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Title: Predictive data driven dashboard as an academic guidance support platform for mentors
Author: Dempere Guillermo, German
Director/Tutor: Puertas i Prats, Eloi
Igual Muñoz, Laura
Keywords: Dades massives
Aprenentatge automàtic
Treballs de fi de grau
Sistemes d'ajuda a la decisió
Tutoria (Ensenyament)
Big data
Machine learning
Computer software
Decision support systems
Tutoring (Teaching)
Bachelor's thesis
Issue Date: 27-Jun-2018
Abstract: [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.
Note: Treballs Finals de Grau d'Enginyeria Informàtica, Facultat de Matemàtiques, Universitat de Barcelona, Any: 2018, Director: Eloi Puertas i Prats i Laura Igual Muñoz
Appears in Collections:Programari - Treballs de l'alumnat
Treballs Finals de Grau (TFG) - Enginyeria Informàtica

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