Li Zhushan
Boston College, Chestnut Hill, MA, USA.
Appl Psychol Meas. 2015 Jul;39(5):373-388. doi: 10.1177/0146621614568805. Epub 2015 Feb 5.
The asymptotic power of the Mantel-Haenszel (MH) test for the differential item function (DIF) is derived. The formula describes the behavior of the power when the number of items is large, so that the measured latent trait can be considered as the matching variable in the MH test. As shown in the derived formula, the power is related to the sample size, effect size of DIF, the item response function (IRF), and the distribution of the latent trait in the reference and the focal groups. The formula provides an approximation of the power of the MH test in practice and thus provides a guideline for DIF detection in practice. It also suggests analytical explanations of the behavior of the MH test as observed in many previous simulation studies. Based on the formula, this study shows how to conduct the sample size calculation. The power of MH test under some practical models such as the two-parameter logistic (2PL) and three-parameter logistic (3PL) item response theory (IRT) models is discussed.
推导了用于差异项目功能(DIF)的曼特尔-亨泽尔(MH)检验的渐近功效。该公式描述了项目数量很大时功效的行为,这样在MH检验中可以将测量的潜在特质视为匹配变量。如推导公式所示,功效与样本量、DIF的效应量、项目反应函数(IRF)以及参考组和焦点组中潜在特质的分布有关。该公式在实际中提供了MH检验功效的近似值,从而为实际中的DIF检测提供了指导方针。它还对许多先前模拟研究中观察到的MH检验行为给出了分析性解释。基于该公式,本研究展示了如何进行样本量计算。讨论了在一些实际模型下,如两参数逻辑斯蒂(2PL)和三参数逻辑斯蒂(3PL)项目反应理论(IRT)模型下MH检验的功效。