Uso de regressão isotônica suavizada na detecção de funcionamento diferencial do item

This project aims to enrich the Differential Item Functioning (DIF) study. In this way, a bibliographical review of some of the existing methods for detection of items with DIF was done and a non-parametric method, which estimates the item characteristic curves of the two compared groups through iso...

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Dades bibliogràfiques
Autor principal: Souto, Camila Neves
Altres autors: Gomes, Antônio Eduardo
Format: Dissertação
Idioma:portuguès
Publicat: Universidade de Brasília 2024
Matèries:
Accés en línia:https://hdl.handle.net/20.500.14135/965
Descripció
Sumari:This project aims to enrich the Differential Item Functioning (DIF) study. In this way, a bibliographical review of some of the existing methods for detection of items with DIF was done and a non-parametric method, which estimates the item characteristic curves of the two compared groups through isotonic regression, was proposed. The presented method was compared with other methods already developed to detect the DIF items, Mantel-Haenzel and logistic regression. I made a simulation study with 100 replications for each test configuration. The settings vary according to the size of DIF, the type of DIF - uniform or non-uniform - the sample size and the proportion of examinees in each group. Considering the results of the simulations, the comparison consisted in observing the proportion of DIF detection in items that in fact presented DIF and the proportion of false DIFs indicated by the methods. In addition, an analysis was made of the impact of these items that presented DIF in a test in the estimation of the proficiency of the examinees.