Collecting and making sense of video learning analytics. Giannakos, M. N., Chorianopoulos, K., & Chrisochoides, N. In 2014 IEEE Frontiers in Education Conference (FIE) Proceedings, pages 1–7, oct, 2014. IEEE. Paper Paper doi abstract bibtex 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.
@InProceedings{Giannakos_2014a,
author = {Giannakos, Michail N. and Chorianopoulos, Konstantinos and Chrisochoides, Nikos},
title = {{Collecting and making sense of video learning analytics}},
booktitle = {2014 IEEE Frontiers in Education Conference (FIE) Proceedings},
year = {2014},
pages = {1--7},
month = {oct},
publisher = {IEEE},
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.},
doi = {10.1109/FIE.2014.7044485},
url_Paper={Giannakos_2014a.pdf},
isbn = {978-1-4799-3922-0},
keywords = {Data visualization,Educational institutions,Learning Analytics,Media,Navigation,Open Learning System,Time
series analysis,Uniform resource locators,User Interactions,Video Lecture,analytics,learning,video},
mendeley-tags = {analytics,learning,video},
shorttitle = {Frontiers in Education Conference (FIE), 2014 IEEE},
url = {http://ieeexplore.ieee.org/lpdocs/epic03/wrapper.htm?arnumber=7044485},
}
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