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Modelling response error in school effectiveness research
Authors:Jean-Paul Fox
Institution:Department of Measurement and Data Analysis, Twente University, 7500 AE Enschede, The Netherlands
Abstract:Statistical modelling of school effectiveness in educational research is considered. Variance component models are generally accepted for the analysis of such studies. A shortcoming is that outcome variables are still treated as measured without an error. Unreliable variables produce biases in the estimates of the other model parameters. The variability of the relationships across schools and the effects of schools on students' outcomes differ substantially when taking the measurement error in the dependent variables of the variance component models into account. The random effects model can be extended to handle measurement error using a response model, leading to a random effects item response theory model. This extended random effects model is in particular suitable when subjects are measured repeatedly on the same outcome at several points in time.
Keywords:classical test theory  item response theory  MCMC  random effects model  response models  school effectiveness  variance components
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