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How video production affects student engagement: an empirical study of MOOC videos

Published: 04 March 2014 Publication History

Abstract

Videos are a widely-used kind of resource for online learning. This paper presents an empirical study of how video production decisions affect student engagement in online educational videos. To our knowledge, ours is the largest-scale study of video engagement to date, using data from 6.9 million video watching sessions across four courses on the edX MOOC platform. We measure engagement by how long students are watching each video, and whether they attempt to answer post-video assessment problems.
Our main findings are that shorter videos are much more engaging, that informal talking-head videos are more engaging, that Khan-style tablet drawings are more engaging, that even high-quality pre-recorded classroom lectures might not make for engaging online videos, and that students engage differently with lecture and tutorial videos.
Based upon these quantitative findings and qualitative insights from interviews with edX staff, we developed a set of recommendations to help instructors and video producers take better advantage of the online video format. Finally, to enable researchers to reproduce and build upon our findings, we have made our anonymized video watching data set and analysis scripts public. To our knowledge, ours is one of the first public data sets on MOOC resource usage.

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Coetzee, D., Fox, A., Hearst, M. A., and Hartmann, B. Should Your MOOC Forum Use a Reputation System? CSCW'14, ACM (New York, NY, USA, 2014).
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Cross, A., Bayyapunedi, M., Cutrell, E., Agarwal, A., and Thies, W. TypeRighting: Combining the Benefits of Handwriting and Typeface in Online Educational Videos. CHI'13, ACM (New York, NY, USA, 2013).
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Haber, J. xMOOC vs. cMOOC. http://degreeoffreedom.org/xmooc-vs-cmooc/, 2013.
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    cover image ACM Conferences
    L@S '14: Proceedings of the first ACM conference on Learning @ scale conference
    March 2014
    234 pages
    ISBN:9781450326698
    DOI:10.1145/2556325
    Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than the author(s) must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected].

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    Published: 04 March 2014

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    Author Tags

    1. mooc
    2. online education
    3. video engagement

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    March 4 - 5, 2014
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