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Marginal maximum likelihood estimation of item response theory (IRT) equating coefficients for the common-examinee design
Authors:Haruhiko Ogasawara
Affiliation:Department of Information and Management Science, Otaru University of Commerce, Midori, Otaru 047-8501, Japan
Abstract:A method of estimating item response theory (IRT) equating coefficients by the common-examinee design with the assumption of the two-parameter logistic model is provided. The method uses the marginal maximum likelihood estimation, in which individual ability parameters in a common-examinee group are numerically integrated out. The abilities of the common examinees are assumed to follow a normal distribution but with an unknown mean and standard deviation on one of the two tests to be equated. The distribution parameters are jointly estimated with the equating coefficients. Further, the asymptotic standard errors of the estimates of the equating coefficients and the parameters for the ability distribution are given. Numerical examples are provided to show the accuracy of the method.
Keywords:equating    item response theory (IRT)    common examinees    marginal maximum likelihood estimation    standard errors.
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