ksb-d15-k0015

name: "KSB-D15-K0015" description: "Federated Learning and Privacy-Preserving Analytics: Understanding of advanced AI approaches that enable analysis across multiple proprietary databases w..." version: "1.0.0" domain: "D15" domain_name: "Sources of Information" type: "Knowledge" proficiency_level: "L2" bloom_level: "understand" triggers: - "explain federated learning and privacy-preserving analytics" - "what is federated learning and privacy-preserving analytics" - "explain federated learning and privacy-preserving analytics" epa_mapping: "EPA-02, EPA-04" cpa_mapping: "CPA-05, CPA-07" regulatory_refs: "ICH-E2D Sec 3.2, MULTI-LIT-001"

KSB-D15-K0015: Federated Learning and Privacy-Preserving Analytics

Overview

Domain: D15 - Sources of Information Type: Knowledge Proficiency Level: L2 (Advanced Beginner - Indirect supervision) Bloom Level: Understand

Description

Understanding of advanced AI approaches that enable analysis across multiple proprietary databases while maintaining privacy and competitive restrictions, expanding analytical capabilities while respecting data governance requirements.

Context

• Major Section: Core Knowledge
• Section: AI-Enhanced Information Discovery and Analysis

EPA Mapping

• EPA-02:3004-3005
• EPA-04:3009-3010

CPA Pathway

• CPA-05, CPA-07

Regulatory References

• ICH-E2D Sec 3.2
• MULTI-LIT-001

Instructions

When this skill is activated, Claude should:

1. Demonstrate L2 proficiency in federated learning and privacy-preserving analytics
2. Apply understand level cognitive skills to explain the topic
3. Reference relevant regulatory guidance (ICH-E2D Sec 3.2, MULTI-LIT-001)
4. Connect to related EPAs: EPA-02, EPA-04

Key Competencies

• Understanding of advanced AI approaches that enable analysis across multiple proprietary databases while maintaining privacy and competitive restrictions, expanding analytical capabilities while respecting data governance requirements.

Assessment Criteria

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

Related Skills

• Other D15 skills in AI-Enhanced Information Discovery and Analysis
• Cross-domain integrations per DAG architecture

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