Factor retention decisions in exploratory factor analysis: A tutorial on parallel analysis

被引:1947
作者
Hayton, JC [1 ]
Allen, DG
Scarpello, V
机构
[1] Utah State Univ, Logan, UT 84322 USA
[2] Univ Memphis, Fogelman Coll Business & Econ, Memphis, TN 38152 USA
[3] Univ Florida, Gainesville, FL 32611 USA
关键词
exploratory factor analysis; parallel analysis; factor retention decisions;
D O I
10.1177/1094428104263675
中图分类号
B849 [应用心理学];
学科分类号
040203 ;
摘要
The decision of how many factors to retain is a critical component of exploratory factor analysis. Evidence is presented that parallel analysis is one of the most accurate factor retention methods while also being one of the most underutilized in management and organizational research. Therefore, a step-by-step guide to performing parallel analysis is described, and an example is provided using data from the Minnesota Satisfaction Questionnaire. Recommendations for making factor retention decisions are discussed.
引用
收藏
页码:191 / 205
页数:15
相关论文
共 42 条
[1]   TESTS OF SIGNIFICANCE IN FACTOR ANALYSIS [J].
Bartlett, M. S. .
BRITISH JOURNAL OF PSYCHOLOGY-STATISTICAL SECTION, 1950, 3 :77-85
[2]   FACTOR INVARIANCE IN THE MEASUREMENT OF JOB-SATISFACTION [J].
BLEDSOE, JC ;
BABER, WC .
PERCEPTUAL AND MOTOR SKILLS, 1979, 48 (03) :985-986
[3]   REMARKS ON PARALLEL ANALYSIS [J].
BUJA, A ;
EYUBOGLU, N .
MULTIVARIATE BEHAVIORAL RESEARCH, 1992, 27 (04) :509-540
[4]  
CARRAHER SM, 1991, P SO MANAGEMENT ASS
[5]  
CARRAHER SM, 1995, P SO MANAGEMENT ASS
[6]   SCREE TEST FOR NUMBER OF FACTORS [J].
CATTELL, RB .
MULTIVARIATE BEHAVIORAL RESEARCH, 1966, 1 (02) :245-276
[7]  
CATTELL RB, 1967, MULTIVARIATE BEHAVIO, V3, P1
[8]   STUDY OF SAMPLING ERRORS IN FACTOR ANALYSIS BY MEANS OF ARTIFICIAL EXPERIMENTS [J].
CLIFF, N ;
HAMBURGER, CD .
PSYCHOLOGICAL BULLETIN, 1967, 68 (06) :430-+
[9]   RELATION BETWEEN SAMPLE AND POPULATION CHARACTERISTICS VECTORS [J].
CLIFF, N .
PSYCHOMETRIKA, 1970, 35 (02) :163-&
[10]   INTER-RATER RELIABILITY OF SCREE TEST AND MEAN-SQUARE RATIO TEST OF NUMBER OF FACTORS - NOTE [J].
CRAWFORD, CB ;
KOOPMAN, P .
PERCEPTUAL AND MOTOR SKILLS, 1979, 49 (01) :223-226