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

=== Multi-Dimensional Interaction Modeling ===

The research develops comprehensive approaches for modeling the complexity of human-AI interactions:

'''Interaction Layer Analysis:''' Identification of multiple interaction layers that must be captured simultaneously:
* '''Task-Level Interactions:''' Direct human-AI collaboration on specific development tasks
* '''Workflow-Level Integration:''' How AI tools integrate into broader development workflows and processes  
* '''Team-Level Dynamics:''' How AI presence affects team communication, coordination, and decision-making patterns
* '''Organizational-Level Adaptation:''' How human-AI collaboration influences organizational practices and culture

'''Temporal Dimension Modeling:''' Framework for capturing collaboration evolution across different time scales:
* '''Micro-Interactions (seconds to minutes):''' Real-time human-AI interaction patterns during specific tasks
* '''Session-Level Patterns (hours):''' Collaboration patterns within individual development sessions
* '''Project-Level Evolution (weeks to months):''' How collaboration approaches evolve throughout project lifecycles
* '''Organizational Adaptation (months to years):''' Long-term organizational learning and practice development

'''Context Sensitivity Framework:''' Systematic approach to modeling how contextual factors influence collaboration patterns:
* '''Project Characteristics:''' Size, complexity, domain, timeline pressures, and technological requirements
* '''Team Composition:''' Skill levels, experience, cultural factors, and collaborative history
* '''Organizational Environment:''' Culture, management practices, resource availability, and strategic priorities
* '''Technological Ecosystem:''' AI tool capabilities, integration quality, and infrastructure characteristics