Puertas i Prats, EloiIgual Muñoz, LauraDempere Guillermo, German2019-03-272019-03-272018-06-27https://hdl.handle.net/2445/130959Treballs Finals de Grau d'Enginyeria Informàtica, Facultat de Matemàtiques, Universitat de Barcelona, Any: 2018, Director: Eloi Puertas i Prats i Laura Igual Muñoz[en] The early prediction of a student’s performance through their academic career is very relevant for mentor guidance and personalized advice. We present a combined data science and web application dashboard for analyzing real academic data from 4 degrees in the Universitat de Barcelona. Very satisfactory results are achieved on the prediction of course grades. After obtaining the predictions, We display different visualizations of the predictions in a dashboard platform to help mentors understand their set of students and identify ones in need of special attention. Big opportunities open for the future.45 p.application/pdfengmemòria: cc-by-nc-nd (c) German Dempere Guilermo, 2018codi: GPL (c) German Dempere Guilermo, 2018http://creativecommons.org/licenses/by-nc-nd/3.0/es/http://www.gnu.org/licenses/gpl-3.0.ca.htmlDades massivesAprenentatge automàticProgramariTreballs de fi de grauSistemes d'ajuda a la decisióTutoria (Ensenyament)Big dataMachine learningComputer softwareDecision support systemsTutoring (Teaching)Bachelor's thesesinfo:eu-repo/semantics/bachelorThesisinfo:eu-repo/semantics/openAccess