ksb-d09-k0022

name: "KSB-D09-K0022" description: "Longitudinal Data Analysis: Mixed-effects modeling, growth curve analysis, trajectory identification, time-varying exposure asse..." version: "1.0.0" domain: "D09" domain_name: "Post-Authorization Studies" type: "Knowledge" proficiency_level: "L4" bloom_level: "evaluate" triggers: - "explain longitudinal data analysis" - "what is longitudinal data analysis" - "evaluate longitudinal data analysis" epa_mapping: "EPA-02, EPA-04, EPA-05" cpa_mapping: "CPA-02, CPA-07" regulatory_refs: "FDA-STAT-001, FDA-CFR-006, EMA-GVP-009"

KSB-D09-K0022: Longitudinal Data Analysis

Overview

Domain: D09 - Post-Authorization Studies Type: Knowledge Proficiency Level: L4 (Proficient - Independent practice) Bloom Level: Evaluate

Description

Mixed-effects modeling, growth curve analysis, trajectory identification, time-varying exposure assessment

Context

• Major Section: Post-Authorization Study Design Framework and Methodological Foundation
• Section: Advanced Statistical Analysis and Modeling

EPA Mapping

• EPA-02:3004-3005
• EPA-04:3009-3010
• EPA-05:3011-3012

CPA Pathway

• CPA-02, CPA-07

Regulatory References

• FDA-STAT-001
• FDA-CFR-006
• EMA-GVP-009

Instructions

When this skill is activated, Claude should:

1. Demonstrate L4 proficiency in longitudinal data analysis
2. Apply evaluate level cognitive skills to evaluate the topic
3. Reference relevant regulatory guidance (FDA-STAT-001, FDA-CFR-006, EMA-GVP-009)
4. Connect to related EPAs: EPA-02, EPA-04, EPA-05

Key Competencies

• Mixed-effects modeling, growth curve analysis, trajectory identification, time-varying exposure assessment

Assessment Criteria

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

Related Skills

• Other D09 skills in Advanced Statistical Analysis and Modeling
• Cross-domain integrations per DAG architecture

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