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Título: | How Many Factors in Factor Analysis?New Insights about Parallel Analysis with Confidence Intervals |
Fecha de publicación: | 2022 |
Editorial: | Elsevier |
Cita bibliográfica: | Journal of Business Research, 139, 1026-1043 |
ISSN: | Print: 0148-2963 Electronic: 1873-7978 |
Materias relacionadas: | CDU::3 - Ciencias sociales::33 - Economía::339 - Comercio. Relaciones económicas internacionales. Economía mundial. Marketing |
Palabras clave: | Factor analysis Number of factors Eigenvalues Parallel analysis Random factors |
Resumen: | Factor analysis is an extremely popular model forscale development prior to other modeling in much research in business and the social sciences. A central question in factor analysis remainsthe determination of the number of factors to extract and retain to explain as much of the data as possible, and do so parsimoniously. Parallel analysis can be helpful, but there issome confusion surrounding this technique, which may lead to incorrectconclusions. This research seeks first to clarify and correct these confusions. Second, we offer R, SAS, and SPSS programs to conduct parallel analysis in factor analysis. Third, we incorporate inferential statistics, enabling hypothesis testing and confidence intervals. Finally, we discuss how parallel analysis can help scholars in ongoing debates about individual differences scales, construct and measure dimensionality, and the utility of multi-item scales. Hopefully, the recurrent question, “How many factors?” can be answered more definitively. |
Autor/es principal/es: | Iacobuccia, Dawn Ruviob, Ayalla Román Nicolás, Sergio Moond, Sangkil Herr, Paul M. |
Facultad/Departamentos/Servicios: | Facultades, Departamentos, Servicios y Escuelas::Facultades de la UMU::Facultad de Economía y Empresa |
URI: | http://hdl.handle.net/10201/138349 |
Tipo de documento: | info:eu-repo/semantics/article |
Número páginas / Extensión: | 55 |
Derechos: | info:eu-repo/semantics/embargoedAccess Attribution-NonCommercial-NoDerivatives 4.0 Internacional |
Descripción: | ©2022. "Once the embargo has passed this document Will be available under the CC-BY-NC-ND 4.0 license. Http://creativecommons.org/licenses/by-nc-nd/4.0/”". This document is the Accepted version of a Published Work that appeared in final form in Journal of Business Research. To access the final edited and published work see https://doi.org/10.1016/j.jbusres.2021.09.015 |
Aparece en las colecciones: | Artículos: Comercialización e Investigación de Mercados |
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