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Detecting Differential Item Functioning in 2PL Multistage Assessments
oleh: Rudolf Debelak, Sebastian Appelbaum, Dries Debeer, Martin J. Tomasik
| Format: | Article |
|---|---|
| Diterbitkan: | MDPI AG 2023-05-01 |
Deskripsi
The detection of differential item functioning is crucial for the psychometric evaluation of multistage tests. This paper discusses five approaches presented in the literature: logistic regression, SIBTEST, analytical score-based tests, bootstrap score-based tests, and permutation score-based tests. First, using an simulation study inspired by a real-life large-scale educational assessment, we compare the five approaches with respect to their type I error rate and their statistical power. Then, we present an application to an empirical data set. We find that all approaches show type I error rates close to the nominal alpha level. Furthermore, all approaches are shown to be sensitive to uniform and non-uniform DIF effects, with the score-based tests showing the highest power.