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Updated: Apr 11, 2026

Visualization of Intensity Levels to Reduce the Gap Between Self-Reported and Directly Measured Physical Activity
Published on: March 7, 2019
Application of a conceptual model to predict physical activity identity among Canadian adults
Michael K Smith1,2, Alfred S Y Lee1, Ryan E Rhodes1
1University of Victoria, Victoria, British Columbia, Canada.
Background:
Evidence supports the benefits of physical activity (PA); however, many adults do not achieve recommended PA levels. Identity theories have been used to understand PA, but the antecedents of PA identity remain less clear.
Purpose:
This study presents an exploratory test of a conceptual model predicting PA identity strength using candidate antecedents identified in a recent narrative review.
Methods:
A three-week prospective survey was administered to 570 Canadian adults. Time 1 recorded weekly self-reported minutes of moderate-to-vigorous physical activity (MVPA), self-regulation domains and five candidate antecedents-social relatedness, personal investment, perceived capability, PA alignment and priority. PA identity was measured 3 weeks later (Time 2). Using a structural equation modelling approach, we explored the proposed pattern of direct and indirect paths.
Results:
The model fit the data adequately, χ2 = 795.92, df = 324, CFI = .95, TLI = .95, RMSEA = .05 (90% CI = .05-.06) and SRMR = .07. Significant direct paths to Time 2 identity were observed for Time 1 MVPA, reactive regulation, self-monitoring, relatedness, perceived capability, alignment and priority (β = .11-.34, ps ≤ .04). Indirect paths from Time 1 relatedness, personal investment and priority to Time 2 identity-operating via Time 1 MVPA and self-regulation strategies (especially reactive regulation and self-monitoring)-were also significant (β = .09-.18, ps ≤ .01).
Conclusion:
PA identity may have multivariate inputs. These findings provide preliminary evidence for the proposed conceptual model and experimental work is needed to determine whether modifying these inputs changes PA identity.
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