A framework for designing learning analytics information systems
Nguyen, Andy; Wandabwa, Herman; Rasco, Aldrich; Le, Anh Lan (2021-01-05)
Nguyen, Andy; Wandabwa, Herman; Rasco, Aldrich; Le, Anh Lan (2021). A framework for designing learning analytics information systems. In T. X. Bui (Ed.) Proceedings of the 54th Annual Hawaii International Conference on System Sciences, HICSS 2021. January 4-8 2021, https://doi.org/10.24251/HICSS.2021.002
© The Authors 2021. This article is licensed under the CC BY-NC-ND 4.0 license (https://creativecommons.org/licenses/by-nc-nd/4.0/).
https://creativecommons.org/licenses/by-nc-nd/4.0/
https://urn.fi/URN:NBN:fi-fe2022032424895
Tiivistelmä
Abstract
Learning analytics offers new opportunities in higher education, yet the design and development of educational data analytics are facing several challenges. Little guidance is available for researchers and developers when it comes to designing, developing, and implementing learning analytics information systems in higher education. Hence, this study proposes a comprehensive conceptual framework for designing learning analytics information systems incorporating both computational and educational aspects. The framework provides systematic support for learning analytics researchers and designers. It is constructed based on the process and critical dimensions of learning analytics and instructional systems design. By applying the framework to analyze a previously published study, we provide a better understanding of its key qualities. Furthermore, the application of the framework to design a new learning analytics information system provides forward engineering support.
Kokoelmat
- Avoin saatavuus [31988]