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Assessing the Quality and Appropriateness of Factor Solutions and Factor Score Estimates in Exploratory Item Factor Analysis

  • Dades identificatives

    Identificador: imarina:9286556
    Autors:
    Ferrando, Pere JLorenzo-Seva, Urbano
    Resum:
    This article proposes a comprehensive approach for assessing the quality and appropriateness of exploratory factor analysis solutions intended for item calibration and individual scoring. Three groups of properties are assessed: (a) strength and replicability of the factorial solution, (b) determinacy and accuracy of the individual score estimates, and (c) closeness to unidimensionality in the case of multidimensional solutions. Within each group, indices are considered for two types of factor-analytic models: the linear model for continuous responses and the categorical-variable-methodology model that treats the item scores as ordered-categorical. All the indices proposed have been implemented in a noncommercial and widely known program for exploratory factor analysis. The usefulness of the proposal is illustrated with a real data example in the personality domain.
  • Altres:

    Autor segons l'article: Ferrando, Pere J; Lorenzo-Seva, Urbano
    Departament: Psicologia
    Autor/s de la URV: Ferrando Piera, Pere Joan / Lorenzo Seva, Urbano
    Paraules clau: Tests Statistical indexes Response theory Reliability Psychological measures Precision Marginal and conditional reliability Indeterminacy H index Factor-analysis model Factor determinacy Exploratory item factor analysis Eap-estimation Determinacy Closeness to unidimensionality Categorical variables h index factor determinacy exploratory item factor analysis eap-estimation closeness to unidimensionality
    Resum: This article proposes a comprehensive approach for assessing the quality and appropriateness of exploratory factor analysis solutions intended for item calibration and individual scoring. Three groups of properties are assessed: (a) strength and replicability of the factorial solution, (b) determinacy and accuracy of the individual score estimates, and (c) closeness to unidimensionality in the case of multidimensional solutions. Within each group, indices are considered for two types of factor-analytic models: the linear model for continuous responses and the categorical-variable-methodology model that treats the item scores as ordered-categorical. All the indices proposed have been implemented in a noncommercial and widely known program for exploratory factor analysis. The usefulness of the proposal is illustrated with a real data example in the personality domain.
    Àrees temàtiques: Psychology, mathematical Psychology, educational Psychology (miscellaneous) Psychology Psicología Pedagogical & educational research Mathematics, miscellaneous Mathematics, interdisciplinary applications Matemática / probabilidade e estatística Interdisciplinar Education Educació Economia Developmental and educational psychology Ciencias sociales Applied psychology Applied mathematics
    Accès a la llicència d'ús: https://creativecommons.org/licenses/by/3.0/es/
    Adreça de correu electrònic de l'autor: urbano.lorenzo@urv.cat perejoan.ferrando@urv.cat
    Identificador de l'autor: 0000-0001-5369-3099 0000-0002-3133-5466
    Data d'alta del registre: 2024-10-12
    Versió de l'article dipositat: info:eu-repo/semantics/submittedVersion
    Enllaç font original: https://journals.sagepub.com/doi/abs/10.1177/0013164417719308
    URL Document de llicència: https://repositori.urv.cat/ca/proteccio-de-dades/
    Referència a l'article segons font original: Educational And Psychological Measurement. 78 (5): 762-780
    Referència de l'ítem segons les normes APA: Ferrando, Pere J; Lorenzo-Seva, Urbano (2018). Assessing the Quality and Appropriateness of Factor Solutions and Factor Score Estimates in Exploratory Item Factor Analysis. Educational And Psychological Measurement, 78(5), 762-780. DOI: 10.1177/0013164417719308
    DOI de l'article: 10.1177/0013164417719308
    Entitat: Universitat Rovira i Virgili
    Any de publicació de la revista: 2018
    Tipus de publicació: Journal Publications
  • Paraules clau:

    Applied Mathematics,Applied Psychology,Developmental and Educational Psychology,Education,Mathematics, Interdisciplinary Applications,Mathematics, Miscellaneous,Psychology (Miscellaneous),Psychology, Educational,Psychology, Mathematical
    Tests
    Statistical indexes
    Response theory
    Reliability
    Psychological measures
    Precision
    Marginal and conditional reliability
    Indeterminacy
    H index
    Factor-analysis model
    Factor determinacy
    Exploratory item factor analysis
    Eap-estimation
    Determinacy
    Closeness to unidimensionality
    Categorical variables
    h index
    factor determinacy
    exploratory item factor analysis
    eap-estimation
    closeness to unidimensionality
    Psychology, mathematical
    Psychology, educational
    Psychology (miscellaneous)
    Psychology
    Psicología
    Pedagogical & educational research
    Mathematics, miscellaneous
    Mathematics, interdisciplinary applications
    Matemática / probabilidade e estatística
    Interdisciplinar
    Education
    Educació
    Economia
    Developmental and educational psychology
    Ciencias sociales
    Applied psychology
    Applied mathematics
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