Literature DB >> 29795856

The Mediated MIMIC Model for Understanding the Underlying Mechanism of DIF.

Ying Cheng1, Can Shao1, Quinn N Lathrop1.   

Abstract

Due to its flexibility, the multiple-indicator, multiple-causes (MIMIC) model has become an increasingly popular method for the detection of differential item functioning (DIF). In this article, we propose the mediated MIMIC model method to uncover the underlying mechanism of DIF. This method extends the usual MIMIC model by including one variable or multiple variables that may completely or partially mediate the DIF effect. If complete mediation effect is found, the DIF effect is fully accounted for. Through our simulation study, we find that the mediated MIMIC model is very successful in detecting the mediation effect that completely or partially accounts for DIF, while keeping the Type I error rate well controlled for both balanced and unbalanced sample sizes between focal and reference groups. Because it is successful in detecting such mediation effects, the mediated MIMIC model may help explain DIF and give guidance in the revision of a DIF item.

Keywords:  MIMIC model; differential item functioning; item response theory; mediation effect

Year:  2015        PMID: 29795856      PMCID: PMC5965572          DOI: 10.1177/0013164415576187

Source DB:  PubMed          Journal:  Educ Psychol Meas        ISSN: 0013-1644            Impact factor:   2.821


  7 in total

1.  A comparison of methods to test mediation and other intervening variable effects.

Authors:  David P MacKinnon; Chondra M Lockwood; Jeanne M Hoffman; Stephen G West; Virgil Sheets
Journal:  Psychol Methods       Date:  2002-03

2.  Statistical aspects of the analysis of data from retrospective studies of disease.

Authors:  N MANTEL; W HAENSZEL
Journal:  J Natl Cancer Inst       Date:  1959-04       Impact factor: 13.506

3.  Evaluation of MIMIC-Model Methods for DIF Testing With Comparison to Two-Group Analysis.

Authors:  Carol M Woods
Journal:  Multivariate Behav Res       Date:  2009 Jan-Feb       Impact factor: 5.923

4.  Detection of Differential Item Functioning on the Kirton Adaption-Innovation Inventory Using Multiple-Group Mean and Covariance Structure Analyses.

Authors:  D Chan
Journal:  Multivariate Behav Res       Date:  2000-04-01       Impact factor: 5.923

5.  Identification of measurement differences between English and Spanish language versions of the Mini-Mental State Examination. Detecting differential item functioning using MIMIC modeling.

Authors:  Richard N Jones
Journal:  Med Care       Date:  2006-11       Impact factor: 2.983

6.  Age differences in the symptoms of depression: a latent trait analysis.

Authors:  J J Gallo; J C Anthony; B O Muthén
Journal:  J Gerontol       Date:  1994-11

7.  Impact of differential item functioning on age and gender differences in functional disability.

Authors:  John A Fleishman; William D Spector; Barbara M Altman
Journal:  J Gerontol B Psychol Sci Soc Sci       Date:  2002-09       Impact factor: 4.077

  7 in total
  7 in total

1.  Exploring the Test of Covariate Moderation Effects in Multilevel MIMIC Models.

Authors:  Chunhua Cao; Eun Sook Kim; Yi-Hsin Chen; John Ferron; Stephen Stark
Journal:  Educ Psychol Meas       Date:  2018-08-17       Impact factor: 2.821

2.  Multidimensional Extension of Multiple Indicators Multiple Causes Models to Detect DIF.

Authors:  Soo Lee; Okan Bulut; Youngsuk Suh
Journal:  Educ Psychol Meas       Date:  2016-05-25       Impact factor: 2.821

3.  MIMIC Models for Uniform and Nonuniform DIF as Moderated Mediation Models.

Authors:  Amanda K Montoya; Minjeong Jeon
Journal:  Appl Psychol Meas       Date:  2019-04-12

4.  Examining the Impact of and Sensitivity of Fit Indices to Omitting Covariates Interaction Effect in Multilevel Multiple-Indicator Multiple-Cause Models.

Authors:  Chunhua Cao; Eun Sook Kim; Yi-Hsin Chen; John Ferron
Journal:  Educ Psychol Meas       Date:  2021-02-12       Impact factor: 3.088

5.  Differential Item Functioning Analyses of the Patient-Reported Outcomes Measurement Information System (PROMIS®) Measures: Methods, Challenges, Advances, and Future Directions.

Authors:  Jeanne A Teresi; Chun Wang; Marjorie Kleinman; Richard N Jones; David J Weiss
Journal:  Psychometrika       Date:  2021-07-12       Impact factor: 2.500

6.  The Effect of Cross-loading on Measurement Equivalence of Psychometric Multidimensional Questionnaires in MIMIC Model: a Simulation Study.

Authors:  Jamshid Jamali; Seyyed Mohammad Taghi Ayatollahi; Peyman Jafari
Journal:  Mater Sociomed       Date:  2018-06

7.  The multiple indicator multiple cause model for cognitive neuroscience: An analytic tool which emphasizes the behavior in brain-behavior relationships.

Authors:  Adon F G Rosen; Emma Auger; Nicholas Woodruff; Alice Mado Proverbio; Hairong Song; Lauren E Ethridge; David Bard
Journal:  Front Psychol       Date:  2022-08-04
  7 in total

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