| 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
Regulatory References
- ICH-E2D Sec 3.2
- MULTI-LIT-001
Instructions
When this skill is activated, Claude should:
- Demonstrate L2 proficiency in federated learning and privacy-preserving analytics
- Apply understand level cognitive skills to explain the topic
- Reference relevant regulatory guidance (ICH-E2D Sec 3.2, MULTI-LIT-001)
- 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
