Mobile App Engagement and Effective Weight Management
Abstract
Objective: This study aimed to investigate the relationship between mobile application engagement and lifestyle outcomes, specifically physical activity and dietary habits, during a 36-day virtual competition designed to promote healthier behaviors, including increased physical activity and adherence to a plant-based, whole-food diet.
Material and Methods: A secondary data analysis of the ThaiSook prospective cohort study was conducted. Participants were divided into 2 groups based on their engagement with the mobile application: “High-engagement Users” (>50% of challenge days) and “Low-engagement Users” (<50% of challenge days).
Results: Among 154 participants (74.7% female; mean age 39.1±10.7 years; median body mass index 23.1 kg/m²), “High-engagement Users” (n=97) had significantly higher average daily step counts (4,921.64±5,721.22 steps) compared to “Low-engagement Users” (n=57) (3,508.81±4,270.00 steps, p-value<0.001). Similarly, High-engagement Users had longer average daily workout durations (35.55±49.59 minutes) than Low-engagement Users (14.14±34.29 minutes, p-value<0.001). High-engagement Users also achieved greater weight loss, with a mean reduction of −0.77 kg. Multiple logistic regression revealed that using the application for more than 18 days was significantly associated with weight loss, with an adjusted odds ratio of 3.64 (p-value=0.017).
Conclusion: High engagement with a mobile application is positively associated with improved physical activity and weight loss outcomes. These findings underscore the potential of mobile health applications to drive healthier lifestyle behaviors, highlighting the critical role of consistent usage.
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World Health Organization. Noncommunicable diseases [homepage on the Internet]. Geneva: WHO; 2021 [cited 2025 February 25]. Available from: http://www.who.int/news-room/fact-sheets/detail/noncommunicable-diseases
Yu E, Malik VS, Hu FB. Cardiovascular disease prevention by diet modification: JACC health promotion series. J Am Coll Cardiol 2018;72:914-26.
Lordan R, Grant WB. Dietary patterns, physical activity, and lifestyle in the onset, prevention, and management of noncommunicable diseases. Nutrients 2023;15:2540.
Ruthsatz M, Candeias V. Non-communicable disease prevention, nutrition and aging. Acta Biomed 2020;91:379-88.
Brumana L, Arroyo A, Schwalbe NR, Lehtimaki S, Hipgrave DB. Maternal and child health services and an integrated, life-cycle approach to the prevention of noncommunicable diseases. BMJ Glob Health 2017;2:e000295.
World Health Organization. Noncommunicable Diseases (NCD) Country Profiles 2014 [monograph on the Internet]. Geneva: WHO; [cited 2025 February 25]. Available from: https://iris.who.int/bitstream/handle/10665/128038/9789241507509_eng.pdf
Ministry of Public Health of Thailand, World Health Organization, United Nations Development Programme. Prevention and control of noncommunicable diseases in Thailand: the case for investment [monograph on the Internet]. 2021 [cited 2025 February 25]. Available from: https://www.undp.org/sites/g/files/zskgke326/files/migration/th/UNDP_TH_WHO_THAILAND_NCD-IC-REPORT_v06_231121.pdf
García-Morales C, Heredia-Pi I, Guerrero-López CM, Orozco E, Ojeda-Arroyo E, Nigenda G, et al. Social and economic impacts of non-communicable diseases by gender and its correlates: a literature review. Int J Equity Health 2024;23:274.
Zhao P, Li K, Coyte PC. The impact of non-communicable chronic diseases on the earned income of working age Chinese residents. Humanit Soc Sci Commun 2023;10:476.
Prochaska JO, DiClemente CC. Stages and processes of self-change of smoking: toward an integrative model of change. J Consult Clin Psychol 1983;51:390-95.
Vo V, Auroy L, Sarradon-Eck A. Patients’ perceptions of mHealth apps: meta-ethnographic review of qualitative studies. JMIR Mhealth Uhealth 2019;7:e13817.
Apple Inc. Empowering people to live a healthier day [monograph on the Internet]. Cupertino (CA): Apple Inc.; 2022 [cited 2025 Feb 25]. Available from: https://www.apple.com/newsroom/pdfs/Health-Report-October-2023.pdf
Ku EJ, Park JI, Jeon HJ, Oh T, Choi HJ. Clinical efficacy and plausibility of a smartphone-based integrated online real-time diabetes care system via glucose and diet data management: a pilot study. Intern Med J 2020;50:1524-32.
Cui M, Wu X, Mao J, Wang X, Nie M. T2DM self-management via smartphone applications: a systematic review and meta-analysis. PLOS ONE 2016;11:e0166718.
Lunde P, Nilsson BB, Bergland A, Kværner KJ, Bye A. The effectiveness of smartphone apps for lifestyle improvement in noncommunicable diseases: systematic review and meta-analyses. J Med Internet Res 2018;20:e162.
Xu H, Long H. Effect of smartphone application based intervention in patients with hypertension: a systematic review and meta-analysis [preprint]. JMIR mHealth uHealth 2020;8:e21759.
Mitchell ES, Yang Q, Ho AS, Behr H, May CN, DeLuca L, et al. Self-reported nutritional factors are associated with weight loss at 18 months in a self-managed commercial program with food categorization system: observational study. Nutrients 2021;13:1733.
Lee J, Bae S, Park D, Kim Y, Park J. The effectiveness of a monetary reimbursement model for weight reduction via a smartphone application: a preliminary retrospective study. Sci Rep 2020;10:15714.
Kim J, Kam HJ, Kim Y, Lee Y, Lee JH. Understanding time series patterns of weight and meal history reports in mobile weight loss intervention programs: data-driven analysis. J Med Internet Res 2020;22:e17521.
Amin TH, Rathnayake V, Ramil M, Spinner SM. An innovative application of a computer aided design and manufacture implant for first metatarsal phalangeal joint arthrodesis: a case report. J Foot Ankle Surg 2020;59:1287-93.
National Science and Technology Development Agency (NSTDA). Thaisook platform – behavioral modification tool to mitigate the risk of chronic non-communicable diseases [homepage on the Internet]. Pathum Thani: NSTDA; [cited 2025 February 25]. Available from: https://www.thaisook.org/about-thaisook/
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