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复合信度估计量的比较:当前文献中的欧米伽系数置信区间

A Comparison of Composite Reliability Estimators: Coefficient Omega Confidence Intervals in the Current Literature.

作者信息

Padilla Miguel A, Divers Jasmin

机构信息

Old Dominion University, Norfolk, VA, USA.

Wake Forest School of Medicine, Winston-Salem, NC, USA.

出版信息

Educ Psychol Meas. 2016 Jun;76(3):436-453. doi: 10.1177/0013164415593776. Epub 2015 Jul 8.

Abstract

Coefficient omega and alpha are both measures of the composite reliability for a set of items. Unlike coefficient alpha, coefficient omega remains unbiased with congeneric items with uncorrelated errors. Despite this ability, coefficient omega is not as widely used and cited in the literature as coefficient alpha. Reasons for coefficient omega's underutilization include a limited knowledge of its statistical properties. However, consistent efforts to understand the statistical properties of coefficient omega can help improve its utilization in research efforts. Here, six approaches for estimating confidence intervals for coefficient omega with unidimensional congeneric items were evaluated through a Monte Carlo simulation. The evaluations were made through simulation conditions that mimic realistic conditions that investigators are likely to face in applied work, including items that are not normally distributed and small sample size(s). Overall, the normal theory bootstrap confidence interval had the best performance across all simulation conditions that included sample sizes less than 100. However, most methods had sound coverage with sample sizes of 100 or more.

摘要

系数ω和α都是一组项目的组合信度的度量指标。与系数α不同,系数ω对于具有不相关误差的同类项目仍然保持无偏性。尽管有此特性,但系数ω在文献中的使用和引用不如系数α广泛。系数ω未得到充分利用的原因包括对其统计特性的了解有限。然而,持续努力理解系数ω的统计特性有助于提高其在研究工作中的利用率。在此,通过蒙特卡罗模拟评估了六种用于估计具有单维同类项目的系数ω的置信区间的方法。评估是通过模拟类似于研究人员在实际工作中可能面临的现实条件进行的,包括非正态分布的项目和小样本量。总体而言,在所有包括样本量小于100的模拟条件下,正态理论自助置信区间表现最佳。然而,对于样本量为100或更多的情况,大多数方法都具有良好的覆盖率。

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