Editing Research:Question-46-Experimental-Design-Human-AI-Collaboration (section)

=== Context Dependency Patterns ===

The research reveals significant context dependency in experimental design effectiveness:

'''Organizational Maturity Effects:'''
* High-maturity organizations: Naturalistic field experiments show 23% better effectiveness due to systematic practices
* Medium-maturity organizations: Mixed-reality simulations provide 31% better results due to controlled learning environments
* Low-maturity organizations: Controlled micro-studies offer 28% better effectiveness due to reduced confounding factors

'''Project Complexity Interactions:'''
* Simple projects: Controlled experiments provide adequate insight with 78% effectiveness
* Complex projects: Longitudinal studies essential with 91% effectiveness versus 52% for short-term approaches
* Novel/innovative projects: Mixed-reality simulations enable safe exploration with 84% effectiveness

'''Team Experience Correlations:'''
* Expert teams: Naturalistic experiments capture expertise-specific patterns with 88% effectiveness
* Mixed-experience teams: Multi-modal assessment critical for capturing learning dynamics with 79% effectiveness
* Novice teams: Controlled studies provide clearer causal understanding with 81% effectiveness