Challenges and Solutions for N-of-1 Design Studies in Health Psychology
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Social Sciences
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Theories of behaviour change and health behaviour change interventions are most often evaluated in between-person designs. However, behaviour change theories apply to individuals not groups and behavioural interventions ultimately aim to achieve within-person rather than between-group change. Within-person methodology, such as N-of-1 (also known as single case design), can circumvent this issue, though has multiple design-specific challenges. This paper provides a conceptual review of the challenges and potential solutions for undertaking N-of-1 studies in health psychology. Key challenges identified include participant adherence to within-person protocols, carry-over and slow onset effects, suitability of behaviour change techniques for evaluation in N-of-1 experimental studies, optimal allocation sequencing and blinding, calculating power/sample size, and choosing the most suitable analysis approach. Key solutions include involving users in study design, employing recent technologies for unobtrusive data collection and problem solving by design. Within-person designs share common methodological requirements with conventional between-person designs but require specific methodological considerations. N-of-1 evaluation designs are appropriate for many though not all types of interventions. A greater understanding of patterns of behaviours and factors influencing behaviour change at the within-person level is required to progress health psychology into a precision science. Video abstract: Supplementary Material 1.
Maddison R, Nourse R, Daryabeygikhotbehsara R, Tegegne T, Jansons P, Rawstorn J JMIR Res Protoc. 2025; 14:e62964.
PMID: 39874581 PMC: 11815296. DOI: 10.2196/62964.
Brockmeier L, Mertens L, Roitzheim C, Radtke T, Dingler T, Keller J Appl Psychol Health Well Being. 2025; 17(1):e12646.
PMID: 39853856 PMC: 11758673. DOI: 10.1111/aphw.12646.
Palsola M, Araujo-Soares V, Hardeman W, Haukkala A, Heino M, Sniehotta F Br J Health Psychol. 2024; 30(1):e12744.
PMID: 39317658 PMC: 11586702. DOI: 10.1111/bjhp.12744.
Nurmi J, Knittle K, Naughton F, Sutton S, Ginchev T, Khattak F JMIR Form Res. 2023; 7:e34232.
PMID: 37995122 PMC: 10704305. DOI: 10.2196/34232.
Bosqui T, McEwen F, Chehade N, Moghames P, Skavenski S, Murray L Child Abuse Negl. 2023; 162(Pt 2):106388.
PMID: 37612204 PMC: 10879464. DOI: 10.1016/j.chiabu.2023.106388.