Understanding health behaviours in context: A systematic review and meta-analysis of ecological momentary assessment studies of five key health behaviours
- PMID: 35975950
- PMCID: PMC9704370
- DOI: 10.1080/17437199.2022.2112258
Understanding health behaviours in context: A systematic review and meta-analysis of ecological momentary assessment studies of five key health behaviours
Abstract
Ecological Momentary Assessment (EMA) involves repeated, real-time sampling of health behaviours in context. We present the state-of-knowledge in EMA research focused on five key health behaviours (physical activity and sedentary behaviour, dietary behaviour, alcohol consumption, tobacco smoking, sexual health), summarising theoretical (e.g., psychological and contextual predictors) and methodological aspects (e.g., study characteristics, EMA adherence). We searched Ovid MEDLINE, Embase, PsycINFO and Web of Science until February 2021. We included studies focused on any of the aforementioned health behaviours in adult, non-clinical populations that assessed ≥1 psychological/contextual predictor and reported a predictor-behaviour association. A narrative synthesis and random-effects meta-analyses of EMA adherence were conducted. We included 633 studies. The median study duration was 14 days. The most frequently assessed predictors were 'negative feeling states' (21%) and 'motivation and goals' (16.5%). The pooled percentage of EMA adherence was high at 81.4% (95% CI = 80.0%, 82.8%, k = 348) and did not differ by target behaviour but was somewhat higher in student (vs. general population) samples, when EMAs were delivered via mobile phones/smartphones (vs. handheld devices), and when event contingent (vs. fixed) sampling was used. This review showcases how the EMA method has been applied to improve understanding and prediction of health behaviours in context.
Keywords: Ambulatory assessment; ecological momentary assessment; experience sampling; health psychology; meta-analysis; systematic review.
Conflict of interest statement
No potential conflict of interest was reported by the author(s).
Figures
Similar articles
-
Systematic review of ecological momentary assessment (EMA) studies of five public health-related behaviours: review protocol.BMJ Open. 2021 Jul 16;11(7):e046435. doi: 10.1136/bmjopen-2020-046435. BMJ Open. 2021. PMID: 34272218 Free PMC article.
-
Methodology Used in Ecological Momentary Assessment Studies About Sedentary Behavior in Children, Adolescents, and Adults: Systematic Review Using the Checklist for Reporting Ecological Momentary Assessment Studies.J Med Internet Res. 2019 May 15;21(5):e11967. doi: 10.2196/11967. J Med Internet Res. 2019. PMID: 31094349 Free PMC article.
-
Content validity and methodological considerations in ecological momentary assessment studies on physical activity and sedentary behaviour: a systematic review.Int J Behav Nutr Phys Act. 2020 Mar 10;17(1):35. doi: 10.1186/s12966-020-00932-9. Int J Behav Nutr Phys Act. 2020. PMID: 32151251 Free PMC article.
-
Compliance With Mobile Ecological Momentary Assessment Protocols in Children and Adolescents: A Systematic Review and Meta-Analysis.J Med Internet Res. 2017 Apr 26;19(4):e132. doi: 10.2196/jmir.6641. J Med Internet Res. 2017. PMID: 28446418 Free PMC article.
-
Methodological Strategies for Ecological Momentary Assessment to Evaluate Mood and Stress in Adult Patients Using Mobile Phones: Systematic Review.JMIR Mhealth Uhealth. 2019 Apr 1;7(4):e11215. doi: 10.2196/11215. JMIR Mhealth Uhealth. 2019. PMID: 30932866 Free PMC article.
Cited by
-
Older adults' compliance with mobile ecological momentary assessments in behavioral nutrition and physical activity research: pooled results of four intensive longitudinal studies and recommendations for future research.Int J Behav Nutr Phys Act. 2024 Aug 26;21(1):92. doi: 10.1186/s12966-024-01629-z. Int J Behav Nutr Phys Act. 2024. PMID: 39187862 Free PMC article.
-
Ecological momentary assessment of physical and eating behaviours: The WEALTH feasibility and optimisation study with recommendations for large-scale data collection.PLoS One. 2025 Feb 11;20(2):e0318772. doi: 10.1371/journal.pone.0318772. eCollection 2025. PLoS One. 2025. PMID: 39932907 Free PMC article.
-
ESM-Q: A consensus-based quality assessment tool for experience sampling method items.Behav Res Methods. 2025 Mar 21;57(4):124. doi: 10.3758/s13428-025-02626-1. Behav Res Methods. 2025. PMID: 40119188
-
Mobile-based ecological momentary assessment and intervention: bibliometric analysis.Front Psychiatry. 2024 Feb 26;15:1300739. doi: 10.3389/fpsyt.2024.1300739. eCollection 2024. Front Psychiatry. 2024. PMID: 38469030 Free PMC article.
-
Research Trends of Studies on Psychosocial and Health-Related Behaviours of Foreign Domestic Workers in Asia Pacific: A Bibliometric Analysis.Healthcare (Basel). 2024 Mar 19;12(6):690. doi: 10.3390/healthcare12060690. Healthcare (Basel). 2024. PMID: 38540654 Free PMC article. Review.
References
-
- Armijo-Olivo, S., Stiles, C. R., Hagen, N. A., Biondo, P. D., & Cummings, G. G. (2012). Assessment of study quality for systematic reviews: A comparison of the cochrane collaboration risk of bias tool and the effective public health practice project quality assessment tool: Methodological research. Journal of Evaluation in Clinical Practice, 18(1), 12–18. 10.1111/j.1365-2753.2010.01516.x - DOI - PubMed
-
- Atkins, L., Francis, J., Islam, R., O’Connor, D., Patey, A., Ivers, N., Foy, R., Duncan, E. M., Colquhoun, H., Grimshaw, J. M., Lawton, R., & Michie, S. (2017). A guide to using the theoretical domains framework of behaviour change to investigate implementation problems. Implementation Science, 12(1), 77. 10.1186/s13012-017-0605-9 - DOI - PMC - PubMed
-
- Black, A. C., Harel, O., & Matthews, G. (2012). Techniques for analyzing intensive longitudinal data with missing values. In Handbook of research methods for studying daily life (pp. 339–356). The Guilford Press.
Publication types
MeSH terms
Grants and funding
LinkOut - more resources
Full Text Sources
Medical
Research Materials