AI Management System – Policy & Impact Assessment
AI policy + AI system impact assessment
사용법: The AI impact assessment is the AIMS analog of a DPIA. The human-oversight level (in/on/out of loop) is the decision everything else hangs on.
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AI Management System – Policy & Impact Assessment
ISO/IEC 42001:2023 (AIMS) – the AI management standard. Two artifacts here: the AI policy + the AI system impact assessment (the AIMS analog of a DPIA, per Annex A controls).
| Field | Value |
|---|---|
| Document ID | DOC-AIMS-NNN |
| AI system | name/version |
| Owner | AI governance lead |
| Date | YYYY-MM-DD |
Part A – AI policy commitments
- AI systems are developed/used responsibly: fairness, transparency, accountability, safety, privacy.
- AI risk is assessed before deployment and monitored continuously.
- Human oversight level is defined per system and enforced.
- Roles and responsibilities for AI governance are assigned.
- Legal obligations (AI Act, sector rules) are tracked and met.
Part B – AI system impact assessment
B.1 System description
- Purpose, users, affected stakeholders
- Model type, data sources, decision autonomy level
- Deployment context (internal / customer-facing / regulated domain)
B.2 Risk classification
| Dimension | Assessment | Rating |
|---|---|---|
| Impact on individuals' rights | decisions about people? | H/M/L |
| Safety impact | physical harm possible? | |
| Scale | number of people affected | |
| Autonomy | human-in/on/out-of-loop | |
| Data sensitivity | personal/special category data |
B.3 Impact analysis
| Impact area | Description | Likelihood | Severity | Mitigation |
|---|---|---|---|---|
| Fairness/bias | group disadvantage | bias testing | ||
| Transparency | explainability to subjects | model cards | ||
| Privacy | data exposure | DPIA link | ||
| Safety | harmful outputs | guardrails, HITL | ||
| Security | adversarial attack | red teaming |
B.4 Controls & monitoring
| Control | Implementation | Monitoring metric | Review |
|---|---|---|---|
| Human oversight | review step in workflow | override rate | monthly |
| Performance drift | eval harness | accuracy delta | continuous |
| Bias monitoring | subgroup metrics | fairness delta | quarterly |
B.5 Decision
- Deploy as assessed
- Deploy with conditions
- Not acceptable – redesign
Approved: ____________ Date: ________