Mixed-Effects Location Scale Models for Joint Modeling School Value-Added Effects on the Mean and Variance of Student Achievement

被引:0
|
作者
Leckie, George [1 ,2 ]
Parker, Richard [3 ]
Goldstein, Harvey [1 ,2 ]
Tilling, Kate [3 ]
机构
[1] Univ Bristol, Ctr Multilevel Modelling, Bristol, England
[2] Univ Bristol, Sch Educ, Bristol, England
[3] Univ Bristol, Bristol Med Sch, Bristol, England
基金
英国经济与社会研究理事会; 英国医学研究理事会;
关键词
school value-added models; mixed-effect models; mixed-effects location scale models; school effectiveness; school accountability; LEAGUE TABLES; ISSUES; ACCOUNTABILITY; LIMITATIONS; OUTCOMES; PROGRESS;
D O I
10.3102/10769986231210808
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
School value-added models are widely applied to study, monitor, and hold schools to account for school differences in student learning. The traditional model is a mixed-effects linear regression of student current achievement on student prior achievement, background characteristics, and a school random intercept effect. The latter is referred to as the school value-added score and measures the mean student covariate-adjusted achievement in each school. In this article, we argue that further insights may be gained by additionally studying the variance in this quantity in each school. These include the ability to identify both individual schools and school types that exhibit unusually high or low variability in student achievement, even after accounting for differences in student intakes. We explore and illustrate how this can be done via fitting mixed-effects location scale versions of the traditional school value-added model. We discuss the implications of our work for research and school accountability systems.
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页数:33
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