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

  • Identification data

    Identifier: imarina:9286556
    Authors:
    Ferrando, Pere JLorenzo-Seva, Urbano
    Abstract:
    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.
  • Others:

    Author, as appears in the article.: Ferrando, Pere J; Lorenzo-Seva, Urbano
    Department: Psicologia
    URV's Author/s: Ferrando Piera, Pere Joan / Lorenzo Seva, Urbano
    Keywords: 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
    Abstract: 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.
    Thematic Areas: 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
    licence for use: https://creativecommons.org/licenses/by/3.0/es/
    Author's mail: urbano.lorenzo@urv.cat perejoan.ferrando@urv.cat
    Author identifier: 0000-0001-5369-3099 0000-0002-3133-5466
    Record's date: 2024-10-12
    Papper version: info:eu-repo/semantics/submittedVersion
    Link to the original source: https://journals.sagepub.com/doi/abs/10.1177/0013164417719308
    Licence document URL: https://repositori.urv.cat/ca/proteccio-de-dades/
    Papper original source: Educational And Psychological Measurement. 78 (5): 762-780
    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
    Article's DOI: 10.1177/0013164417719308
    Entity: Universitat Rovira i Virgili
    Journal publication year: 2018
    Publication Type: Journal Publications
  • Keywords:

    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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