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ERIC Number: EJ1127052
Record Type: Journal
Publication Date: 2014
Pages: 24
Abstractor: As Provided
ISBN: N/A
ISSN: EISSN-1929-7750
EISSN: N/A
Learning Analytics for Online Discussions: Embedded and Extracted Approaches
Wise, Alyssa Friend; Zhao, Yuting; Hausknecht, Simone Nicole
Journal of Learning Analytics, v1 n2 p48-71 2014
This paper describes an application of learning analytics that builds on an existing research program investigating how students contribute and attend to the messages of others in asynchronous online discussions. We first overview the E-Listening research program and then explain how this work was translated into analytics that students and instructors could use to reflect on their discussion participation. Two kinds of analytics were designed: some "embedded" in the learning environment to provide students with real-time information on their activity in-progress; and some "extracted" from the learning environment and presented to students in a separate digital space for reflection. In addition, we describe the design of an intervention though which use of the analytics can be introduced as an integral course activity. Findings from an initial implementation of the application indicated that the learning analytics intervention supported changes in students' discussion participation. Five issues for future work on learning analytics in online discussions are presented. One, unintentional versus purposeful change; two, differing changes prompted by the same analytic; three, importance of theoretical buy-in and calculation transparency for perceived analytic value; four, affective components of students' reactions; and five, support for students in the process of enacting analytics-driven changes.
Society for Learning Analytics Research. 121 Pointe Marsan, Beaumont, AB T4X 0A2, Canada. Tel: +61-429-920-838; e-mail: info@solaresearch.org; Web site: http://learning-analytics.info/journals/index.php/JLA/
Publication Type: Journal Articles; Reports - Research
Education Level: Higher Education; Postsecondary Education
Audience: N/A
Language: English
Sponsor: N/A
Authoring Institution: N/A
Grant or Contract Numbers: N/A