The design, development, and implementation of student-facing learning analytics dashboards

We have designed, developed, and implemented a student-facing learning analytics dashboard in order to support students as they learn in online environments. There are two separate dashboards in our system: a content recommender dashboard and a skills recommender dashboard. The content recommender h...

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Published inJournal of computing in higher education Vol. 30; no. 3; pp. 572 - 598
Main Authors Bodily, Robert, Ikahihifo, Tarah K., Mackley, Benjamin, Graham, Charles R.
Format Journal Article
LanguageEnglish
Published New York Springer US 01.12.2018
Springer
Springer Nature B.V
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Abstract We have designed, developed, and implemented a student-facing learning analytics dashboard in order to support students as they learn in online environments. There are two separate dashboards in our system: a content recommender dashboard and a skills recommender dashboard. The content recommender helps students identify gaps in their content knowledge; the skills recommender helps students improve their metacognitive strategies. We discuss the technical requirements needed to develop a real-time student dashboard as well as report our inquiry into the functionality students want in a dashboard. The dashboards were evaluated with focus groups and a perceptions survey. Students were positive in their perceptions of the dashboards and 79% of the students that used the dashboards found them user-friendly, engaging, useful, and informative. One challenge encountered was low student use of the dashboard. Only 25% of students used the dashboard multiple times, despite favorable student perceptions of the dashboard. Additional research should examine how to motivate and support students to engage with dashboard feedback in online environments.
AbstractList We have designed, developed, and implemented a student-facing learning analytics dashboard in order to support students as they learn in online environments. There are two separate dashboards in our system: a content recommender dashboard and a skills recommender dashboard. The content recommender helps students identify gaps in their content knowledge; the skills recommender helps students improve their metacognitive strategies. We discuss the technical requirements needed to develop a real-time student dashboard as well as report our inquiry into the functionality students want in a dashboard. The dashboards were evaluated with focus groups and a perceptions survey. Students were positive in their perceptions of the dashboards and 79% of the students that used the dashboards found them user-friendly, engaging, useful, and informative. One challenge encountered was low student use of the dashboard. Only 25% of students used the dashboard multiple times, despite favorable student perceptions of the dashboard. Additional research should examine how to motivate and support students to engage with dashboard feedback in online environments.
Author Mackley, Benjamin
Graham, Charles R.
Bodily, Robert
Ikahihifo, Tarah K.
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  givenname: Tarah K.
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Issue 3
Keywords Iterative design
Dashboard
Learning analytics
Learning dashboards
Student reporting tools
Data visualization
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PublicationSubtitle Research & Integration of Instructional Technology
PublicationTitle Journal of computing in higher education
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Snippet We have designed, developed, and implemented a student-facing learning analytics dashboard in order to support students as they learn in online environments....
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SubjectTerms Access to Information
Dashboards
Data Analysis
Data Collection
Distance learning
Education
Educational Technology
Focus Groups
Higher Education
Knowledge Level
Learning
Learning Analytics
Learning and Instruction
Metacognition
Motivation Techniques
Online Courses
Program Effectiveness
Skill Development
Skills
Student Attitudes
Students
Technology Uses in Education
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Title The design, development, and implementation of student-facing learning analytics dashboards
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