Open Learning Analytics: A Systematic Literature Review and Future Perspectives

March 22, 2023 Β· Declared Dead Β· πŸ› Advances in Analytics for Learning and Teaching

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Authors Arham Muslim, Mohamed Amine Chatti, Mouadh Guesmi arXiv ID 2303.12395 Category cs.CY: Computers & Society Cross-listed cs.HC Citations 10 Venue Advances in Analytics for Learning and Teaching Last Checked 4 months ago
Abstract
Open Learning Analytics (OLA) is an emerging research area that aims at improving learning efficiency and effectiveness in lifelong learning environments. OLA employs multiple methods to draw value from a wide range of educational data coming from various learning environments and contexts in order to gain insight into the learning processes of different stakeholders. As the research field is still relatively young, only a few technical platforms are available and a common understanding of requirements is lacking. This paper provides a systematic literature review of tools available in the learning analytics literature from 2011-2019 with an eye on their support for openness. 137 tools from nine academic databases are collected to form the base for this review. The analysis of selected tools is performed based on four dimensions, namely 'Data, Environments, Context (What?)', 'Stakeholders (Who?)', 'Objectives (Why?)', and 'Methods (How?)'. Moreover, five well-known OLA frameworks available in the community are systematically compared. The review concludes by eliciting the main requirements for an effective OLA platform and by identifying key challenges and future lines of work in this emerging field.
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