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Detecting differential item functioning in 2PL multistage assessments

Authors :
Debelak, Rudolf; https://orcid.org/0000-0001-8900-2106
Appelbaum, Sebastian; https://orcid.org/0000-0002-4674-2486
Debeer, Dries; https://orcid.org/0000-0002-5875-357X
Tomasik, Martin J; https://orcid.org/0000-0001-5235-3551
Debelak, Rudolf; https://orcid.org/0000-0001-8900-2106
Appelbaum, Sebastian; https://orcid.org/0000-0002-4674-2486
Debeer, Dries; https://orcid.org/0000-0002-5875-357X
Tomasik, Martin J; https://orcid.org/0000-0001-5235-3551
Source :
Debelak, Rudolf; Appelbaum, Sebastian; Debeer, Dries; Tomasik, Martin J (2023). Detecting differential item functioning in 2PL multistage assessments. Psych, 5(2):461-477.
Publication Year :
2023

Abstract

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.

Details

Database :
OAIster
Journal :
Debelak, Rudolf; Appelbaum, Sebastian; Debeer, Dries; Tomasik, Martin J (2023). Detecting differential item functioning in 2PL multistage assessments. Psych, 5(2):461-477.
Notes :
application/pdf, info:doi/10.5167/uzh-239692, English, English
Publication Type :
Electronic Resource
Accession number :
edsoai.on1443055242
Document Type :
Electronic Resource