Ramsay-curve item response theory (RC-IRT) to detect and correct for nonnormal latent variables

被引:73
作者
Woods, Carol M. [1 ]
机构
[1] Washington Univ, Dept Psychol, St Louis, MO 63130 USA
关键词
item response theory (IRT); Ramsay-curve IRT (RC-IRT); normormality; density estimation; distributional assumptions;
D O I
10.1037/1082-989X.11.3.253
中图分类号
B84 [心理学];
学科分类号
04 ; 0402 ;
摘要
Popular methods for fitting unidimensional item response theory (IRT) models to data assume that the latent variable is normally distributed in the population of respondents, but this can be unreasonable for some variables. Ramsay-curve IRT (RC-IRT) was developed to detect and correct for this nonnormality. The primary aims of this article are to introduce RC-IRT less technically than it has been described elsewhere; to evaluate RC-IRT for ordinal data via simulation, including new approaches for model selection; and to illustrate RG-IRT with empirical examples. The empirical examples demonstrate the utility of RC-IRT for real data, and the simulation study indicates that when the latent distribution is skewed, RC-IRT results can be more accurate than those based on the normal model. Along with a plot of candidate curves, the Hannan-Quinn criterion is recommended for model selection.
引用
收藏
页码:253 / 270
页数:18
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