Asymptotically Correct Person Fit z-Statistics For the Rasch Testlet Model.

Zhongtian Lin, Tao Jiang, Frank Rijmen, Paul Van Wamelen
Author Information
  1. Zhongtian Lin: Financial Industry Regulatory Authority, Washington, USA. lzt713@gmail.com. ORCID
  2. Tao Jiang: Cambium Assessment, Washington, USA.
  3. Frank Rijmen: Cambium Assessment, Washington, USA.
  4. Paul Van Wamelen: Cambium Assessment, Washington, USA.

Abstract

A well-known person fit statistic in the item response theory (IRT) literature is the statistic (Drasgow et al. in Br J Math Stat Psychol 38(1):67-86, 1985). Snijders (Psychometrika 66(3):331-342, 2001) derived , which is the asymptotically correct version of when the ability parameter is estimated. However, both statistics and other extensions later developed concern either only the unidimensional IRT models or multidimensional models that require a joint estimate of latent traits across all the dimensions. Considering a marginalized maximum likelihood ability estimator, this paper proposes and , which are extensions of and , respectively, for the Rasch testlet model. The computation of relies on several extensions of the Lord-Wingersky algorithm (1984) that are additional contributions of this paper. Simulation results show that has close-to-nominal Type I error rates and satisfactory power for detecting aberrant responses. For unidimensional models, and reduce to and , respectively, and therefore allows for the evaluation of person fit with a wider range of IRT models. A real data application is presented to show the utility of the proposed statistics for a test with an underlying structure that consists of both the traditional unidimensional component and the Rasch testlet component.

Keywords

References

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MeSH Term

Humans
Psychometrics
Models, Statistical
Algorithms
Likelihood Functions
Computer Simulation

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