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Methods for Estimating Item-Score Reliability

机译:估计项目得分可靠性的方法

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摘要

Reliability is usually estimated for a test score, but it can also be estimated for item scores. Item-score reliability can be useful to assess the item’s contribution to the test score’s reliability, for identifying unreliable scores in aberrant item-score patterns in person-fit analysis, and for selecting the most reliable item from a test to use as a single-item measure. Four methods were discussed for estimating item-score reliability: the Molenaar–Sijtsma method (method MS), Guttman’s method λ6, the latent class reliability coefficient (method LCRC), and the correction for attenuation (method CA). A simulation study was used to compare the methods with respect to median bias, variability (interquartile range [IQR]), and percentage of outliers. The simulation study consisted of six conditions: standard, polytomous items, unequal α parameters, two-dimensional data, long test, and small sample size. Methods MS and CA were the most accurate. Method LCRC showed almost unbiased results, but large variability. Method λ6 consistently underestimated item-score reliabilty, but showed a smaller IQR than the other methods.
机译:可靠性通常是针对测试分数进行估算的,但也可以针对项目分数进行估算。项得分可靠性可用于评估项对测试分数可靠性的贡献,可用于在人员适合度分析中识别异常项得分模式中的不可靠分数,以及从测试中选择最可靠的项用作单项得分。项目度量。讨论了四种估计项目得分可靠性的方法:Molenaar–Sijtsma方法(方法MS),Guttman方法λ6,潜在类别可靠性系数(方法LCRC)和衰减校正(方法CA)。仿真研究用于比较中值偏差,变异性(四分位数范围[IQR])和离群值百分比的方法。模拟研究包括六个条件:标准条件,多项项,不相等的α参数,二维数据,长期测试和小样本量。方法MS和CA最准确。方法LCRC显示几乎无偏的结果,但差异很大。方法λ6始终低估了项目得分的可靠性,但与其他方法相比,其IQR较小。

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