risk-management-specialist – Data & Science skill for AI agents
Medical device risk management specialist implementing ISO 14971 throughout product lifecycle. Provides risk analysis, risk evaluation, risk control, and post-production information analysis. Use when user mentions risk management, ISO 14971, risk analysis, FMEA, fault tree analysis, hazard identification, risk control
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SKILL.md content
Risk Management Specialist
ISO 14971:2019 risk management implementation throughout the medical device lifecycle.
---
Table of Contents
- [Risk Management Planning Workflow](#risk-management-planning-workflow)
- [Risk Analysis Workflow](#risk-analysis-workflow)
- [Risk Evaluation Workflow](#risk-evaluation-workflow)
- [Risk Control Workflow](#risk-control-workflow)
- [Post-Production Risk Management](#post-production-risk-management)
- [Risk Assessment Templates](#risk-assessment-templates)
- [Decision Frameworks](#decision-frameworks)
- [Tools and References](#tools-and-references)
---
Risk Management Planning Workflow
Establish risk management process per ISO 14971.
Workflow: Create Risk Management Plan
1. Define scope of risk management activities:
- Medical device identification
- Lifecycle stages covered
- Applicable standards and regulations
2. Establish risk acceptability criteria:
- Define probability categories (P1-P5)
- Define severity categories (S1-S5)
- Create risk matrix with acceptance thresholds
3. Assign responsibilities:
- Risk management lead
- Subject matter experts
- Approval authorities
4. Define verification activities:
- Methods for control verification
- Acceptance criteria
5. Plan production and post-production activities:
- Information sources
- Review triggers
- Update procedures
6. Obtain plan approval
7. Establish risk management file
8. Validation: Plan approved; acceptability criteria defined; responsibilities assigned; file established
Risk Management Plan Content
| Section | Content | Evidence |
|---------|---------|----------|
| Scope | Device and lifecycle coverage | Scope statement |
| Criteria | Risk acceptability matrix | Risk matrix document |
| Responsibilities | Roles and authorities | RACI chart |
| Verification | Methods and acceptance | Verification plan |
| Production/Post-Production | Monitoring activities | Surveillance plan |
Risk Acceptability Matrix (5x5)
| Probability \ Severity | Negligible | Minor | Serious | Critical | Catastrophic |
|------------------------|------------|-------|---------|----------|--------------|
| Frequent (P5) | Medium | High | High | Unacceptable | Unacceptable |
| Probable (P4) | Medium | Medium | High | High | Unacceptable |
| Occasional (P3) | Low | Medium | Medium | High | High |
| Remote (P2) | Low | Low | Medium | Medium | High |
| Improbable (P1) | Low | Low | Low | Medium | Medium |
Risk Level Actions
| Level | Acceptable | Action Required |
|-------|------------|-----------------|
| Low | Yes | Document and accept; still reduce as far as possible (EU MDR) |
| Medium | After reduction AFAP | Reduce as far as possible; document why further reduction is impossible |
| High | After reduction AFAP | Reduction required; demonstrate all further options exhausted |
| Unacceptable | No | Design change mandatory |
> EU MDR — AFAP, not ALARP: For CE-marked devices, risks must be reduced as far as possible (AFAP) without economic considerations (MDR Annex I, GSPR 1–4; EN ISO 14971:2019/A11:2021 Z-annexes deviation). ALARP ("as low as reasonably practicable"), which permits cost-benefit weighing in acceptability decisions, is not an acceptable criterion under the EU MDR — a notified body will flag it. ISO 14971:2019 itself removed ALARP from the normative text. ALARP may persist in some non-EU jurisdictions (e.g., the UK HSE tradition); if used outside the EU, flag the deviation from EU requirements explicitly.
---
Risk Analysis Workflow
Identify hazards and estimate risks systematically.
