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An Example Analysis for a Gender-inclusive Approach in Sport and Exercise Science Research using Fitbit Outcomes from
James W Navalta1, Dustin W Davis1, Jafra D Thomas2
1Department of Kinesiology and Nutrition Sciences, University of Nevada, Las Vegas, Las Vegas, NV, USA.
International Journal of Exercise Science
|October 13, 2025
Summary
Physical activity varies significantly across gender identities, not just between males and females. This study analyzed wearable device data, revealing differences in active calories and steps among cisgender males, cisgender females, and non-binary individuals.
Area of Science:
- Sport and Exercise Science
- Public Health
- Data Science
Background:
- Prevalence studies using wearable devices are crucial for understanding health disparities in physical activity.
- Existing research often limits analysis to a binary definition of sex, potentially overlooking diverse experiences.
- Investigating physical activity beyond the sex-gender binary is essential for comprehensive health insights.
Purpose of the Study:
- To demonstrate how researchers can analyze wearable device data beyond the traditional sex-gender binary.
- To investigate differences in physical activity metrics across various gender identities.
- To highlight the need for gender-inclusive approaches in sport and exercise science.
Main Methods:
- Cross-sectional analysis of the All of Us Research Program dataset.
- Categorization of self-identified gender into Cisgender Female, Additional Options, Non-binary, Transgender, and Cisgender Male.
- Analysis of Fitbit data (active calories, steps, sedentary minutes, very active minutes) using Shapiro-Wilk, Brown-Forsyth, and Kruskal-Wallis tests.
Main Results:
- Significant differences in physical activity metrics were found among gender groups (p < 0.001).
- Cisgender males exhibited higher active calories, steps, and very active minutes compared to cisgender females and non-binary individuals.
- No significant differences were observed among other gender groups studied.
Conclusions:
- Physical activity patterns differ across gender identities, extending beyond binary classifications.
- Findings underscore the necessity of gender-inclusive research and nuanced interpretations in sport and exercise science.
- Tailored recommendations are needed to address systemic gaps and support diverse populations in health and exercise behaviors.

