Kang Hyuncheol
Department of Informational Statistics, Hoseo University, Asan, Korea.
J Korean Acad Nurs. 2013 Oct;43(5):587-94. doi: 10.4040/jkan.2013.43.5.587.
The purpose of this study is to provide researchers with a simplified approach to undertaking exploratory factor analysis for the assessment of construct validity.
All articles published in 2010, 2011, and 2012 in Journal of Korean Academy of Nursing were reviewed and other relevant books and articles were chosen for the review.
In this paper, the following were discussed: preliminary analysis process of exploratory factor analysis to examine the sample size, distribution of measured variables, correlation coefficient, and results of KMO measure and Bartlett's test of sphericity. In addition, other areas to be considered in using factor analysis are discussed, including determination of the number of factors, the choice of rotation method or extraction method of the factor structure, and the interpretation of the factor loadings and explained variance.
Content validity is the degree to which elements of an assessment instrument are relevant to and representative of the targeted construct for a particular assessment purpose. This measurement is difficult and challenging and takes a lot of time. Factor analysis is considered one of the strongest approaches to establishing construct validity and is the most commonly used method for establishing construct validity measured by an instrument.
本研究的目的是为研究人员提供一种简化的方法来进行探索性因素分析,以评估结构效度。
对2010年、2011年和2012年发表在《韩国护理学会杂志》上的所有文章进行了综述,并挑选了其他相关书籍和文章进行综述。
本文讨论了以下内容:探索性因素分析的初步分析过程,以检验样本量、测量变量的分布、相关系数以及KMO测量和巴特利特球形检验的结果。此外,还讨论了在使用因素分析时需要考虑的其他方面,包括因素数量的确定、因素结构的旋转方法或提取方法的选择,以及因素载荷和解释方差的解释。
内容效度是指评估工具的要素与特定评估目的的目标结构相关并代表该目标结构的程度。这种测量既困难又具有挑战性,而且需要大量时间。因素分析被认为是建立结构效度的最强有力方法之一,也是通过工具测量建立结构效度最常用的方法。