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Reviewing three case-studies of learning analytics interventions at the open university UK

Published: 25 April 2016 Publication History
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  • Abstract

    This study provides a conceptual framework how organizations may adopt evidence-based interventions at scale, and how institutions may evaluate the costs and benefits of such interventions. Building on a new conceptual model developed by the Open University UK (OU), we will analyse three case-studies of evidence-based interventions. By working with 90+ large-scale modules for a period of two years across the five faculties and disciplines within the OU, Analytics4Action provides a bottom-up-approach for working together with key stakeholders within their respective contexts. Using principles of embedded case-study approaches by Yin [1], by comparing the learning behavior, satisfaction and performance of 11079 learners the findings indicated that each of the three learning designs led to satisfied students and average to good student retention. In the second part we highlighted that the three module teams made in-presentation interventions based upon real-time analytics, whereby initial user data indicated VLE behaviour in line with expectations. In 2-5 years, we hope that a rich, robust evidence-base will be presented to show how learning analytics can help teachers to make informed, timely and successful interventions that will help learners to achieve their learning outcomes.

    References

    [1]
    Yin, R. K. Case study research: Design and methods. Sage, 2009.
    [2]
    Arbaugh, J. B. System, scholar, or students? Which most influences online MBA course effectiveness? Journal of Computer Assisted Learning, 30, 4 2014), 349--362.
    [3]
    Rienties, B., Toetenel, L. and Bryan, A. "Scaling up" learning design: impact of learning design activities on LMS behavior and performance. ACM, City, 2015.
    [4]
    González-Torres, A., García-Peñalvo, F. J. and Therón, R. Human--computer interaction in evolutionary visual software analytics. Computers in Human Behavior, 29, 2 (3//2013), 486--495.
    [5]
    Ferguson, R. and Buckingham Shum, S. Social learning analytics: five approaches. ACM, City, 2012.
    [6]
    Papamitsiou, Z. and Economides, A. Learning Analytics and Educational Data Mining in Practice: A Systematic Literature Review of Empirical Evidence. Educational Technology & Society, 17, 4 2014), 49--64.
    [7]
    Arnold, K. E. and Pistilli, M. D. Course signals at Purdue: using learning analytics to increase student success. ACM, City, 2012.
    [8]
    Clow, D., Cross, S., Ferguson, R. and Rienties, B. Evidence Hub Review. LACE Project, City, 2014.
    [9]
    Rienties, B., Boroowa, A., Cross, S., Kubiak, C., Mayles, K. and Murphy, S. Analytics4Action Evaluation Framework: a review of evidence-based learning analytics interventions at Open University UK. Journal of Interactive Media in Education, 1, 2 2016), 1--12.
    [10]
    Rienties, B., Cross, S. and Zdrahal, Z. Implementing a Learning Analytics Intervention and Evaluation Framework: what works? Springer, City, 2016.

    Cited By

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    • (2024)AI in EducationThe Ethical Frontier of AI and Data Analysis10.4018/979-8-3693-2964-1.ch003(39-54)Online publication date: 12-Apr-2024
    • (2023)Learning analytics driven improvements in learning design in higher education: A systematic literature reviewJournal of Computer Assisted Learning10.1111/jcal.1289440:2(510-524)Online publication date: 23-Oct-2023
    • (2023)Comparative Analysis of Various EDM/LA Techniques Used For Improving Quality in Higher Education System2023 10th IEEE Uttar Pradesh Section International Conference on Electrical, Electronics and Computer Engineering (UPCON)10.1109/UPCON59197.2023.10434831(82-88)Online publication date: 1-Dec-2023
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    1. Reviewing three case-studies of learning analytics interventions at the open university UK

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        cover image ACM Other conferences
        LAK '16: Proceedings of the Sixth International Conference on Learning Analytics & Knowledge
        April 2016
        567 pages
        ISBN:9781450341905
        DOI:10.1145/2883851
        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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        Association for Computing Machinery

        New York, NY, United States

        Publication History

        Published: 25 April 2016

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        Author Tags

        1. collaborative learning
        2. distance learning
        3. online learning settings

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        LAK '16 Paper Acceptance Rate 36 of 116 submissions, 31%;
        Overall Acceptance Rate 236 of 782 submissions, 30%

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        • (2024)AI in EducationThe Ethical Frontier of AI and Data Analysis10.4018/979-8-3693-2964-1.ch003(39-54)Online publication date: 12-Apr-2024
        • (2023)Learning analytics driven improvements in learning design in higher education: A systematic literature reviewJournal of Computer Assisted Learning10.1111/jcal.1289440:2(510-524)Online publication date: 23-Oct-2023
        • (2023)Comparative Analysis of Various EDM/LA Techniques Used For Improving Quality in Higher Education System2023 10th IEEE Uttar Pradesh Section International Conference on Electrical, Electronics and Computer Engineering (UPCON)10.1109/UPCON59197.2023.10434831(82-88)Online publication date: 1-Dec-2023
        • (2023)Artificial Intelligence in Education and EthicsHandbook of Open, Distance and Digital Education10.1007/978-981-19-2080-6_6(93-108)Online publication date: 1-Jan-2023
        • (2022)Learning Analytics in Open and Distance Higher Education: The Case of the Open University UKLearning Analytics in Open and Distributed Learning10.1007/978-981-19-0786-9_4(47-62)Online publication date: 14-May-2022
        • (2022)Artificial Intelligence in Education and EthicsHandbook of Open, Distance and Digital Education10.1007/978-981-19-0351-9_6-2(1-16)Online publication date: 22-Apr-2022
        • (2022)Artificial Intelligence in Education and EthicsHandbook of Open, Distance and Digital Education10.1007/978-981-19-0351-9_6-1(1-16)Online publication date: 23-Mar-2022
        • (2020)Teaching analytics, value and tools for teacher data literacy: a systematic and tripartite approachInternational Journal of Educational Technology in Higher Education10.1186/s41239-020-00201-617:1Online publication date: 22-Jun-2020
        • (2019)The potential for student performance prediction in small cohorts with minimal available attributesBritish Journal of Educational Technology10.1111/bjet.1283651:2(347-370)Online publication date: 25-Jun-2019
        • (2018)Learning Analytics Intervention: A Review of Case Studies2018 International Symposium on Educational Technology (ISET)10.1109/ISET.2018.00047(178-182)Online publication date: Jul-2018
        • Show More Cited By

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