Impact of factor rotation on Q-methodology analysis.


Journal

PloS one
ISSN: 1932-6203
Titre abrégé: PLoS One
Pays: United States
ID NLM: 101285081

Informations de publication

Date de publication:
2023
Historique:
received: 20 01 2023
accepted: 15 08 2023
medline: 4 9 2023
pubmed: 1 9 2023
entrez: 1 9 2023
Statut: epublish

Résumé

The Varimax and manual rotations are commonly used for factor rotation in Q-methodology; however, their effects on the results may not be well known. In this article we investigate the impact of different factor rotation techniques in Q-methodology, specifically how the factors and their distinguishing statements might be affected. We applied three factor rotation techniques including Varimax, Equamax, and Quartimax rotations on two exemplary datasets and compared the results based on the number of Q-sorts loaded on each factor, number of distinguishing statements for each factor, and changes in the number of distinguishing statements. We also estimated the Pearson correlation between the extracted factors based on rotation techniques. This analysis shows that factors can change substantially from one rotation to another. For instance, there was only 3 common distinguishing statements between Factor 1 of no-rotation of Dataset 1 and its matched factor from Varimax rotation. Even for 3 common statements, the factor scores were quite different from no-rotation to Varimax rotation. This analysis shows that the effects of factor rotation on emerging factors are complex. The changes are usually substantial such that the rotated factors might be quite different from the original factors.

Identifiants

pubmed: 37656676
doi: 10.1371/journal.pone.0290728
pii: PONE-D-23-01742
pmc: PMC10473483
doi:

Substances chimiques

Fibrinogen 9001-32-5

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

e0290728

Informations de copyright

Copyright: © 2023 Noori Akhtar-Danesh. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.

Déclaration de conflit d'intérêts

The author have declared that no competing interests exist.

Références

West J Nurs Res. 2008 Oct;30(6):759-73
pubmed: 18337548
J Educ Psychol. 1946 Nov;37(8):449-72
pubmed: 20283205
J Am Acad Nurse Pract. 2011 Feb;23(2):67-75
pubmed: 21281372

Auteurs

Noori Akhtar-Danesh (N)

School of Nursing, McMaster University, Hamilton, Canada.
Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, Canada.

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Classifications MeSH