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Some critical observations of the test information function as a measure of local accuracy in ability estimation
Authors:Fumiko Samejima
Institution:(1) University of Tennessee, 310B Austin Peay Bldg., 37996-0900 Knoxville, TN
Abstract:The test information function serves important roles in latent trait models and in their applications. Among others, it has been used as the measure of accuracy in ability estimation. A question arises, however, if the test information function is accurate enough for all meaningful levels of ability relative to the test, especially when the number of test items is relatively small (e.g., less than 50). In the present paper, using the constant information model and constant amounts of test information for a finite interval of ability, simulated data were produced for eight different levels of ability and for twenty different numbers of test items ranging between 10 and 200. Analyses of these data suggest that it is desirable to consider some modification of the test information function when it is used as the measure of accuracy in ability estimation.
Keywords:latent trait models  discrete item responses  dichotomous responses  ability estimation  computerized adaptive tests  bias  maximum likelihood estimation  item response theory
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