Title :
Towards a learning analytics platform for supporting the educational process
Author :
Lepouras, George ; Katifori, Akrivi ; Vassilakis, Costas ; Antoniou, Athanasios ; Platis, Nikos
Author_Institution :
Dept. of Inf. & Telecommun., Univ. of Peloponnese, Tripoli, Greece
Abstract :
In this paper, we present the vision of an open source learning analytics platform, able to harvest data from different sources, including e-learning platforms and environments, registrar´s information systems, alumni systems, etc., so as to provide all stakeholders with the necessary functionality to make decisions on the learning process. The platform´s architecture is modular, allowing the introduction of new functionality or connection to new systems to collect needed data. All data can be analyzed and presented though interactive visualizations to find correlations between metrics, to make predictions for students or student groups, to identify best practices for instructors and let them explore ´what-if´ scenarios, to offer students personalized recommendations and personalized detailed feedback, etc. Our objective is to inform and empower all stakeholders to improve the learning experience.
Keywords :
computer aided instruction; alumni systems; e-learning platforms; educational process; interactive visualizations; learning experience; open source learning analytics platform; personalized detailed feedback; personalized recommendations; registrar information systems; student groups; Computer architecture; Data mining; Data visualization; Education; Information systems; Materials; Semantics; E-learning platform; Learning analytics; Personalized recommendation; Semantic Integration; Visualization;
Conference_Titel :
Information, Intelligence, Systems and Applications, IISA 2014, The 5th International Conference on
Conference_Location :
Chania
DOI :
10.1109/IISA.2014.6878750