Modelo bayesiano de Teoria da Resposta ao Item com estrutura hierárquica e multinível para os traços latentes aplicado aos dados do SAEB

This work proposes a hierarchical multilevel model for inferring proficiency in a discipline and its areas based on Item Response Theory. The model allows for the inclusion of school-level covariates and the clustering of students, which are important factors in the study of educational assessments....

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Detalles Bibliográficos
Autor: Samuel de Souza Barbosa
Tipo de recurso: tesis de maestría
Estado:Versión publicada
Fecha de publicación:2023
País:Brasil
Institución:Universidade Federal de Minas Gerais (UFMG)
Repositorio:Repositório Institucional da UFMG
Idioma:portugués
OAI Identifier:oai:repositorio.ufmg.br:1843/62442
Acceso en línea:http://hdl.handle.net/1843/62442
Access Level:acceso abierto
Palabra clave:Estatística
Teoria da resposta ao item
Avaliação educacional
SAEB
Estatística – Teses
Teoria da resposta do item – Teses
Avaliação Educacional – Teses
Descripción
Sumario:This work proposes a hierarchical multilevel model for inferring proficiency in a discipline and its areas based on Item Response Theory. The model allows for the inclusion of school-level covariates and the clustering of students, which are important factors in the study of educational assessments. The model is applied to the data from the Basic Education Assessment System (Saeb) 2019, and the results are analyzed in comparison to the unidimensional three-parameter logistic model used by the National Institute for Educational Studies and Research Anísio Teixeira (INEP).