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Oleksandra Poquet – British Journal of Educational Technology, 2024
The paper argues that learning analytics as a research field can benefit from a theory-informed shared language to describe sensemaking of learning and teaching data. To make the case for such shared language, first, I critically review prominent sensemaking theories to then demonstrate how studies in learning analytics do not use coherent…
Descriptors: Learning Analytics, Data, Affordances, Theories
Liu, Qinyi; Khalil, Mohammad – British Journal of Educational Technology, 2023
The field of learning analytics has advanced from infancy stages into a more practical domain, where tangible solutions are being implemented. Nevertheless, the field has encountered numerous privacy and data protection issues that have garnered significant and growing attention. In this systematic review, four databases were searched concerning…
Descriptors: Privacy, Data, Information Security, Learning Analytics
Knight, Simon; Shibani, Antonette; Buckingham Shum, Simon – British Journal of Educational Technology, 2023
A burgeoning literature, policy landscape, and set of practice resources and guidelines have emerged around ethical educational technology development and implementation, particularly in the context of data or artificial intelligence informed tools. However, while these resources provide valuable tools to support navigation of the ethical…
Descriptors: Ethics, Learning Analytics, Educational Technology, Case Studies
Robert D. Plumley; Matthew L. Bernacki; Jeffrey A. Greene; Shelbi Kuhlmann; Mladen Rakovic; Christopher J. Urban; Kelly A. Hogan; Chaewon Lee; Abigail T. Panter; Kathleen M. Gates – British Journal of Educational Technology, 2024
Even highly motivated undergraduates drift off their STEM career pathways. In large introductory STEM classes, instructors struggle to identify and support these students. To address these issues, we developed co-redesign methods in partnership with disciplinary experts to create high-structure STEM courses that better support students and produce…
Descriptors: Learning Analytics, Prediction, Undergraduate Study, Biology
Saqr, Mohammed – British Journal of Educational Technology, 2023
Learning analytics is a fast-growing discipline. Institutions and countries alike are racing to harness the power of using data to support students, teachers and stakeholders. Research in the field has proven that predicting and supporting underachieving students is worthwhile. Nonetheless, challenges remain unresolved, for example, lack of…
Descriptors: Learning Analytics, Generalizability Theory, Models, Grades (Scholastic)
Wang, Qin; Mousavi, Amin – British Journal of Educational Technology, 2023
Technologies and teaching practices can provide a rich log data, which enables learning analytics (LA) to bring new insights into the learning process for ultimately enhancing student success. This type of data has been used to discover student online learning patterns, relationships between online learning behaviors and assessment performance.…
Descriptors: Predictor Variables, Academic Achievement, Literature Reviews, Meta Analysis
Vaclav Bayer; Paul Mulholland; Martin Hlosta; Tracie Farrell; Christothea Herodotou; Miriam Fernandez – British Journal of Educational Technology, 2024
Educational outcomes from traditionally underrepresented groups are generally worse than for their more advantaged peers. This problem is typically known as the awarding gap (we use the term awarding gap over 'attainment gap' as attainment places the responsibility on students to attain at equal levels) and continues to pose a challenge for…
Descriptors: Learning Analytics, Equal Education, Diversity, Inclusion
Hutt, Stephen; Baker, Ryan S.; Ashenafi, Michael Mogessie; Andres-Bray, Juan Miguel; Brooks, Christopher – British Journal of Educational Technology, 2022
Learning analytics research presents challenges for researchers embracing the principles of open science. Protecting student privacy is paramount, but progress in increasing scientific understanding and improving educational outcomes depends upon open, scalable and replicable research. Findings have repeatedly been shown to be contextually…
Descriptors: Learning Analytics, Educational Research, Online Courses, Privacy
Vatsalan, Dinusha; Rakotoarivelo, Thierry; Bhaskar, Raghav; Tyler, Paul; Ladjal, Djazia – British Journal of Educational Technology, 2022
With Big Data revolution, the education sector is being reshaped. The current data-driven education system provides many opportunities to utilize the enormous amount of collected data about students' activities and performance for personalized education, adapting teaching methods, and decision making. On the other hand, such benefits come at a…
Descriptors: Privacy, Risk, Data, Markov Processes
Fabio Campos; Ha Nguyen; June Ahn; Kara Jackson – British Journal of Educational Technology, 2024
In this article, we offer theory-grounded narratives of a 4-year participatory design process of a Learning Analytics tool with K-12 educators. We describe how we "design-in-partnership" by leveraging educators' routines, values and cultural representations into the designs of digital dashboards. We make our long-term reasoning visible…
Descriptors: Learning Analytics, Kindergarten, Elementary Secondary Education, Teacher Attitudes
Valeria Henríquez; Julio Guerra; Eliana Scheihing – British Journal of Educational Technology, 2024
Despite the importance of academic counselling for student success, providing timely and personalized guidance can be challenging for higher education institutions. In this study, we investigate the impact of counselling instances supported by a learning analytics (LA) tool, called TrAC, which provides specific data about the curriculum and grades…
Descriptors: Learning Analytics, Academic Advising, Influences, Higher Education
Yan, Lixiang; Martinez-Maldonado, Roberto; Zhao, Linxuan; Dix, Samantha; Jaggard, Hollie; Wotherspoon, Rosie; Li, Xinyu; Gaševic, Dragan – British Journal of Educational Technology, 2023
Simulation-based learning provides students with unique opportunities to develop key procedural and teamwork skills in close-to-authentic physical learning and training environments. Yet, assessing students' performance in such situations can be challenging and mentally exhausting for teachers. Multimodal learning analytics can support the…
Descriptors: Learning Analytics, Simulation, Teamwork, Cooperative Learning
Divjak, Blaženka; Svetec, Barbi; Horvat, Damir; Kadoic, Nikola – British Journal of Educational Technology, 2023
To ensure the validity of an assessment programme, it is essential to align it with the intended learning outcomes (LO). We present a model for ensuring assessment validity which supports this constructive alignment and uses learning analytics (LA). The model is based on LA that include a comparison between ideal LO weights (expressing the…
Descriptors: Test Validity, Learning Analytics, Student Centered Learning, Prerequisites
Marshall, Ruth; Pardo, Abelardo; Smith, David; Watson, Tony – British Journal of Educational Technology, 2022
For the developers of next-generation education technology (EdTech), the use of Learning Analytics (LA) is a key competitive advantage as the use of some form of LA in EdTech is fast becoming ubiquitous. At its core LA involves the use of Artificial Intelligence and Analytics on the data generated by technology-mediated learning to gain insights…
Descriptors: Educational Technology, Learning Analytics, Ethics, Privacy
Nguyen, Andy; Järvelä, Sanna; Rosé, Carolyn; Järvenoja, Hanna; Malmberg, Jonna – British Journal of Educational Technology, 2023
Socially shared regulation contributes to the success of collaborative learning. However, the assessment of socially shared regulation of learning (SSRL) faces several challenges in the effort to increase the understanding of collaborative learning and support outcomes due to the unobservability of the related cognitive and emotional processes.…
Descriptors: Cooperative Learning, Physiology, Arousal Patterns, Cognitive Processes