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In this study, the overall performance for the regular optimum likelihood (ML) estimation is in contrast to two bias correction methods including weighted logistic regression (WLR) and Firth's penalized maximum chance (PML) to examine DIF for imbalanced or rare events data. The ability and kind I error price associated with the LR model for detecting DIF had been investigated under different combinations of test dimensions, moderate and extreme