Programa de Pós-graduação em Ciência da Computação
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Navegando Programa de Pós-graduação em Ciência da Computação por Autor "Araújo, Rodrigo Alexandrino"
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Item Análise dos microdados do Enade: proposta de uma ferramenta de exploração utilizando mineração de dados(Universidade Federal de Goiás, 2019-12-20) Araújo, Rodrigo Alexandrino; Brancher, Jacques Duílio; http://lattes.cnpq.br/7909976127880843; Brancher, Jacques Duílio; Sanches, Danilo Sipoli; Camos, Vitor Valério SouzaOne way to analyze higher education institutions and student performance is through the National Student Performance Examination (ENADE). From its results it is possible to make intelligent decisions for the improved teaching-learning process. However, in the analysis reports provided by Anísio Teixeira National Institute for Educational Studies and Research (INEP) only descriptive analyzes are available. Although the Institute provides ENADE’s evidence-related micro-data, advanced knowledge in data analysis and statistics is required to obtain more in-depth information about candidates. That said, this paper aims to use KDD techniques to develop an exploratory analysis tool for Enade microdata, together with a classification model capable of predicting student performance. For the elaboration of rules, several decision tree classification algorithms were used, in which CART stood out. The end result was a data analysis tool, which allows comparing higher education courses and institutions, and providing the best view of this information for the purpose of assisting decision making. Finally, an online questionnaire was distributed so that teachers, students and coordinators could evaluate and validate the developed system. After this study, the tool proved to be satisfactory and fulfills what is promised, and serves as a motivation to improve the work developed.