• DocumentCode
    3563541
  • Title

    Collecting and making sense of video learning analytics

  • Author

    Giannakos, Michail N. ; Chorianopoulos, Konstantinos ; Chrisochoides, Nikos

  • Author_Institution
    Dept. of Comput. & Inf. Sci., Norwegian Univ. of Sci. & Technol., Trondheim, Norway
  • fYear
    2014
  • Firstpage
    1
  • Lastpage
    7
  • Abstract
    Teachers have employed online video as an element of their instructional media portfolio, alongside with books, slides, notes, etc. In comparison to other instructional media, online video affords more opportunities for recording of student navigation on a video lecture. Video analytics might provide insights into student learning performance and inform the improvement of teaching tactics. Nevertheless, those analytics are not accessible to learning stakeholders, such as researchers and educators, mainly because online video platforms do not share broadly the interactions of the users with their systems. As a remedy, we have designed an open-access video analytics system and employed it in a video-assisted course. In this paper, we present a longitudinal study, which provides valuable insights through the lens of the collected video analytics. In particular, we collected and analyzed students´ video navigation, learning performance, and attitudes, and we provide the lessons learned for further development and refinement of video-assisted courses and practices.
  • Keywords
    computer aided instruction; educational courses; interactive video; multimedia computing; instructional media portfolio; online video; open-access video analytics system; student navigation; video learning analytics; video lecture; video-assisted course; Data visualization; Educational institutions; Media; Navigation; Time series analysis; Uniform resource locators; Learning Analytics; Open Learning System; User Interactions; Video Lecture;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Frontiers in Education Conference (FIE), 2014 IEEE
  • Type

    conf

  • DOI
    10.1109/FIE.2014.7044485
  • Filename
    7044485