| name | KSB-D10-K0043 |
| description | Proportionate AI Validation Requirements: Understanding of risk-proportionate validation requirements for AI systems including validation dept... |
| version | 1.0.0 |
| domain | D10 |
| domain_name | Benefit-Risk Assessment |
| type | Knowledge |
| proficiency_level | L4 |
| bloom_level | analyze |
| triggers | ["explain proportionate ai validation requirements","what is proportionate ai validation requirements","analyze proportionate ai validation requirements"] |
| epa_mapping | EPA-03, EPA-05, EPA-08 |
| cpa_mapping | CPA-02, CPA-03 |
| regulatory_refs | |
KSB-D10-K0043: Proportionate AI Validation Requirements
Overview
Domain: D10 - Benefit-Risk Assessment
Type: Knowledge
Proficiency Level: L4 (Proficient - Independent practice)
Bloom Level: Analyze
Description
Understanding of risk-proportionate validation requirements for AI systems including validation depth based on risk classification, documentation requirements scaled to impact level, monitoring intensity proportionate to risk, and change control rigor aligned with system criticality. Knowledge of applying proportionality principle per CIOMS WG XIV and EU AI Act requirements.
Context
- Major Section: AI Risk Assessment and Benefit-Risk Integration
- Section: Risk-based AI Implementation
EPA Mapping
- EPA-03:3006-3008
- EPA-05:3011-3012
- EPA-08:3018-3019
CPA Pathway
Regulatory References
Instructions
When this skill is activated, Claude should:
- Demonstrate L4 proficiency in proportionate ai validation requirements
- Apply analyze level cognitive skills to analyze the topic
- Reference relevant regulatory guidance (general PV standards)
- Connect to related EPAs: EPA-03, EPA-05, EPA-08
Key Competencies
- Understanding of risk-proportionate validation requirements for AI systems including validation depth based on risk classification, documentation requirements scaled to impact level, monitoring intensity proportionate to risk, and change control rigor aligned with system criticality. Knowledge of applying proportionality principle per CIOMS WG XIV and EU AI Act requirements.
Assessment Criteria
- Can analyze core concepts independently
- Demonstrates understanding of regulatory context
- Applies knowledge appropriately to PV scenarios
Related Skills
- Other D10 skills in Risk-based AI Implementation
- Cross-domain integrations per DAG architecture
Generated from PV KSB Framework v1.0 | 2025-12-31
