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Measuring AI Leadership: Development and Validation of a Multidimensional Measure for AI-Native Organizations

arXiv · AI, language, vision and robotics · article · Sep 16, 2026 · UTC

AI is changing what leaders must judge, explain, learn, and coordinate, yet existing measures do not capture these behaviors at the level needed to study leadership in AI-enabled work. We develop the AI Leadership Battery, which organizes 36 behaviorally specific subdimensions into 11 theory-specified content families. Following established scale-development procedures, the research used deductive item generation; content validation of definitional correspondence and definitional distinctiveness; exploratory factor analysis and item reduction; confirmatory factor analysis in independent sample

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