FITTING A POLYTOMOUS ITEM RESPONSE MODEL TO LIKERT-TYPE DATA

被引:155
作者
MURAKI, E
机构
关键词
EM algorithm; General Social Surveys; graded response model; item response model; Likert scale; marginal maximum likelihood; polytomous item response model; rating-scale model;
D O I
10.1177/014662169001400106
中图分类号
O1 [数学]; C [社会科学总论];
学科分类号
03 ; 0303 ; 0701 ; 070101 ;
摘要
This study examined the application of the MML-EM algorithm to the parameter estimation problems of the normal ogive and logistic polytomous response models for Likert-type items. A rating-scale model was devel oped based on Samejima's (1969) graded response model. The graded response model includes a separate slope parameter for each item and an item response parameter. In the rating-scale model, the item re sponse parameter is resolved into two parameters: the item location parameter, and the category threshold parameter characterizing the boundary between re sponse categories. For a Likert-type questionnaire, where a single scale is employed to elicit different re sponses to the items, this item response model is ex pected to be more useful for analysis because the item parameters can be estimated separately from the threshold parameters associated with the points on a single Likert scale. The advantages of this type of model are shown by analyzing simulated data and data from the General Social Surveys. © 1990, Sage Publications. All rights reserved.
引用
收藏
页码:59 / 71
页数:13
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