Mobile Apps to Improve Health Parameters in Healthy Adults: Systematic Review

TL;DR

This systematic review found limited evidence on whether mobile apps can improve health in healthy adults due to methodological issues in existing studies.

Contribution

The study systematically evaluates the effectiveness of mobile apps for health improvement in healthy adults, highlighting a lack of rigorous evidence.

Findings

Only two low-quality studies on physical activity apps were included, with no studies on diet or combined interventions.

The evidence for mobile apps' effectiveness in improving health parameters remains uncertain due to methodological flaws.

There is a need for more rigorous research to assess the potential of mobile apps in health prevention and improvement.

Abstract

Recently, mobile health and mobile apps have been proposed as a potential tool to improve different outcomes (eg, daily steps, blood glucose) in both people with and without chronic conditions. In particular, healthy people could benefit from these tools by improving health variables and for prevention. Previous evidence investigated different types of health interventions adopting apps in various settings and populations, but evidence of their effectiveness is still unclear.

The aim was to assess the effectiveness of mobile apps in improving health variables (eg, daily steps, maximal aerobic capacity) in healthy adults, involving an intervention regarding physical activity, diet, or their combination thereof. Evidence would suggest if apps could be effectively adopted in health interventions aiming toward prevention.

A systematic review was performed using Medline via PubMed, Cochrane Library—CENTRAL, and Embase. Only randomized controlled trials comparing the same intervention provided with and without a mobile app or a treatment and a mobile app compared with the treatment only were included in this systematic review. The Risk of Bias tool 2.0 was used to assess the risk of bias, and the GRADE (Grading of Recommendations, Assessment, Development and Evaluation) was adopted for rating the certainty of evidence.

Considering studies up to June 2025, only 2 studies were included in the review of mobile apps for physical activity, and none were included for mobile apps for diet and none for mobile apps for physical activity and diet combined. The quality of evidence of the 2 studies included was low due to a high risk of bias, several missing data, and deviation from the original interventions, suggesting a scarce rigor in the methodology adopted. Therefore, mobile apps’ effectiveness in improving diet, physical activity, or their combination cannot be assessed.

Despite the widespread use of mobile apps for health and the large number of relative publications, the results of this systematic review did not allow us to ascertain the effectiveness of mobile apps for health, but they provided fundamental insights for future research. Hence, it is not possible to state if apps for health might be used as supporting tools for health interventions aiming toward prevention and health improvements in healthy people. There is an urgent need to develop stronger evidence of apps’ effectiveness in addressing different populations and types of interventions for different health domains.

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