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Examining Instructor Use of Learning Analytics

Published: 06 May 2017 Publication History

Abstract

This study takes an instructor-centric approach to Learning Analytic (LA) research by analyzing instructor use of the LA within an educational streaming video platform called TrACE. The goal of this study is to understand how instructors naturally interact with analytic dashboards through an empirical analysis. To accomplish this, data of 14 instructors from three institutions that used TrACE from Spring 2015 to Spring 2016 was collected. Data was analyzed to identify frequency of analytic visits, duration of analytic use, differences in analytic use, and differences in use between semesters. Instructors demonstrated preferences for some analytics over others, but the majority of teachers generate short sessions that may not allow for in-depth exploration in analytics. Finally, instructor activity is not always consistent between semesters. Focus groups were conducted to explore motivations behind these findings and future work includes developing LA that address discovered issues.

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Cited By

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  • (2025)How instructors use learning analytics: the pivotal role of pedagogyJournal of Computing in Higher Education10.1007/s12528-025-09432-wOnline publication date: 7-Feb-2025
  • (2024)Conceptualising a data analytics framework to support targeted teacher professional developmentProfessional Development in Education10.1080/19415257.2024.2422066(1-24)Online publication date: 5-Nov-2024
  • (2023)Integrated Model for Asynchronous Learning and Predictive Analytics for Enhanced Learner ExperienceEmergent Practices of Learning Analytics in K-12 Classrooms10.4018/979-8-3693-0066-4.ch003(26-56)Online publication date: 29-Dec-2023
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    cover image ACM Conferences
    CHI EA '17: Proceedings of the 2017 CHI Conference Extended Abstracts on Human Factors in Computing Systems
    May 2017
    3954 pages
    ISBN:9781450346566
    DOI:10.1145/3027063
    Permission to make digital or hard copies of part or all 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 third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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    Publication History

    Published: 06 May 2017

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    Author Tags

    1. analytics usage trends
    2. instructor support

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    CHI EA '17 Paper Acceptance Rate 1,000 of 5,000 submissions, 20%;
    Overall Acceptance Rate 6,164 of 23,696 submissions, 26%

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    Cited By

    View all
    • (2025)How instructors use learning analytics: the pivotal role of pedagogyJournal of Computing in Higher Education10.1007/s12528-025-09432-wOnline publication date: 7-Feb-2025
    • (2024)Conceptualising a data analytics framework to support targeted teacher professional developmentProfessional Development in Education10.1080/19415257.2024.2422066(1-24)Online publication date: 5-Nov-2024
    • (2023)Integrated Model for Asynchronous Learning and Predictive Analytics for Enhanced Learner ExperienceEmergent Practices of Learning Analytics in K-12 Classrooms10.4018/979-8-3693-0066-4.ch003(26-56)Online publication date: 29-Dec-2023
    • (2023)Studying teacher withitness in the wild: comparing a mirroring and an alerting & guiding dashboard for collaborative learningInternational Journal of Computer-Supported Collaborative Learning10.1007/s11412-023-09414-z18:4(575-606)Online publication date: 28-Dec-2023
    • (2022)Teacher Artificial Intelligence-Supported Pedagogical Actions in Collaborative Learning Coregulation: A Wizard-of-Oz StudyFrontiers in Education10.3389/feduc.2022.7361947Online publication date: 17-Feb-2022
    • (2022)Unpacking Instructors’ Analytics Use: Two Distinct Profiles for Informing TeachingLAK22: 12th International Learning Analytics and Knowledge Conference10.1145/3506860.3506905(528-534)Online publication date: 21-Mar-2022
    • (2022)CADA: a teacher-facing learning analytics dashboard to foster teachers’ awareness of students’ participation and discourse patterns in online discussionsTechnology, Knowledge and Learning10.1007/s10758-022-09598-728:3(937-958)Online publication date: 5-Apr-2022
    • (2022)Trends and Issues in MOOC Learning Analytics Empirical Research: A Systematic Literature Review (2011–2021)Education and Information Technologies10.1007/s10639-022-11031-627:7(10135-10160)Online publication date: 1-Aug-2022
    • (2021)Beyond First Encounters with Analytics: Questions, Techniques and Challenges in Instructors’ SensemakingLAK21: 11th International Learning Analytics and Knowledge Conference10.1145/3448139.3448172(344-353)Online publication date: 12-Apr-2021
    • (2021)A Stakeholder Informed Professional Development Framework to Support Engagement with Learning AnalyticsLAK21: 11th International Learning Analytics and Knowledge Conference10.1145/3448139.3448162(237-247)Online publication date: 12-Apr-2021
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