Author, as appears in the article.: Lorenzo-Seva, Urbano;
Department: Psicologia
URV's Author/s: Lorenzo Seva, Urbano
Keywords: Validation Spss Spanish adaptation Simulation Scale Sample splitting Replication R Psychometric properties Kmo index Exploratory research Exploratory factor-analysis Exploratory factor analysis Duplex method Data analysis software Confirmatory factor analysis Article
Abstract: Nowadays, exploratory and confirmatory factor analyses are two important consecutive steps in an overall analysis process. The overall analysis should start with an exploratory factor analysis that explores the data and establishes a hypothesis for the factor model in the population. Then, the analysis process should be continued with a confirmatory factor analysis to assess whether the hypothesis proposed in the exploratory step is plausible in the population. To carry out the analysis, researchers usually collect a single sample, and then split it into two halves. As no specific splitting methods have been proposed to date in the context of factor analysis, researchers use a random split approach. In this paper we propose a method to split samples into equivalent subsamples similar to one that has already been proposed in the context of multivariate regression analysis. The method was tested in simulation studies and in real datasets.
Thematic Areas: Psychology, mathematical Psychology, experimental Psychology (miscellaneous) Psychology (all) Psychology Psicología Medicina ii General psychology Experimental and cognitive psychology Enfermagem Educação física Developmental and educational psychology Ciencias sociales Ciencias humanas Ciências biológicas ii Arts and humanities (miscellaneous)
licence for use: https://creativecommons.org/licenses/by/3.0/es/
Author's mail: urbano.lorenzo@urv.cat
Author identifier: 0000-0001-5369-3099
Record's date: 2024-09-07
Papper version: info:eu-repo/semantics/publishedVersion
Link to the original source: https://link.springer.com/article/10.3758/s13428-021-01750-y
Licence document URL: https://repositori.urv.cat/ca/proteccio-de-dades/
Papper original source: Behavior Research Methods. 54 (6): 2665-2677
APA: Lorenzo-Seva, Urbano; (2022). SOLOMON: a method for splitting a sample into equivalent subsamples in factor analysis. Behavior Research Methods, 54(6), 2665-2677. DOI: 10.3758/s13428-021-01750-y
Article's DOI: 10.3758/s13428-021-01750-y
Entity: Universitat Rovira i Virgili
Journal publication year: 2022
Publication Type: Journal Publications
Repositori URV