Adaptive music systems showed mixed results for exercise outcomes
A small pooled evidence base suggested higher activity levels and more positive feelings, while effects on perceived effort and physical exertion remained uncertain.
Based on the published abstract. The full paper may contain additional methods, results and limitations.
The 30-second takeaway
Personalized interactive music systems were associated with higher physical activity levels and more positive feelings in the pooled studies. The review did not find statistically clear changes in perceived effort or physical exertion. Substantial variation between studies and limited study quality make these early findings uncertain, especially for judging whether the systems reliably improve exercise experiences.
The authors report substantial differences between studies and limited study quality. The abstract omits participant characteristics, comparison conditions, and measurement timing, leaving uncertainty about who benefited and under what circumstances.
What the abstract examined
These systems adapt features such as musical tempo or genre using information about a user's activity. The review assessed movement, exertion, perceived effort, and emotional response, rather than a single measure of exercise success.
Interpreting the tempo finding
Faster musical tempo was linked to differences in the results across studies. This exploratory finding does not identify an optimal tempo or show that changing tempo alone would produce the reported activity or mood effects.
The original publication
Personalized Interactive Music Systems for Physical Activity and Exercise: Exploratory Systematic Review and Meta-Analysis.
Danso A, Kekäläinen T, Koehler F et al.
JMIR Hum Factors · 2025
- PubMed ID
- 40921008
- Record checked
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