ERIC Number: EJ1011210
Record Type: Journal
Publication Date: 2013-Jun
Pages: 21
Abstractor: As Provided
ISBN: N/A
ISSN: ISSN-0013-1644
EISSN: N/A
Higher Order Testlet Response Models for Hierarchical Latent Traits and Testlet-Based Items
Huang, Hung-Yu; Wang, Wen-Chung
Educational and Psychological Measurement, v73 n3 p491-511 Jun 2013
Both testlet design and hierarchical latent traits are fairly common in educational and psychological measurements. This study aimed to develop a new class of higher order testlet response models that consider both local item dependence within testlets and a hierarchy of latent traits. Due to high dimensionality, the authors adopted the Bayesian approach implemented in the WinBUGS freeware for parameter estimation. A series of simulations were conducted to evaluate parameter recovery, consequences of model misspecification, and effectiveness of model-data fit statistics. Results show that the parameters of the new models can be recovered well. Ignoring the testlet effect led to a biased estimation of item parameters, underestimation of factor loadings, and overestimation of test reliability for the first-order latent traits. The Bayesian deviance information criterion and the posterior predictive model checking were helpful for model comparison and model-data fit assessment. Two empirical examples of ability tests and nonability tests are given. (Contains 6 tables.)
Descriptors: Item Response Theory, Models, Bayesian Statistics, Computation, Simulation, Test Reliability, Goodness of Fit, Test Items, Monte Carlo Methods, Markov Processes, Test Bias, Junior High School Students, Minimum Competency Testing, Internet, Measures (Individuals), Foreign Countries
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Publication Type: Journal Articles; Reports - Research
Education Level: Junior High Schools; Middle Schools; Secondary Education
Audience: N/A
Language: English
Sponsor: N/A
Authoring Institution: N/A
Identifiers - Location: Taiwan
Identifiers - Assessments and Surveys: Graduate Record Examinations; Wechsler Adult Intelligence Scale
Grant or Contract Numbers: N/A