Projects per year
Abstract
In recent years, there has been a growing interest in creating multimodal learning analytics (LA) systems that automatically analyse students' states that are hard to see with the "naked eye", such as cognitive load and stress levels, but that can considerably shape their learning experience. A rich body of research has focused on detecting such aspects by capturing bodily signals from students using wearables and computer vision. Yet, little work has aimed at designing end-user interfaces that visualise physiological data to support tasks deliberately designed for students to learn from stressful situations. This paper addresses this gap by designing a stress analytics dashboard that encodes students' physiological data into stress levels during different phases of an authentic team simulation in the context of nursing education. We conducted a qualitative study with teachers to understand (i) how they made sense of the stress analytics dashboard; (ii) the extent to which they trusted the dashboard in relation to students' cortisol data; and (iii) the potential adoption of this tool to communicate insights and aid teaching practices.
Original language | English |
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Title of host publication | LAK 2023 Conference Proceedings - Towards Trustworthy Learning Analytics - 13th International Conference on Learning Analytics and Knowledge |
Editors | Isabel Hilliger, Hassan Khosravi, Bart Rienties, Shane Dawson |
Place of Publication | New York NY USA |
Publisher | Association for Computing Machinery (ACM) |
Pages | 57-67 |
Number of pages | 11 |
ISBN (Electronic) | 9781450398657 |
DOIs | |
Publication status | Published - 2023 |
Event | International Conference on Learning Analytics and Knowledge 2023 - Arlington, United States of America Duration: 13 Mar 2023 → 17 Mar 2023 Conference number: 13th https://dl.acm.org/doi/proceedings/10.1145/3576050 (Proceedings) https://www.solaresearch.org/events/lak/lak23/ (Website) |
Conference
Conference | International Conference on Learning Analytics and Knowledge 2023 |
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Abbreviated title | LAK 2023 |
Country/Territory | United States of America |
City | Arlington |
Period | 13/03/23 → 17/03/23 |
Internet address |
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Keywords
- Affective computing
- Healthcare education
- LA dashboard
- Multimodal dataset
- Stress detection
- Visualisation
Projects
- 1 Finished
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Human-centred Teamwork Analytics
Gasevic, D., Martinez-Maldonado, R., Buckingham Shum, S. J., Elliott, D. J., Gasevic, D. & Ilic, D.
1/07/21 → 30/06/24
Project: Research