A MODEL FOR OPTIMAL CONSTRAINED ADAPTIVE TESTING

Citation
Wj. Vanderlinden et Lm. Reese, A MODEL FOR OPTIMAL CONSTRAINED ADAPTIVE TESTING, Applied psychological measurement, 22(3), 1998, pp. 259-270
Citations number
39
Categorie Soggetti
Psychologym Experimental","Social Sciences, Mathematical Methods
ISSN journal
01466216
Volume
22
Issue
3
Year of publication
1998
Pages
259 - 270
Database
ISI
SICI code
0146-6216(1998)22:3<259:AMFOCA>2.0.ZU;2-4
Abstract
A model for constrained computerized adaptive testing is proposed in w hich the information in the test at the trait level (theta) estimate i s maximized subject to a number of possible constraints on the content of the test. At each item-selection step, a full test is assembled to have maximum information at the current theta estimate, fixing the it ems already administered. Then the item with maximum information is se lected. All test assembly is optimal because a linear programming (LP) model is used that automatically updates to allow for the attributes of the items already administered and the new value of the theta estim ator. The LP model also guarantees that each adaptive test always meet s the entire set of constraints. A simulation study using a bank of 75 3 items from the Law School Admission Test showed that the theta estim ator for adaptive tests of realistic lengths did not suffer any loss o f efficiency from the presence of 431 constraints on the item selectio n process.