Analysing N-of-1 observational data in health psychology and behavioural medicine: a 10-step SPSS tutorial for beginners

Background: N-of-1 observational studies can be used to describe natural intra-individual changes in health-related behaviours or symptoms over time, to test behavioural theories and to develop highly personalised health interventions. To date, N-of-1 observational methods have been under-used in he...

Full description

Bibliographic Details
Main Authors: Suzanne McDonald, Rute Vieira, Derek W. Johnston
Format: Article
Language:English
Published: Taylor & Francis Group 2020-01-01
Series:Health Psychology and Behavioral Medicine
Subjects:
Online Access:http://dx.doi.org/10.1080/21642850.2019.1711096
id doaj-a88a000360d64f2caf66340f79a211d6
record_format Article
spelling doaj-a88a000360d64f2caf66340f79a211d62021-06-02T08:43:39ZengTaylor & Francis GroupHealth Psychology and Behavioral Medicine2164-28502020-01-0181325410.1080/21642850.2019.17110961711096Analysing N-of-1 observational data in health psychology and behavioural medicine: a 10-step SPSS tutorial for beginnersSuzanne McDonald0Rute Vieira1Derek W. Johnston2Centre for Clinical Research, The University of QueenslandInstitute of Applied Health Sciences, University of AberdeenSchool of Psychology, University of AberdeenBackground: N-of-1 observational studies can be used to describe natural intra-individual changes in health-related behaviours or symptoms over time, to test behavioural theories and to develop highly personalised health interventions. To date, N-of-1 observational methods have been under-used in health psychology and behavioural medicine. One reason for this may be the perceived complexity of statistical analysis of N-of-1 data. Objective: This tutorial paper describes a 10-step procedure for the analysis of N-of-1 observational data using dynamic regression modelling in SPSS for researchers, students and clinicians who are new to this area. The 10-step procedure is illustrated using real data from an N-of-1 observational study exploring the relationship between pain and physical activity. Conclusion: The availability of a user-friendly and robust statistical technique for the analysis of N-of-1 data using SPSS may foster increased awareness, knowledge and skills and establish N-of-1 designs as a useful methodological tool in health psychology and behavioural medicine.http://dx.doi.org/10.1080/21642850.2019.1711096n-of-1single-case studyobservationalstatistical analysisdynamic regression modelling
collection DOAJ
language English
format Article
sources DOAJ
author Suzanne McDonald
Rute Vieira
Derek W. Johnston
spellingShingle Suzanne McDonald
Rute Vieira
Derek W. Johnston
Analysing N-of-1 observational data in health psychology and behavioural medicine: a 10-step SPSS tutorial for beginners
Health Psychology and Behavioral Medicine
n-of-1
single-case study
observational
statistical analysis
dynamic regression modelling
author_facet Suzanne McDonald
Rute Vieira
Derek W. Johnston
author_sort Suzanne McDonald
title Analysing N-of-1 observational data in health psychology and behavioural medicine: a 10-step SPSS tutorial for beginners
title_short Analysing N-of-1 observational data in health psychology and behavioural medicine: a 10-step SPSS tutorial for beginners
title_full Analysing N-of-1 observational data in health psychology and behavioural medicine: a 10-step SPSS tutorial for beginners
title_fullStr Analysing N-of-1 observational data in health psychology and behavioural medicine: a 10-step SPSS tutorial for beginners
title_full_unstemmed Analysing N-of-1 observational data in health psychology and behavioural medicine: a 10-step SPSS tutorial for beginners
title_sort analysing n-of-1 observational data in health psychology and behavioural medicine: a 10-step spss tutorial for beginners
publisher Taylor & Francis Group
series Health Psychology and Behavioral Medicine
issn 2164-2850
publishDate 2020-01-01
description Background: N-of-1 observational studies can be used to describe natural intra-individual changes in health-related behaviours or symptoms over time, to test behavioural theories and to develop highly personalised health interventions. To date, N-of-1 observational methods have been under-used in health psychology and behavioural medicine. One reason for this may be the perceived complexity of statistical analysis of N-of-1 data. Objective: This tutorial paper describes a 10-step procedure for the analysis of N-of-1 observational data using dynamic regression modelling in SPSS for researchers, students and clinicians who are new to this area. The 10-step procedure is illustrated using real data from an N-of-1 observational study exploring the relationship between pain and physical activity. Conclusion: The availability of a user-friendly and robust statistical technique for the analysis of N-of-1 data using SPSS may foster increased awareness, knowledge and skills and establish N-of-1 designs as a useful methodological tool in health psychology and behavioural medicine.
topic n-of-1
single-case study
observational
statistical analysis
dynamic regression modelling
url http://dx.doi.org/10.1080/21642850.2019.1711096
work_keys_str_mv AT suzannemcdonald analysingnof1observationaldatainhealthpsychologyandbehaviouralmedicinea10stepspsstutorialforbeginners
AT rutevieira analysingnof1observationaldatainhealthpsychologyandbehaviouralmedicinea10stepspsstutorialforbeginners
AT derekwjohnston analysingnof1observationaldatainhealthpsychologyandbehaviouralmedicinea10stepspsstutorialforbeginners
_version_ 1721406380635586560