ksb-d08-k0042

name	KSB-D08-K0042
description	AI Fairness Validation Frameworks: Comprehensive understanding of AI fairness metrics including demographic parity, equalized odds, cal...
version	1.0.0
domain	D08
domain_name	Signal Detection & Management
type	Knowledge
proficiency_level	L4
bloom_level	evaluate
triggers	["explain ai fairness validation frameworks","what is ai fairness validation frameworks","evaluate ai fairness validation frameworks"]
epa_mapping	EPA-04, EPA-05
cpa_mapping	CPA-02
regulatory_refs

KSB-D08-K0042: AI Fairness Validation Frameworks

Overview

Domain: D08 - Signal Detection & Management Type: Knowledge Proficiency Level: L4 (Proficient - Independent practice) Bloom Level: Evaluate

Description

Comprehensive understanding of AI fairness metrics including demographic parity, equalized odds, calibration across groups, individual fairness measures, and counterfactual fairness concepts. Knowledge of validation methodologies for assessing model performance across protected demographic attributes (age, sex, race/ethnicity, geographic region) in safety signal detection contexts.

Context

• Major Section: AI Integration and Advanced Analytics
• Section: AI Fairness and Equity in Signal Detection

EPA Mapping

• EPA-04:3009-3010
• EPA-05:3011-3012

CPA Pathway

• CPA-02

Regulatory References

• General PV competency

Instructions

When this skill is activated, Claude should:

1. Demonstrate L4 proficiency in ai fairness validation frameworks
2. Apply evaluate level cognitive skills to evaluate the topic
3. Reference relevant regulatory guidance (general PV standards)
4. Connect to related EPAs: EPA-04, EPA-05

Key Competencies

• Comprehensive understanding of AI fairness metrics including demographic parity, equalized odds, calibration across groups, individual fairness measures, and counterfactual fairness concepts. Knowledge of validation methodologies for assessing model performance across protected demographic attributes (age, sex, race/ethnicity, geographic region) in safety signal detection contexts.

Assessment Criteria

• Can evaluate core concepts independently
• Demonstrates understanding of regulatory context
• Applies knowledge appropriately to PV scenarios

Related Skills

• Other D08 skills in AI Fairness and Equity in Signal Detection
• Cross-domain integrations per DAG architecture

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Generated from PV KSB Framework v1.0 | 2025-12-31