Articles producció científica> Psicologia

Exploratory factor analysis in transportation research: Current practices and recommendations

  • Identification data

    Identifier: imarina:9216724
    Authors:
    Ledesma, Ruben DFerrando, Pere JTrogolo, Mario APoo, Fernando MTosi, Jeremias DCastro, Candida
    Abstract:
    Exploratory factor analysis (EFA) is a widely used statistical method in traffic and transportation research, particularly for the development and validation of measurement instruments. This article critically examines current practices in conducting and reporting EFA in published transportation studies. One hundred and eighty papers published between 2016 and 2018 were examined, of which eighty-two were included in the present study after applying eligibility criteria. The review suggests that the quality of EFA reported in the field is routinely poor: (a) researchers fail to provide sufficient information to be able to adequately assess the appropriateness and quality of both the input data and the reported output; and (b) the decisions underlying the choices of EFA methods are not justified and rely mostly on procedures advised against, particularly the Little-Jiffy approach. In summary, a significant gap between current practice and experts & rsquo; recommendations exists. We provide some guidelines that may help in conducting, reporting and reviewing EFA in transportation research. (c) 2021 Elsevier Ltd. All rights reserved.
  • Others:

    Author, as appears in the article.: Ledesma, Ruben D; Ferrando, Pere J; Trogolo, Mario A; Poo, Fernando M; Tosi, Jeremias D; Castro, Candida
    Department: Psicologia
    URV's Author/s: Ferrando Piera, Pere Joan
    Keywords: Transportation research Transportation Traffic and transportation Sample-size Research methods Program Number Multivariate analysis Multivariant analysis Measurement instruments Matrix Item factor-analysis Inventory Input datas Factor analysis Exploratory factor analysis (efa) Exploratory factor analysis Errors Eligibility criterion Current practices Confirmatory factor-analysis Components Analytic rotation
    Abstract: Exploratory factor analysis (EFA) is a widely used statistical method in traffic and transportation research, particularly for the development and validation of measurement instruments. This article critically examines current practices in conducting and reporting EFA in published transportation studies. One hundred and eighty papers published between 2016 and 2018 were examined, of which eighty-two were included in the present study after applying eligibility criteria. The review suggests that the quality of EFA reported in the field is routinely poor: (a) researchers fail to provide sufficient information to be able to adequately assess the appropriateness and quality of both the input data and the reported output; and (b) the decisions underlying the choices of EFA methods are not justified and rely mostly on procedures advised against, particularly the Little-Jiffy approach. In summary, a significant gap between current practice and experts & rsquo; recommendations exists. We provide some guidelines that may help in conducting, reporting and reviewing EFA in transportation research. (c) 2021 Elsevier Ltd. All rights reserved.
    Thematic Areas: Transportation Psychology, applied Psychology Psicología Planejamento urbano e regional / demografia Engenharias i Economia Civil and structural engineering Ciencias sociales Automotive engineering Applied psychology
    licence for use: https://creativecommons.org/licenses/by/3.0/es/
    Author's mail: perejoan.ferrando@urv.cat
    Author identifier: 0000-0002-3133-5466
    Record's date: 2024-10-12
    Papper version: info:eu-repo/semantics/acceptedVersion
    Link to the original source: https://www.sciencedirect.com/science/article/abs/pii/S136984782100053X
    Licence document URL: https://repositori.urv.cat/ca/proteccio-de-dades/
    Papper original source: Transportation Research Part F-Traffic Psychology And Behaviour. 78 340-352
    APA: Ledesma, Ruben D; Ferrando, Pere J; Trogolo, Mario A; Poo, Fernando M; Tosi, Jeremias D; Castro, Candida (2021). Exploratory factor analysis in transportation research: Current practices and recommendations. Transportation Research Part F-Traffic Psychology And Behaviour, 78(), 340-352. DOI: 10.1016/j.trf.2021.02.021
    Article's DOI: 10.1016/j.trf.2021.02.021
    Entity: Universitat Rovira i Virgili
    Journal publication year: 2021
    Publication Type: Journal Publications
  • Keywords:

    Applied Psychology,Automotive Engineering,Civil and Structural Engineering,Psychology, Applied,Transportation
    Transportation research
    Transportation
    Traffic and transportation
    Sample-size
    Research methods
    Program
    Number
    Multivariate analysis
    Multivariant analysis
    Measurement instruments
    Matrix
    Item factor-analysis
    Inventory
    Input datas
    Factor analysis
    Exploratory factor analysis (efa)
    Exploratory factor analysis
    Errors
    Eligibility criterion
    Current practices
    Confirmatory factor-analysis
    Components
    Analytic rotation
    Transportation
    Psychology, applied
    Psychology
    Psicología
    Planejamento urbano e regional / demografia
    Engenharias i
    Economia
    Civil and structural engineering
    Ciencias sociales
    Automotive engineering
    Applied psychology
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