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This research seeks to identify the barriers and factors associated with adopting wearable technology devices (WTDs) for managing personal health. Based on a partial least square (PLS) analysis of 277 US‐based residents, the findings demonstrate that performance expectancy, social influence, facilitating conditions, hedonic motivation, habit, and personalization are significant predictors of consumers' intention to use WTDs. Interestingly, price value, privacy concerns, and health consciousness are not significant. This study will inform future research on WTDs in personal health management. Theoretical and practical implications of the study are also presented.

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