| Management review records available | [ ] | |
324| Internal audit program current | [ ] | |
325
326---
327
328## Decision Frameworks
329
330### Escalation Decision Tree
331
332```
333Issue Identified
334 |
335 v
336Is it a regulatory violation?
337 |
338 Yes-+-No
339 | |
340 v v
341Escalate to Is it a safety issue?
342Executive |
343immediately Yes-+-No
344 | |
345 v v
346 Escalate to Does it affect
347 Safety Team multiple departments?
348 |
349 Yes-+-No
350 | |
351 v v
352 Escalate to Handle at
353 Executive department level
354```
355
356### Quality Investment Prioritization
357
358| Criteria | Weight | Score Method |
359|----------|--------|--------------|
360| Regulatory requirement | 30% | Required=10, Recommended=5, Optional=2 |
361| Customer impact | 25% | Direct=10, Indirect=5, None=0 |
362| Cost savings potential | 20% | >$100K=10, $50-100K=7, <$50K=3 |
363| Implementation complexity | 15% | Simple=10, Moderate=5, Complex=2 |
364| Strategic alignment | 10% | Core=10, Supporting=5, Peripheral=2 |
365
366---
367
368## Tools and References
369
370### Scripts
371
372| Tool | Purpose | Usage |
373|------|---------|-------|
374| [management_review_tracker.py](scripts/management_review_tracker.py) | Track review inputs, actions, metrics | `python management_review_tracker.py --help` |
375
376```bash
377# Track input collection status from process owners
378python scripts/management_review_tracker.py --status inputs --period Q4-2025
379
380# Monitor action item completion and aging
381python scripts/management_review_tracker.py --status actions --overdue
382
383# Generate metrics summary for upcoming review
384python scripts/management_review_tracker.py --summary --format markdown
385```
386
387### References
388
389| Document | Content |
390|----------|---------|
391| [management-review-guide.md](references/management-review-guide.md) | ISO 13485 Clause 5.6 requirements, input/output templates, action tracking |
392| [quality-kpi-framework.md](references/quality-kpi-framework.md) | KPI categories, targets, calculations, dashboard templates |
393
394---
395
396## Related Skills
397
398| Skill | Integration Point |
399|-------|-------------------|
400| [quality-manager-qms-iso13485](../quality-manager-qms-iso13485/) | QMS process management |
401| [capa-officer](../capa-officer/) | CAPA system oversight |
402| [qms-audit-expert](../qms-audit-expert/) | Internal audit program |
403| [quality-documentation-manager](../quality-documentation-manager/) | Document control oversight |
404
405---
406
407## Troubleshooting
408
409| Problem | Likely Cause | Resolution |
410|---------|-------------|------------|
411| 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. |
412| 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. |
413| 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`. |
414| 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. |
415| 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. |
416| 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. |
417| 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. |
418
419---
420
421## Success Criteria
422
423- Management reviews conducted at planned intervals (minimum annually, recommended quarterly) with all ISO 13485 Clause 5.6.2 required inputs collected and analyzed
424- 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
425- Quality KPI framework covers all required categories (process, CAPA, audit, customer) with measurable targets and documented escalation thresholds
426- Action item completion rate from management reviews exceeds 90% by due date, with no overdue high-priority items
427- Quality culture assessment conducted annually with response rate exceeding 60%, and action plans addressing the bottom 3 dimension scores
428- Regulatory compliance monitoring covers all applicable jurisdictions with no expired registrations or certifications
429- Cost of quality tracked and reported quarterly, demonstrating prevention investment reducing failure costs over time
430
431---
432
433## Scope & Limitations
434
435**In Scope:**
436- Management review preparation, execution, and output tracking per ISO 13485 Clause 5.6
437- Quality KPI framework design, target setting, and performance monitoring
438- Quality objective setting and tracking per Clause 5.4.1
439- Quality culture assessment and improvement planning
440- Multi-jurisdictional regulatory compliance monitoring
441- Inspection readiness assessment and checklist management
442- QMR accountability and authority framework
443
444**Out of Scope:**
445- Detailed CAPA management (use capa-officer for root cause analysis, implementation, and effectiveness verification)
446- Internal audit program execution (use qms-audit-expert for audit planning, conduct, and finding classification)
447- Document control operations (use quality-documentation-manager for numbering, approval workflows, and Part 11 compliance)
448- Product-level quality engineering (process validation, statistical process control, Six Sigma methodologies)
449- HR performance management or compensation decisions linked to quality objectives
450- Financial budgeting or resource allocation decisions (the skill recommends resource needs but does not manage budgets)
451
452---
453
454## Integration Points
455
456| Skill | Integration |
457|-------|------------|
458| [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 |
459| [capa-officer](../capa-officer/) | CAPA status and effectiveness rates are required management review inputs; QMR oversees CAPA program performance |
460| [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 |
461| [quality-documentation-manager](../quality-documentation-manager/) | Document control metrics (cycle time, overdue reviews) feed into management review; QMR ensures document system adequacy |
462| [regulatory-affairs-head](../regulatory-affairs-head/) | Regulatory changes affecting the QMS are a required management review input; RA and QMR coordinate compliance status reporting |
463| [risk-management-specialist](../risk-management-specialist/) | Risk management file reviews and post-market risk data inform management review decisions on product safety |
464
465---
466
467## Tool Reference
468
469### management_review_tracker.py
470
471Tracks management review inputs, action items, and generates review metrics reports.
472
473| Flag | Required | Description |
474|------|----------|-------------|
475| `--data` | Yes (or `--interactive`) | Path to review data JSON file containing inputs, action items, and metrics for the review period |
476| `--interactive` | No | Launch interactive mode for guided data entry |
477| `--output` | No | Output format: `json` for structured output, omit for human-readable text |
478| `--status` | No | Filter view: `inputs` (show input collection status), `actions` (show action item status) |
479| `--overdue` | No | Show only overdue action items (use with `--status actions`) |
480| `--period` | No | Review period identifier (e.g., `Q4-2025`) to filter data |
481| `--summary` | No | Generate a metrics summary report for the current review period |
482| `--format` | No | Output format for summary: `markdown` for formatted text, omit for plain text |