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Latent trait models and dichotomization of graded responses
Authors:Paul G W Jansen  Edward E Roskam
Institution:(1) Industrial Psychology Branch, The Netherlands Postal and Telecommunications Services, the Hague;(2) Department of Psychology, Mathematical Psychology Group, University of Nijmegen, Montessorilaan 3, P.O. Box 9104, 6500 HE Nijmegen, The Netherlands
Abstract:This paper discusses thecompatibility of the polychotomous Rasch model with dichotomization of the response continuum. It is argued that in the case of graded responses, the response categories presented to the subject are essentially an arbitrary polychotomization of the response continuum, ranging for example from total rejection or disagreement to total acceptance or agreement of an item or statement. Because of this arbitrariness, the measurement outcome should be independent of the specific polychotomization applied, for example, presenting a specific multicategory response format should not affect the measurement outcome. When such is the case, the original polychotomous model is called ldquocompatiblerdquo with dichotomization.A distinction is made between polychotomization or dichotomization ldquobefore the fact,rdquo that is, in constructing the response format, and polycho- or dichotomization ldquoafter the fact,rdquo for example in dichotomizing existing graded response data.It is shown that, at least in case of dichotomization after-the-fact, the polychotomous Rasch model is not compatible with dichotomization, unless a rather special condition of the model parameters is met. Insofar as it may be argued that dichotomization before the fact is not essentially different from dichotomization after the fact, the value of the unidimensional polychotomous Rasch model is consequently questionable. The impact of our conclusion on related models is also discussed.
Keywords:latent trait theory  dichotomization  polychotomous Rasch model  graded responses  rating data
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