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Research:Question-46-Experimental-Design-Human-AI-Collaboration
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=== Research Methodology Guidelines === The research findings provide specific guidance for designing human-AI collaboration experiments: '''Multi-Method Integration Strategy:''' * Combine multiple experimental approaches to capture different aspects of collaboration complexity * Use controlled micro-studies for mechanistic understanding and hypothesis testing * Employ naturalistic field experiments for ecological validity and practical relevance * Implement longitudinal tracking for understanding temporal dynamics and sustainability '''Measurement System Design:''' * Build on DORA metrics foundation with AI-specific extensions for productivity assessment * Integrate real-time analytics for micro-interaction understanding * Include multi-stakeholder perspectives for comprehensive outcome assessment * Employ multi-modal approaches combining quantitative metrics with qualitative insights '''Context Sensitivity Planning:''' * Explicitly model and account for organizational, project, and team contextual factors * Design experiments with appropriate complexity levels for research objectives * Plan for context-specific adaptation while maintaining measurement consistency * Include cross-context validation components for generalizability assessment
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