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May 27, 2026Psychology and Health1 citations

Does personalization improve the effectiveness of app-based mobile health interventions on physical activity? A systematic review and meta-analysis

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VHVictoria E. HillKBKaileigh A. ByrneDDDelaini Daughenbaugh

Key Points

  • This study aims to evaluate the effectiveness of app-based mobile health interventions on physical activity and explore the role of personalization.
  • Systematic review and meta-analysis of 23 comparisons involving 2,159 participants.
  • Comparison of postintervention outcomes between intervention and control groups.
  • mHealth interventions significantly increase physical activity (p<0.001).
  • Personalization features do not significantly improve the effectiveness of interventions (p=0.02).

Abstract

OBJECTIVE: The primary study aim is to evaluate the impact of app-based mobile Health (mHealth) interventions on physical activity in healthy populations and examine whether personalisation moderates their effectiveness. The secondary aim is to explore the potential moderating role of social features. METHODS AND MEASURES: = 2,159 participants) were included with 23 total comparisons between postintervention and control groups. RESULTS: = 0.02). CONCLUSION: While mHealth interventions increase physical activity, personalisation features do not significantly influence their effectiveness. Additional research is needed to elucidate the impact of mHealth social features and potential individual difference factors on intervention effectiveness.

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Cite This Study

Hill et al. (2026) studied this question.

synapsesocial.com/papers/6a168b770c924ddd1bd5a42dhttps://doi.org/10.1080/08870446.2026.2677085
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