Using the Modification Index and Standardized Expected Parameter Change for Model Modification

被引:237
作者
Whittaker, Tiffany A. [1 ]
机构
[1] Univ Texas Austin, Dept Educ Psychol, Austin, TX 78712 USA
关键词
model misspecification; model modification; modification index; specification searches; standardized expected parameter change; COVARIANCE STRUCTURE-ANALYSIS; SPECIFICATION SEARCHES;
D O I
10.1080/00220973.2010.531299
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
Model modification is oftentimes conducted after discovering a badly fitting structural equation model. During the modification process, the modification index (MI) and the standardized expected parameter change (SEPC) are 2 statistics that may be used to aid in the selection of parameters to add to a model to improve the fit. The purpose of this study was to extend the literature by examining the performance of the MI and the SEPC used independently and in conjunction with one another in terms of arriving at the correct confirmatory factor model. The results indicated that, in general, the SEPC outperformed the MI when arriving at the correct confirmatory factor model. However, they performed more similarly as factor loading size, sample size, and misspecified parameter size increased. The author provides recommendations on when the MI and SEPC perform more optimally.
引用
收藏
页码:26 / 44
页数:19
相关论文
共 21 条
[1]  
[Anonymous], 1989, STRUCTURAL EQUATIONS
[2]  
[Anonymous], COMPSTAT
[3]  
Bentler P. M., 1995, EQS: Structural equations program manual
[4]   APPLICATIONS OF COVARIANCE STRUCTURE MODELING IN PSYCHOLOGY - CAUSE FOR CONCERN [J].
BRECKLER, SJ .
PSYCHOLOGICAL BULLETIN, 1990, 107 (02) :260-273
[5]  
Brown T.A., 2015, Confirmatory factor analysis for applied research, V2nd
[6]   MODEL MODIFICATION IN COVARIANCE STRUCTURE MODELING - A COMPARISON AMONG LIKELIHOOD RATIO, LAGRANGE MULTIPLIER, AND WALD TESTS [J].
CHOU, CP ;
BENTLER, PM .
MULTIVARIATE BEHAVIORAL RESEARCH, 1990, 25 (01) :115-136
[7]   INVARIANT STANDARDIZED ESTIMATED PARAMETER CHANGE FOR MODEL MODIFICATION IN COVARIANCE STRUCTURE-ANALYSIS [J].
CHOU, CP ;
BENTLER, PM .
MULTIVARIATE BEHAVIORAL RESEARCH, 1993, 28 (01) :97-110
[8]   CROSS-VALIDATION OF COVARIANCE-STRUCTURES [J].
CUDECK, R ;
BROWNE, MW .
MULTIVARIATE BEHAVIORAL RESEARCH, 1983, 18 (02) :147-168
[10]   THE IMPACT OF SPECIFICATION ERROR ON THE ESTIMATION, TESTING, AND IMPROVEMENT OF STRUCTURAL EQUATION MODELS [J].
KAPLAN, D .
MULTIVARIATE BEHAVIORAL RESEARCH, 1988, 23 (01) :69-86