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Updated: Nov 5, 2025

Human Circadian Phenotyping and Diurnal Performance Testing in the Real World
Published on: April 7, 2020
Association of Behavioral Phenotypes With Changes in Sleep During a Workplace Wellness Program
Kimberly J Waddell1,2, Sujatha Changolkar1, Gregory Szwartz3
1Penn Medicine Nudge Unit, University of Pennsylvania, PA, USA.
Behavioral phenotypes influenced sleep changes in a workplace wellness program. Individuals less active and social saw improved sleep duration with gamification and collaboration.
Area of Science:
- Behavioral science and public health
- Sleep medicine and chronobiology
- Human-computer interaction and gamification
Background:
- Workplace wellness programs aim to improve health behaviors, including physical activity.
- Sleep duration is a critical health outcome affected by lifestyle factors.
- Individual behavioral differences may impact intervention effectiveness.
Purpose of the Study:
- To investigate how behavioral phenotypes affect changes in sleep duration.
- To analyze sleep duration changes within a physical activity intervention.
- To identify specific participant groups benefiting from gamified interventions.
Main Methods:
- Secondary analysis of a randomized clinical trial involving 553 overweight/obese adults.
- Participants were assigned to control or gamification arms (support, collaboration, competition) for physical activity.
- Daily physical activity and sleep duration were monitored using wearable devices over 24 weeks; analyzed with linear mixed effects regression.
Main Results:
- Participants with a 'less physically active and less social' phenotype in the gamification with collaboration arm showed a significant increase in sleep duration (30.2 minutes, P=0.01) versus control.
- No significant sleep duration changes were observed in participants with 'more extroverted and motivated' or 'less motivated and at-risk' phenotypes.
- Intervention effects on sleep duration varied considerably based on baseline behavioral characteristics.
Conclusions:
- Sleep duration changes during physical activity interventions are phenotype-dependent.
- Behavioral phenotypes can help personalize interventions to optimize sleep improvement.
- Targeted gamification strategies may enhance sleep in specific at-risk populations.
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