On the Unidentifiability of the Fixed-Effects 3PL Model.
The paper offers a general review of the basic concepts of both statistical model and parameter identification, and revisits the conceptual relationships between parameter identification and both parameter interpretability and properties of parameter estimates. All these issues are then exemplified for the 1PL, 2PL, and 1PL-G fixed-effects models. For the 3PL model, however, we provide a theorem proving that the item parameters are not identified, do not have an empirical interpretation and that it is not possible to obtain consistent and unbiased estimates of them.
Faculty of Mathematics, Pontificia Universidad Católica de Chile, Vicuña Mackenna 4860, Macul, Santiago, Chile, esanmart@mat.puc.cl.
Ernesto
E
San Martín
Jorge
J
González
Francis
F
Tuerlinckx
D000465:Algorithms; D004521:Educational Measurement / Q000379:methods*; D006801:Humans; D015233:Models, Statistical; D008962:Models, Theoretical; D011594:Psychometrics