• DocumentCode
    1784740
  • 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
  • fYear
    2014
  • fDate
    7-9 July 2014
  • Firstpage
    246
  • Lastpage
    251
  • 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;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information, Intelligence, Systems and Applications, IISA 2014, The 5th International Conference on
  • Conference_Location
    Chania
  • Type

    conf

  • DOI
    10.1109/IISA.2014.6878750
  • Filename
    6878750