Related Experiment Video
Updated: Jan 3, 2026

06:26
Author Spotlight: Exploring Breathing Techniques and Digital Solutions for Enhancing Running Performance
Published on: September 27, 2024
840
Personalization in Real-Time Physical Activity Coaching Using Mobile Applications: A Scoping Review.
IEEE Journal of Biomedical and Health Informatics
|November 22, 2019
Summary
Personalized mobile health apps for physical activity coaching show promise but are underutilized. Future development should focus on user needs, behavior change theories, and robust evaluation for better effectiveness.
Area of Science:
- Digital Health
- Human-Computer Interaction
- Behavioral Science
Background:
- Mobile health (mHealth) systems are increasingly sophisticated, utilizing real-time personalization to enhance physical activity coaching.
- Personalization in mHealth aims to improve user engagement and adherence to physical activity programs.
Purpose of the Study:
- To conduct a scoping review of real-time physical activity coaching applications employing personalization mechanisms.
- To analyze the characteristics, personalization strategies, design foundations, and evaluation methods of these mobile applications.
Main Methods:
- A scoping review adhering to the PRISMA-ScR checklist was performed on literature from July 2007 to July 2018.
- Data extraction focused on system features, personalization techniques, behavior change and gamification elements, and evaluation approaches.
Main Results:
- Seventeen mobile applications were identified, with Feedback, Goal Setting, and User Targeting being the most common personalization strategies.
- Behavior change theories were incorporated in few systems (6/17), and gamification, though present, was often not explicitly stated.
- While most systems were evaluated, few used rigorous randomized experimental designs to assess effectiveness.
Conclusions:
- Current mobile physical activity coaching applications leverage personalization but have not reached their full potential for improving user adherence.
- Future research should integrate user-centered design, behavior change theories, gamification principles, and robust evaluation methodologies.

