A study of 58 Hispanic adults found that popular smartwatches (Apple, Garmin, Samsung, Fitbit) significantly misestimate calories burned during exercise, with errors of 15-25%, and accuracy worsens as body fat percentage increases. The devices rely on heart rate and movement data combined with user demographics, but cannot directly measure caloric expenditure, leading to substantial inaccuracies that vary across individuals.