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This study investigated the development of player skill and cognitive understanding of a game over repeated plays to (a) bridge separate research traditions on skill acquisition and games learning and (b) provide deeper insight into the process of developing mental models of games. 325 participants responded to an online questionnaire with questions concerning their experience with the game, Hive, as well as both open- and closed-ended items designed to compare their understanding of the game to an expert’s understanding. Open-ended items were content analyzed and modeled as a latent variable. As predicted, both player skill and mental model matching were positively associated with number of plays.
Additionally, while player skill had a curvilinear relationship with number of plays that indicated diminishing returns on additional plays, that between cognitive understanding and plays appeared to be linear. The implications of these findings for the cognitive underpinnings of player skill—and for mental model matching theory in particular—are discussed. Supplemental online material is provided here: https://osf.io/3yeg2/
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