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The role of collateral information about examinees in item parameter estimation
Authors:Robert J. Mislevy  Kathleen M. Sheehan
Affiliation:(1) Educational Testing Service, 08541 Princeton, NJ
Abstract:Standard procedures for estimating item parameters in item response theory (IRT) ignore collateral information that may be available about examinees, such as their standing on demographic and educational variables. This paper describes circumstances under which collateral information about examineesmay be used to make inferences about item parameters more precise, and circumstances under which itmust be used to obtain correct inferences.This work was supported by Contract No. N00014-85-K-0683, project designation NR 150-539, from the Cognitive Science Program, Cognitive and Neural Sciences Division, Office of Naval Research. Reproduction in whole or in part is permitted for any purpose of the United States Government. We are indebted to Tim Davey, Eugene Johnson, and three anonymous referees for their comments on earlier versions of the paper.
Keywords:item response theory  maximum likelihood  missing data  missing information principle
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