Discovering time management strategies in learning processes using process mining techniques

Nora’ayu Ahmad Uzir, Dragan Gašević, Wannisa Matcha, Jelena Jovanović, Abelardo Pardo, Lisa Angelique Lim, Sheridan Gentili

    Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

    3 Citations (Scopus)

    Abstract

    This paper reports the findings of a study that proposed a novel learning analytic methodology that combines process mining with cluster analysis to study time management in the context of blended and online learning. The study was conducted with first-year students (N = 241) who were enrolled in blended learning of a health science course. The study identified four distinct time management tactics and three strategies. The tactics and strategies were interpreted according to the established theoretical framework of self-regulated learning in terms of student decisions about what to study, how long to study, and how to study. The study also identified significant differences in academic performance among students who followed different time management strategies.

    Original languageEnglish
    Title of host publicationTransforming Learning with Meaningful Technologies
    Subtitle of host publication14th European Conference on Technology Enhanced Learning, EC-TEL 2019 Delft, The Netherlands, September 16–19, 2019 Proceedings
    EditorsMaren Scheffel, Julien Broisin, Viktoria Pammer-Schindler, Andri Ioannou, Jan Schneider
    Place of PublicationCham Switzerland
    PublisherSpringer
    Pages555-569
    Number of pages15
    ISBN (Electronic)9783030297367
    ISBN (Print)9783030297350
    DOIs
    Publication statusPublished - 2019
    EventEuropean Conference on Technology Enhanced Learning (EC-TEL) 2019 - Delft, Netherlands
    Duration: 16 Sep 201919 Sep 2019
    Conference number: 14th
    http://www.ec-tel.eu/index.php?id=918

    Publication series

    NameLecture Notes in Computer Science
    PublisherSpringer
    Volume11722
    ISSN (Print)0302-9743
    ISSN (Electronic)1611-3349

    Conference

    ConferenceEuropean Conference on Technology Enhanced Learning (EC-TEL) 2019
    Abbreviated titleEC-TEL 2019
    CountryNetherlands
    CityDelft
    Period16/09/1919/09/19
    Internet address

    Keywords

    • Blended learning
    • Learning analytics
    • Self-Regulated Learning
    • Time management strategies

    Cite this

    Ahmad Uzir, N., Gašević, D., Matcha, W., Jovanović, J., Pardo, A., Lim, L. A., & Gentili, S. (2019). Discovering time management strategies in learning processes using process mining techniques. In M. Scheffel, J. Broisin, V. Pammer-Schindler, A. Ioannou, & J. Schneider (Eds.), Transforming Learning with Meaningful Technologies : 14th European Conference on Technology Enhanced Learning, EC-TEL 2019 Delft, The Netherlands, September 16–19, 2019 Proceedings (pp. 555-569). (Lecture Notes in Computer Science; Vol. 11722 ). Springer. https://doi.org/10.1007/978-3-030-29736-7_41