By name: "KSB-D08-K0015" description: "Real-Time Analytics and Streaming Data: Continuous monitoring algorithms, adaptive threshold management, incremental learning systems, conce..." version: "1.0.0" domain: "D08" domain_name: "Signal Detection & Management" type: "Knowledge" proficiency_level: "L5" bloom_level: "create" triggers: - "explain real-time analytics and streaming data" - "what is real-time analytics and streaming data" - "create real-time analytics and streaming data" epa_mapping: "EPA-04, EPA-05" cpa_mapping: "CPA-02" regulatory_refs: "FDA-GUID-006, EMA-GVP-005, EMA-GVP-010, CIOMS-VIII"
KSB-D08-K0015: Real-Time Analytics and Streaming Data
Overview
Domain: D08 - Signal Detection & Management Type: Knowledge Proficiency Level: L5 (Expert - Can supervise others) Bloom Level: Create
Description
Continuous monitoring algorithms, adaptive threshold management, incremental learning systems, concept drift detection
Context
- Major Section: Signal Detection Theoretical Foundation and Methodological Framework
- Section: Advanced AI-Enhanced Detection Algorithms
EPA Mapping
- EPA-04:3009-3010
- EPA-05:3011-3012
CPA Pathway
- CPA-02
Regulatory References
- FDA-GUID-006
- EMA-GVP-005
- EMA-GVP-010
- CIOMS-VIII
Instructions
When this skill is activated, Claude should:
- Demonstrate L5 proficiency in real-time analytics and streaming data
- Apply create level cognitive skills to create the topic
- Reference relevant regulatory guidance (FDA-GUID-006, EMA-GVP-005, EMA-GVP-010, CIOMS-VIII)
- Connect to related EPAs: EPA-04, EPA-05
Key Competencies
- Continuous monitoring algorithms, adaptive threshold management, incremental learning systems, concept drift detection
Assessment Criteria
- Can create core concepts independently
- Demonstrates understanding of regulatory context
- Applies knowledge appropriately to PV scenarios
Related Skills
- Other D08 skills in Advanced AI-Enhanced Detection Algorithms
- Cross-domain integrations per DAG architecture
Generated from PV KSB Framework v1.0 | 2025-12-31