Workflow: Conduct Risk Analysis
1. Define intended use and reasonably foreseeable misuse:
- Medical indication
- Patient population
- User population
- Use environment
2. Select analysis method(s):
- FMEA for component/function analysis
- FTA for system-level analysis
- HAZOP for process deviations
- Use Error Analysis for user interaction
3. Identify hazards by category:
- Energy hazards (electrical, mechanical, thermal)
- Biological hazards (bioburden, biocompatibility)
- Chemical hazards (residues, leachables)
- Operational hazards (software, use errors)
4. Determine hazardous situations:
- Sequence of events
- Foreseeable misuse scenarios
- Single fault conditions
5. Estimate probability of harm (P1-P5)
6. Estimate severity of harm (S1-S5)
7. Document in hazard analysis worksheet
8. Validation: All hazard categories addressed; all hazards documented; probability and severity assigned
Hazard Categories Checklist
| Category | Examples | Analyzed |
|----------|----------|----------|
| Electrical | Shock, burns, interference | ☐ |
| Mechanical | Crushing, cutting, entrapment | ☐ |
| Thermal | Burns, tissue damage | ☐ |
| Radiation | Ionizing, non-ionizing | ☐ |
| Biological | Infection, biocompatibility | ☐ |
| Chemical | Toxicity, irritation | ☐ |
| Software | Incorrect output, timing | ☐ |
| Use Error | Misuse, perception, cognition | ☐ |
| Environment | EMC, mechanical stress | ☐ |
Analysis Method Selection
| Situation | Recommended Method |
|-----------|-------------------|
| Component failures | FMEA |
| System-level failure | FTA |
| Process deviations | HAZOP |
| User interaction | Use Error Analysis |
| Software behavior | Software FMEA |
| Early design phase | PHA |
Probability Criteria
| Level | Name | Description | Frequency |
|-------|------|-------------|-----------|
| P5 | Frequent | Expected to occur | >10⁻³ |
| P4 | Probable | Likely to occur | 10⁻³ to 10⁻⁴ |
| P3 | Occasional | May occur | 10⁻⁴ to 10⁻⁵ |
| P2 | Remote | Unlikely | 10⁻⁵ to 10⁻⁶ |
| P1 | Improbable | Very unlikely | <10⁻⁶ |
Severity Criteria
| Level | Name | Description | Harm |
|-------|------|-------------|------|
| S5 | Catastrophic | Death | Death |
| S4 | Critical | Permanent impairment | Irreversible injury |
| S3 | Serious | Injury requiring intervention | Reversible injury |
| S2 | Minor | Temporary discomfort | No treatment needed |
| S1 | Negligible | Inconvenience | No injury |
See: [references/risk-analysis-methods.md](references/risk-analysis-methods.md)
---
Risk Evaluation Workflow
Evaluate risks against acceptability criteria.
Workflow: Evaluate Identified Risks
1. Calculate initial risk level from probability × severity
2. Compare to risk acceptability criteria
3. For each risk, determine:
- Acceptable: Document and accept (EU MDR: still reduce as far as possible)
- Reduction required (AFAP): Proceed to risk control
- Unacceptable: Mandatory risk control
4. Document evaluation rationale
5. Identify risks requiring benefit-risk analysis
6. Complete benefit-risk analysis if applicable
7. Compile risk evaluation summary
8. Validation: All risks evaluated; acceptability determined; rationale documented
Risk Evaluation Decision Tree
Risk Estimated
│
▼
Apply Acceptability Criteria
│
├── Low Risk ──────────► Accept and document
│
├── Medium Risk ───────► Reduce as far as possible (AFAP)
│ │ Document why further reduction impossible
│ ▼
│ Further reduction possible?
│ │
│ Yes──► Implement control
│ No───► Document AFAP rationale (no economic considerations)
│
├── High Risk ─────────► Risk reduction required
│ │ Must demonstrate reduction AFAP
│ ▼
│ Implement control
│ Verify residual risk
│
└── Unacceptable ──────► Design change mandatory
Cannot proceed without controlAFAP Demonstration Requirements (EU MDR)
| Criterion | Evidence Required |
|-----------|-------------------|
| All control options considered | Analysis of every feasible control per the hierarchy (design, protective measures, information) |
| Further reduction impossible | Evidence each remaining option is technically infeasible or does not further reduce risk |
| State of the art | Comparison to similar devices and current standards |
| Stakeholder input | Clinical/user perspectives |
> Economic considerations (cost of further risk reduction) must not enter the EU acceptability decision (MDR Annex I GSPR 2; EN ISO 14971:2019/A11:2021). Cost may inform business decisions about whether to market the device — never whether a risk is acceptable.
Benefit-Risk Analysis Triggers
| Situation | Benefit-Risk Required |
|-----------|----------------------|
| Residual risk remains high | Yes |
| No feasible risk reduction | Yes |
| Novel device | Yes |
| Unacceptable risk with clinical benefit | Yes |
| All risks low | No |
---
Risk Control Workflow
Implement and verify risk control measures.
Workflow: Implement Risk Controls
1. Identify risk control options:
- Inherent safety by design (Priority 1)
- Protective measures in device (Priority 2)
- I
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