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Modeling Directional Testlet Effects on Multiple Open‐Ended Questions

2024/12/10 by Kuan‐Yu Jin, Wai‐Lok Siu · 1 voice
Decision Sciences · Social Sciences · Computer Science · #Psychometric Methodologies and Testing #Student Assessment and Feedback #Advanced Statistical Modeling Techniques

paper · doi:10.1111/jedm.12422

openalex publication_date 2024/12/10 · openalex created_date 2025/10/10 · openalex updated_date 2026/07/16

Abstract

Abstract Educational tests often have a cluster of items linked by a common stimulus ( testlet ). In such a design, the dependencies caused between items are called testlet effects . In particular, the directional testlet effect (DTE) refers to a recursive influence whereby responses to earlier items can positively or negatively affect the scores on later items. This study aims to introduce an innovative measurement model to describe DTEs among multiple polytomouslyscored open‐ended items. Through simulations, we found that (1) item and DTE parameters can be accurately recovered in Latent GOLD ® , (2) ignoring positive (or negative) DTEs by fitting a standard item response theory model can result in the overestimation (or underestimation) of test reliability, (3) collapsing multiple items of a testlet into a super item is still effective in eliminating DTEs, (4) the popular multidimensional strategy of adding nuisance factors to describe item dependencies fails to account for DTE adequately, and (5) fitting the proposed model for DTE to testlet data involving nuisance factors will observe positive DTEs but will not have a better fit. Moreover, using the proposed model, we demonstrated the coexistence of positive and negative DTEs in a real history exam.

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