A Multilevel CFA-MTMM Model for Nested Structurally Different Methods

被引:15
|
作者
Koch, Tobias [1 ]
Schultze, Martin [2 ]
Burrus, Jeremy [3 ]
Roberts, Richard D. [3 ]
Eid, Michael [4 ]
机构
[1] Leuphana Univ Luneburg, Ctr Methods, D-21335 Luneburg, Germany
[2] Free Univ Berlin, Dept Educ Sci & Psychol, D-14195 Berlin, Germany
[3] Profess Examinat Serv, Ctr Innovat Assessments, New York, NY 10115 USA
[4] Free Univ Berlin, Dept Educ Sci & Psychol, Quantitat Methods & Evaluat, D-14195 Berlin, Germany
关键词
multilevel structural equation modeling; MTMM analysis; structurally different and interchangeable methods; MULTITRAIT-MULTIMETHOD DATA; LATENT-VARIABLES; DEPRESSION; CONVERGENT; TRAITS; MATRIX;
D O I
10.3102/1076998615606109
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
The numerous advantages of structural equation modeling (SEM) for the analysis of multitrait-multimethod (MTMM) data are well known. MTMM-SEMs allow researchers to explicitly model the measurement error, to examine the true convergent and discriminant validity of the given measures, and to relate external variables to the latent trait as well as the latent method factors in the model. According to Eid et al. (2008) different MTMM measurement designs require different types of MTMM-SEMs. Eid et al. (2008) proposed three different MTMM-SEMs for measurement designs with (a) structurally different methods, (b) interchangeable methods, and (c) a combination of both types of methods. In the present work, we extend this taxonomy to a multilevel correlated traits-correlated methods minus one [CTC(M-1)] model for nested structurally different methods. The new model enables researchers to study method effects on both measurement levels (i.e., within and between clusters, classes, schools, etc.) and evaluate the convergent and discriminant validity of the measures. The statistical performance of the model is examined by a simulation study, and recommendations for the application of the model are given.
引用
收藏
页码:477 / 510
页数:34
相关论文
共 50 条
  • [1] A longitudinal multilevel CFA-MTMM model for interchangeable and structurally different methods
    Koch, Tobias
    Schultze, Martin
    Eid, Michael
    Geiser, Christian
    [J]. FRONTIERS IN PSYCHOLOGY, 2014, 5
  • [2] A Cross-Classified CFA-MTMM Model for Structurally Different and Nonindependent Interchangeable Methods
    Koch, Tobias
    Schultze, Martin
    Jeon, Minjeong
    Nussbeck, Fridtjof W.
    Praetorius, Anna-Katharina
    Eid, Michael
    [J]. MULTIVARIATE BEHAVIORAL RESEARCH, 2016, 51 (01) : 67 - 85
  • [3] A Multilevel CFA-MTMM Approach for Multisource Feedback Instruments: Presentation and Application of a New Statistical Model
    Mahlke, Jana
    Schultze, Martin
    Koch, Tobias
    Eid, Michael
    Eckert, Regina
    Brodbeck, Felix C.
    [J]. STRUCTURAL EQUATION MODELING-A MULTIDISCIPLINARY JOURNAL, 2016, 23 (01) : 91 - 110
  • [4] Different kinds of interchangeable methods in multitrait-nnultimethod analysis: a note on the multilevel CFA-MTMM model by Koch et al. (2014)
    Meiser, Thorsten
    Steinwascher, Merle A.
    [J]. FRONTIERS IN PSYCHOLOGY, 2014, 5
  • [5] CFA-MTMM Model in Comparative Analysis of 5-, 7-, 9-, and 11-point A/D Scales
    Tarka, Piotr
    [J]. ANALYSIS OF LARGE AND COMPLEX DATA, 2016, : 553 - 562
  • [6] MULTILEVEL STOCHASTIC GRADIENT METHODS FOR NESTED COMPOSITION OPTIMIZATION
    Yang, Shuoguang
    Wang, Mengdi
    Fang, Ethan X.
    [J]. SIAM JOURNAL ON OPTIMIZATION, 2019, 29 (01) : 616 - 659
  • [7] A MULTIMETHOD LATENT STATE-TRAIT MODEL FOR STRUCTURALLY DIFFERENT AND INTERCHANGEABLE METHODS
    Koch, Tobias
    Schultze, Martin
    Holtmann, Jana
    Geiser, Christian
    Eid, Michael
    [J]. PSYCHOMETRIKA, 2017, 82 (01) : 17 - 47
  • [8] A Multimethod Latent State-Trait Model for Structurally Different And Interchangeable Methods
    Tobias Koch
    Martin Schultze
    Jana Holtmann
    Christian Geiser
    Michael Eid
    [J]. Psychometrika, 2017, 82 : 17 - 47
  • [9] A Regional Spectral Nested Multilevel Primitive Equation Model
    廖洞贤
    [J]. Advances in Atmospheric Sciences, 1990, (01) : 27 - 35
  • [10] Multiproduct price optimization under the multilevel nested logit model
    Jiang, Hai
    Chen, Rui
    Sun, He
    [J]. ANNALS OF OPERATIONS RESEARCH, 2017, 254 (1-2) : 131 - 164