ArticleFrontiers in psychology2026
Implicit leadership and multidimensional imitation: a structural pathway model among Chinese university students.
Article in Frontiers in psychology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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Abstract
Introduction: This study examines the association between implicit leadership perception (ILP) and social learning and imitation processes among university students in group-based educational contexts. Integrating implicit leadership theory (ILT) with the perspectives of social learning and emotional contagion, this study conceptualizes imitation as a multilevel construct that encompasses cognitive, behavioral, decision-related, and emotional dimensions through which non-formal leadership influence is manifested within peer groups. Methods: Survey data were collected from 912 Chinese undergraduate students and analyzed using a sequential analytic strategy. Confirmatory factor analysis (CFA) was primarily employed to validate the theoretically specified measurement structure, complemented by exploratory factor analysis using principal axis factoring in combination with parallel analysis. Principal component analysis was conducted only as an auxiliary technique to examine variance distribution rather than as a factor extraction method. Structural equation modeling with robust maximum likelihood estimation was then used to examine the structural relationships between ILP and four forms of imitation. Additional exploratory multigroup analyses were conducted to examine heterogeneity by role status and gender. Results: The results supported a stable five-factor structure that comprises ILP, cognitive imitation, behavioral imitation, team decision imitation, and emotional imitation. Structural analyses indicated that ILP was significantly associated with all four dimensions of imitation, with the strongest association observed for cognitive imitation, followed by team decision and emotional imitation, while a comparatively weaker association was found for behavioral imitation. The dimensions appear to be hierarchically related, although the present cross-sectional design does not allow temporal sequencing to be established. Group comparisons further highlighted systematic differences in patterns of imitation across social roles and gender. Discussion: The findings advance the current understanding of the influence of leadership within educational settings by demonstrating that imitation is not a unitary response; instead, it is a layered social learning process primarily related to cognitive mechanisms. By extending ILT beyond formal organizational contexts, the study highlights the manner in which nonexplicit leadership cues are associated with peer interaction, collective norms, and participation in classroom groups. The results provide theoretical and methodological contributions to research on social learning, leadership without authority, and group dynamics in higher education.
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