Activity-Based Learner-Models for Learner Monitoring and Recommendations in Moodle

Beatriz Florian, Christian Glahn, Hendrik Drachsler, Marcus Specht, Ramón Fabregat Gesa

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

    Abstract

    In technology-enhanced learning, activity-based learner models can provide evidence for competence assessment. Such models are the foundation for learning and teaching support, such as: adaptation, assessment, and competence analytics, recommendations, and so on. This paper analyses how to construct activity-based learner models based on existing data in the Moodle learning management system. Based on the activity theory model and the actuator-indicator model, aggregators of learner activities for different activity types were implemented in Moodle. This requires the consideration of the social roles in a course, in order to enable adaptive views for learners and instructors on the stored activity information. The implementation showed that Moodle stores information about course activities that requires filtering before it can get used for higher level processing. The social planes in Moodle reveal a higher complexity than it has been previously described by theories of classroom orchestration, such as actors who are no longer present in a course.
    Original languageEnglish
    Title of host publicationTowards Ubiquitous Learning
    Subtitle of host publication6th European Conference of Technology Enhanced Learning, EC-TEL 2011, Palermo, Italy, September 20-23, 2011. Proceedings
    EditorsCarlos Delgado Kloos, Denis Gillet, Raquel M. Crespo García, Fridolin Wild, Martin Wolpers
    Place of PublicationBerlin
    PublisherSpringer-Verlag Berlin Heidelberg
    Chapter10
    Pages111-124
    Number of pages14
    Volume6964
    ISBN (Electronic)9783642239854
    ISBN (Print)9783642239847
    DOIs
    Publication statusPublished - 2011
    EventEuropean Conference on Technology Enhanced Learning 2011: Towards Ubiquitous Learning - Palermo, Italy
    Duration: 20 Sep 201123 Sep 2011
    Conference number: 6

    Conference

    ConferenceEuropean Conference on Technology Enhanced Learning 2011
    Abbreviated titleEC-TEL 2011
    CountryItaly
    CityPalermo
    Period20/09/1123/09/11

    Fingerprint

    monitoring
    competence assessment
    learning
    model theory
    Social Role
    instructor
    classroom
    Teaching
    management
    evidence

    Keywords

    • activity-based learner models
    • moodle
    • learner tracking
    • learning analytics
    • competence assessment
    • TEL recommender systems
    • TEL
    • recommender systems
    • learner model

    Cite this

    Florian, B., Glahn, C., Drachsler, H., Specht, M., & Fabregat Gesa, R. (2011). Activity-Based Learner-Models for Learner Monitoring and Recommendations in Moodle. In C. Delgado Kloos, D. Gillet, R. M. Crespo García, F. Wild, & M. Wolpers (Eds.), Towards Ubiquitous Learning: 6th European Conference of Technology Enhanced Learning, EC-TEL 2011, Palermo, Italy, September 20-23, 2011. Proceedings (Vol. 6964, pp. 111-124). Berlin: Springer-Verlag Berlin Heidelberg. https://doi.org/10.1007/978-3-642-23985-4_10
    Florian, Beatriz ; Glahn, Christian ; Drachsler, Hendrik ; Specht, Marcus ; Fabregat Gesa, Ramón. / Activity-Based Learner-Models for Learner Monitoring and Recommendations in Moodle. Towards Ubiquitous Learning: 6th European Conference of Technology Enhanced Learning, EC-TEL 2011, Palermo, Italy, September 20-23, 2011. Proceedings. editor / Carlos Delgado Kloos ; Denis Gillet ; Raquel M. Crespo García ; Fridolin Wild ; Martin Wolpers. Vol. 6964 Berlin : Springer-Verlag Berlin Heidelberg, 2011. pp. 111-124
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    keywords = "activity-based learner models, moodle, learner tracking, learning analytics, competence assessment, TEL recommender systems, TEL, recommender systems, learner model",
    author = "Beatriz Florian and Christian Glahn and Hendrik Drachsler and Marcus Specht and {Fabregat Gesa}, Ram{\'o}n",
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    Florian, B, Glahn, C, Drachsler, H, Specht, M & Fabregat Gesa, R 2011, Activity-Based Learner-Models for Learner Monitoring and Recommendations in Moodle. in C Delgado Kloos, D Gillet, RM Crespo García, F Wild & M Wolpers (eds), Towards Ubiquitous Learning: 6th European Conference of Technology Enhanced Learning, EC-TEL 2011, Palermo, Italy, September 20-23, 2011. Proceedings. vol. 6964, Springer-Verlag Berlin Heidelberg, Berlin, pp. 111-124, European Conference on Technology Enhanced Learning 2011, Palermo, Italy, 20/09/11. https://doi.org/10.1007/978-3-642-23985-4_10

    Activity-Based Learner-Models for Learner Monitoring and Recommendations in Moodle. / Florian, Beatriz; Glahn, Christian; Drachsler, Hendrik; Specht, Marcus; Fabregat Gesa, Ramón.

    Towards Ubiquitous Learning: 6th European Conference of Technology Enhanced Learning, EC-TEL 2011, Palermo, Italy, September 20-23, 2011. Proceedings. ed. / Carlos Delgado Kloos; Denis Gillet; Raquel M. Crespo García; Fridolin Wild; Martin Wolpers. Vol. 6964 Berlin : Springer-Verlag Berlin Heidelberg, 2011. p. 111-124.

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

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    Florian B, Glahn C, Drachsler H, Specht M, Fabregat Gesa R. Activity-Based Learner-Models for Learner Monitoring and Recommendations in Moodle. In Delgado Kloos C, Gillet D, Crespo García RM, Wild F, Wolpers M, editors, Towards Ubiquitous Learning: 6th European Conference of Technology Enhanced Learning, EC-TEL 2011, Palermo, Italy, September 20-23, 2011. Proceedings. Vol. 6964. Berlin: Springer-Verlag Berlin Heidelberg. 2011. p. 111-124 https://doi.org/10.1007/978-3-642-23985-4_10