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...
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Online Access: | http://dx.doi.org/10.1080/21642850.2019.1711096 |
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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 |
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