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A Double Hazard Model for Mental Speed

Door: Verstralen, H.H.F.M., Verhelst, N.D., Bechger, T.M. | 01-01-2000 The administration of tests via the computer allows the registration of response times along with the actual response.

This paper describes a model that combines these two kinds of data to estimate a subject latent variable usually called mental speed, but more appropriately called mental power. The model implies that the expected item score increases with invested time. Nevertheless, it allows for a decreasing expected item score with response time, which is sometimes found in experiments. This paradox is obtained by assuming that a
subject not only stops working on a problem because of time pressure, but also when he has solved the problem. The model builds on a familiar framework of IRT models. An MML estimation procedure is
developed, and model fit on the item level is evaluated using Lagrange multiplier tests.

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