Regularized Exploratory Factor Analysis as an Alternative to Factor Rotation

IF 3.2 3区 心理学 Q2 PSYCHOLOGY, APPLIED
David Goretzko
{"title":"Regularized Exploratory Factor Analysis as an Alternative to Factor Rotation","authors":"David Goretzko","doi":"10.1027/1015-5759/a000792","DOIUrl":null,"url":null,"abstract":"Abstract: Exploratory factor analysis (EFA) is widely used in psychological (assessment) research. Due to its exploratory nature, several researcher degrees of freedom exist on how to conduct the analysis. While simulation studies can provide meaningful insights into which factor retention methods to use to determine the number of latent factors, or which estimation methods recover parameter values most precisely given certain data characteristics, the issue of rotational indeterminacy makes it very difficult to decide which rotation method to apply. An alternative to the two-stage approach of extracting factors and subsequently rotating them to foster interpretability is the so-called regularized EFA. In this paper, we contrast both approaches and demonstrate how regularized EFA can be applied. In doing so, we want to encourage researchers to try out the approach themselves and help them find a way of EFA that appears less arbitrary compared to classical factor rotation.","PeriodicalId":48018,"journal":{"name":"European Journal of Psychological Assessment","volume":null,"pages":null},"PeriodicalIF":3.2000,"publicationDate":"2023-10-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"European Journal of Psychological Assessment","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1027/1015-5759/a000792","RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"PSYCHOLOGY, APPLIED","Score":null,"Total":0}
引用次数: 0

Abstract

Abstract: Exploratory factor analysis (EFA) is widely used in psychological (assessment) research. Due to its exploratory nature, several researcher degrees of freedom exist on how to conduct the analysis. While simulation studies can provide meaningful insights into which factor retention methods to use to determine the number of latent factors, or which estimation methods recover parameter values most precisely given certain data characteristics, the issue of rotational indeterminacy makes it very difficult to decide which rotation method to apply. An alternative to the two-stage approach of extracting factors and subsequently rotating them to foster interpretability is the so-called regularized EFA. In this paper, we contrast both approaches and demonstrate how regularized EFA can be applied. In doing so, we want to encourage researchers to try out the approach themselves and help them find a way of EFA that appears less arbitrary compared to classical factor rotation.
正则化探索性因子分析作为因子轮换的替代方法
摘要探索性因素分析(EFA)在心理(评估)研究中得到了广泛的应用。由于其探索性,研究人员在如何进行分析方面存在一定的自由度。虽然模拟研究可以为使用哪种因子保留方法来确定潜在因子的数量,或者哪种估计方法最精确地恢复给定某些数据特征的参数值提供有意义的见解,但旋转不确定性的问题使得很难决定应用哪种旋转方法。提取因素并随后轮换它们以促进可解释性的两阶段方法的另一种选择是所谓的正则化全民教育。在本文中,我们对比了这两种方法,并演示了如何应用正则化的全民教育。在这样做的过程中,我们希望鼓励研究人员自己尝试这种方法,并帮助他们找到一种与经典因素旋转相比似乎不那么武断的EFA方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
CiteScore
6.40
自引率
4.00%
发文量
71
期刊介绍: The main purpose of the EJPA is to present important articles which provide seminal information on both theoretical and applied developments in this field. Articles reporting the construction of new measures or an advancement of an existing measure are given priority. The journal is directed to practitioners as well as to academicians: The conviction of its editors is that the discipline of psychological assessment should, necessarily and firmly, be attached to the roots of psychological science, while going deeply into all the consequences of its applied, practice-oriented development.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信