| Title | A Human-Centered Approach to Learning Analytics: Understanding How Personality Traits Shape Learning Activity Engagement |
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| Authors | Sooriya-Arachchi, C. and Guo, H.C. |
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| Type | Conference paper |
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| Abstract | This work-in-progress study adopts a human-centered approach to understanding how individual learner characteristics shape learner engagement and performance in Computer Science education. In an era of increasing digitalisation, learning technologies need to be designed around learner needs and their individual differences. This study examines how learners' Big Five personality traits influence their interactions with different learning design activity types, positioning the learner's individual characteristics at the heart of learning analytics. Analysis of data from a Level 5 Computer Science module (n=72) revealed distinct personality distributions, with Openness (63%) and Agreeableness (32%) being predominant traits. Learning activity completion patterns varied significantly from high engagement in interactive activities (100%) to lower engagement in communication tasks (7.77%). Correlation analysis revealed significant relationships between personality traits and learning behaviours, with Conscientiousness positively correlating with assessment engagement and Neuroticism showing consistent negative correlations across activities. These findings provide crucial insights for designing more inclusive and personalised learning environments, suggesting the need for flexible learning pathways that accommodate different personality profiles while maintaining academic rigour. This research represents a crucial step toward educational technologies that focus on understanding and responding to individual learner needs, potentially transforming how educators approach Computer Science Education. |
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| Year | 2025 |
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| Conference | LAK 2025 Workshops, co-located with 15th International Conference on Learning Analytics and Knowledge (LAK 2025) |
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| Publisher | CEUR Workshop Proceedings |
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| Publication dates |
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| Published | 2025 |
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| Journal | 15th International Conference on Learning Analytics and Knowledge (LAK 2025) |
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| Book title | Joint Proceedings of LAK 2025 Workshops, co-located with 15th International Conference on Learning Analytics and Knowledge (LAK 2025), Dublin, Ireland, March 03-07, 2025 |
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| Web address (URL) | https://ceur-ws.org/Vol-3995/HCLA25_paper4_short.pdf |
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| File | License CC BY 4.0 File Access Level Open (open metadata and files) |
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