Abstract
In this paper we present a learning analytics conceptual framework that supports enquiry-based evaluation of learn- ing designs. The dimensions of the proposed framework emerged from a review of existing analytics tools, the analy-sis of interviews with teachers, and user scenarios to under- stand what types of analytics would be useful in evaluating a learning activity in relation to pedagogical intent. The proposed framework incorporates various types of analyt- ics, with the teacher playing a key role in bringing context to the analysis and making decisions on the feedback pro- vided to students as well as the scaffolding and adaptation of the learning design. The framework consists of five di-mensions: Temporal analytics, tool-specific analytics, cohort dynamics, comparative analytics and contingency. Specific metrics and visualisations are defined for each dimension of the conceptual framework. Finally the development of a tool that partially implements the conceptual framework is discussed.
Original language | English |
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Title of host publication | LAK 2016 Conference Proceedings, 6th International Learning Analytics and Knowledge Conference - Enhancing Impact: Convergence of Communities for Grounding, Implementation, and Validation |
Place of Publication | Edinburgh |
Publisher | Association for Computing Machinery |
Pages | 329-338 |
Number of pages | 10 |
Volume | 25-29-April-2016 |
ISBN (Electronic) | 9781450341905 |
DOIs | |
Publication status | Published - 25 Apr 2016 |
Event | 6th International Conference on Learning Analytics and Knowledge, LAK 2016 - Edinburgh, United Kingdom Duration: 25 Apr 2016 → 29 Apr 2016 |
Other
Other | 6th International Conference on Learning Analytics and Knowledge, LAK 2016 |
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Country/Territory | United Kingdom |
City | Edinburgh |
Period | 25/04/16 → 29/04/16 |
Keywords
- Intervention design
- Learning analytics
- Learning design