Literature DB >> 34918222

An R toolbox for score-based measurement invariance tests in IRT models.

Lennart Schneider1,2, Carolin Strobl3, Achim Zeileis4, Rudolf Debelak5,6.   

Abstract

The detection of differential item functioning (DIF) is a central topic in psychometrics and educational measurement. In the past few years, a new family of score-based tests of measurement invariance has been proposed, which allows the detection of DIF along arbitrary person covariates in a variety of item response theory (IRT) models. This paper illustrates the application of these tests within the R system for statistical computing, making them accessible to a broad range of users. This presentation also includes IRT models for which these tests have not previously been investigated, such as the generalized partial credit model. The paper has three goals: First, we review the ideas behind score-based tests of measurement invariance. Second, we describe the implementation of these tests within the R system for statistical computing, which is based on the interaction of the R packages mirt, psychotools and strucchange. Third, we illustrate the application of this software and the interpretation of its output in two empirical datasets. The complete R code for reproducing our results is reported in the paper.
© 2021. The Author(s).

Entities:  

Keywords:  Differential item functioning; Item response theory; Software tutorial

Mesh:

Year:  2021        PMID: 34918222      PMCID: PMC9579078          DOI: 10.3758/s13428-021-01689-0

Source DB:  PubMed          Journal:  Behav Res Methods        ISSN: 1554-351X


  22 in total

1.  A general class of latent variable models for ordinal manifest variables with covariate effects on the manifest and latent variables.

Authors:  Irini Moustaki
Journal:  Br J Math Stat Psychol       Date:  2003-11       Impact factor: 3.380

2.  A general framework and an R package for the detection of dichotomous differential item functioning.

Authors:  David Magis; Sébastien Béland; Francis Tuerlinckx; Paul De Boeck
Journal:  Behav Res Methods       Date:  2010-08

3.  Using effect sizes for research reporting: examples using item response theory to analyze differential item functioning.

Authors:  Lynne Steinberg; David Thissen
Journal:  Psychol Methods       Date:  2006-12

4.  Investigating Measurement Invariance by Means of Parameter Instability Tests for 2PL and 3PL Models.

Authors:  Rudolf Debelak; Carolin Strobl
Journal:  Educ Psychol Meas       Date:  2018-05-24       Impact factor: 2.821

5.  Anchor Selection Strategies for DIF Analysis: Review, Assessment, and New Approaches.

Authors:  Julia Kopf; Achim Zeileis; Carolin Strobl
Journal:  Educ Psychol Meas       Date:  2014-04-21       Impact factor: 2.821

6.  Different Approaches to Covariate Inclusion in the Mixture Rasch Model.

Authors:  Tongyun Li; Hong Jiao; George B Macready
Journal:  Educ Psychol Meas       Date:  2015-10-13       Impact factor: 2.821

7.  Tree-Based Global Model Tests for Polytomous Rasch Models.

Authors:  Basil Komboz; Carolin Strobl; Achim Zeileis
Journal:  Educ Psychol Meas       Date:  2016-10-06       Impact factor: 2.821

8.  Maximum Marginal Likelihood Estimation of a Monotonic Polynomial Generalized Partial Credit Model with Applications to Multiple Group Analysis.

Authors:  Carl F Falk; Li Cai
Journal:  Psychometrika       Date:  2014-12-09       Impact factor: 2.500

9.  Psychometric approaches for developing commensurate measures across independent studies: traditional and new models.

Authors:  Daniel J Bauer; Andrea M Hussong
Journal:  Psychol Methods       Date:  2009-06

10.  Score-based tests of measurement invariance: use in practice.

Authors:  Ting Wang; Edgar C Merkle; Achim Zeileis
Journal:  Front Psychol       Date:  2014-05-30
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