2017 · Article · Peer-Reviewed
Factor Analysis and Validity in Social Sciences: Application of Exploratory and Confirmatory Factor Analyses
Yaşlıoğlu, M. M.
İstanbul Üniversitesi İşletme Fakültesi Dergisi, no.46, pp.75-87
When do you use exploratory versus confirmatory factor analysis, and how is validity demonstrated?
The most common stumbling block in scale development and adaptation is deciding which factor analysis serves which purpose. The paper treats exploratory and confirmatory factor analysis not as alternatives but as consecutive stages, and works through how construct validity is established across the two. Convergent and discriminant validity, item-removal criteria, and reporting order are covered with worked application.
EFA discovers a structure; CFA tests it. Running both on the same sample is not evidence of validity.
How to cite
Yaşlıoğlu, M. M. (2017). Factor Analysis and Validity in Social Sciences: Application of Exploratory and Confirmatory Factor Analyses. İstanbul Üniversitesi İşletme Fakültesi Dergisi, no.46, pp.75-87.
@article{yaslioglu2017factor,
author = {Yaşlıoğlu, M. M.},
title = {Factor Analysis and Validity in Social Sciences: Application of Exploratory and Confirmatory Factor Analyses},
year = {2017},
journal = {İstanbul Üniversitesi İşletme Fakültesi Dergisi, no.46, pp.75-87}
}Method notes that draw on this
- Exploratory or confirmatory? Which factor analysis, and whenShould I use exploratory or confirmatory factor analysis?
- Which fit index to report, and whenWhich fit indices should I report in structural equation modelling?
- Validity and reliability: what to report, and howHow are validity and reliability reported, and how do they differ?
- Common method variance: preventing, testing, correctingWhat is common method variance and how is it controlled?
- How large a sample does factor analysis needWhat sample size is needed for factor analysis and SEM?
- Scale adaptation: translation is not enoughHow do you adapt a scale developed in another language?
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