Erroneous detection of nonuniform DIF using the Breslow-Day test in a short test |
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Authors: | María Ester Aguerri María Silvia Galibert Horacio Félix Attorresi Pedro Prieto Marañón |
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Institution: | (1) Institute for Research, School of Psychology of the University of Buenos Aires, Independencia 3065, 1225 Buenos Aires, Argentina;(2) School of Psychology of the University of La Laguna, La Laguna, Spain |
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Abstract: | This paper studies the Type I error rate obtained using the Breslow-Day (BD) test to detect Nonuniform Differential Item Functioning
(NUDIF) in a short test when the average ability of one group is significantly higher than that of the other. The performance
is compared with the logistic regression (LR) and the standard Mantel-Haenszel procedure (MH). Responses to a 20-item test
were simulated without Differential Item Functioning (DIF) according to the three-parameter logistic model. The manipulated
factors were sample size and item parameters. The design yielded 40 conditions that were replicated 50 times and the false
positive rate at a 5% significance level obtained with the three methods was recorded for each condition. In most cases, BD
performed better than LR and MH in terms of proneness to Type I error. With the BD test, the Type I error rate was similar
to the nominal one when the item with the highest discrimination and difficulty parameters in the case of equally sized groups
was excluded from the goodness-of-fit to the binomial distribution (number of false positives among the fifty replications
of a Bernoulli variable with parameter equal to 0.05). |
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Keywords: | Nonuniform differential item functioning Breslow-Day test Three parameter logistic model Logistic regression Mantel– Haenszel procedure |
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