Comparing standardized coefficients in structural equation modeling: a model reparameterization approach

被引:69
|
作者
Kwan, Joyce L. Y. [1 ]
Chan, Wai [1 ]
机构
[1] Chinese Univ Hong Kong, Dept Psychol, Shatin, Hong Kong, Peoples R China
关键词
Standardization; Model reparameterization; Structural equation modeling; CONFIDENCE-INTERVALS;
D O I
10.3758/s13428-011-0088-6
中图分类号
B841 [心理学研究方法];
学科分类号
040201 ;
摘要
We propose a two-stage method for comparing standardized coefficients in structural equation modeling (SEM). At stage 1, we transform the original model of interest into the standardized model by model reparameterization, so that the model parameters appearing in the standardized model are equivalent to the standardized parameters of the original model. At stage 2, we impose appropriate linear equality constraints on the standardized model and use a likelihood ratio test to make statistical inferences about the equality of standardized coefficients. Unlike other existing methods for comparing standardized coefficients, the proposed method does not require specific modeling features (e. g., specification of nonlinear constraints), which are available only in certain SEM software programs. Moreover, this method allows researchers to compare two or more standardized coefficients simultaneously in a standard and convenient way. Three real examples are given to illustrate the proposed method, using EQS, a popular SEM software program. Results show that the proposed method performs satisfactorily for testing the equality of standardized coefficients.
引用
收藏
页码:730 / 745
页数:16
相关论文
共 50 条
  • [41] Metabolic syndrome and periodontitis: A structural equation modeling approach
    Nascimento, Gustavo G.
    Leite, Fabio R. M.
    Peres, Karen G.
    Demarco, Flavio F.
    Correa, Marcos B.
    Peres, Marco A.
    [J]. JOURNAL OF PERIODONTOLOGY, 2019, 90 (06) : 655 - 662
  • [42] Suicidal ideation in adolescents: A structural equation modeling approach
    Choi, Jung-hyun
    Yu, Mi
    Kim, Kyoung-eun
    [J]. NURSING & HEALTH SCIENCES, 2015, 17 (01) : 119 - 125
  • [43] Validation of cognitive structures: A structural equation modeling approach
    Dimitrov, DM
    Raykov, T
    [J]. MULTIVARIATE BEHAVIORAL RESEARCH, 2003, 38 (01) : 1 - 23
  • [44] Factors Associated with Transphobia: A Structural Equation Modeling Approach
    Kanamori, Yasuko
    Xu, Yonghong J.
    [J]. JOURNAL OF HOMOSEXUALITY, 2022, 69 (04) : 716 - 740
  • [45] Estimating intercoder reliability: a structural equation modeling approach
    Guangchao Charles Feng
    [J]. Quality & Quantity, 2014, 48 : 2355 - 2369
  • [46] A Structural Equation Modeling approach to water quality perceptions
    Leveque, Jonas G.
    Burns, Robert C.
    [J]. JOURNAL OF ENVIRONMENTAL MANAGEMENT, 2017, 197 : 440 - 447
  • [47] Modeling Supply Chain Performance: A Structural Equation Approach
    Singh, Rajwinder
    Sandhu, H. S.
    Metri, B. A.
    Kaur, Rajinder
    [J]. INTERNATIONAL JOURNAL OF INFORMATION SYSTEMS AND SUPPLY CHAIN MANAGEMENT, 2013, 6 (04) : 18 - 41
  • [48] Integrating Moderation and Mediation: A Structural Equation Modeling Approach
    Sardeshmukh, Shruti R.
    Vandenberg, Robert J.
    [J]. ORGANIZATIONAL RESEARCH METHODS, 2017, 20 (04) : 721 - 745
  • [49] A semiparametric approach for structural equation modeling with ordinal data
    Vegelius, Johan
    Jin, Shaobo
    [J]. STRUCTURAL EQUATION MODELING-A MULTIDISCIPLINARY JOURNAL, 2021, 28 (04) : 497 - 505
  • [50] Toward equation structural modeling: an integration of interpretive structural modeling and structural equation modeling
    Amini, Alireza
    Alimohammadlou, Moslem
    [J]. JOURNAL OF MANAGEMENT ANALYTICS, 2021, 8 (04) : 693 - 714