The ethics of using digital trace data in education: A thematic review of the research landscape

L Hakimi, R Eynon, VA Murphy - Review of educational …, 2021 - journals.sagepub.com
This article presents the findings of a systematic qualitative analysis of research in the ethics
of digital trace data use in learning and education. From the resulting analysis of 77 peer …

Artificial neural networks for educational data mining in higher education: A systematic literature review

E Okewu, P Adewole, S Misra… - Applied Artificial …, 2021 - Taylor & Francis
Efforts to raise the bar of higher education so as to respond to dynamic societal/industry
needs have led to a number of initiatives, including artificial neural network (ANN) based …

“We're being tracked at all times”: Student perspectives of their privacy in relation to learning analytics in higher education

KML Jones, A Asher, A Goben, MR Perry… - Journal of the …, 2020 - Wiley Online Library
Higher education institutions are continuing to develop their capacity for learning analytics
(LA), which is a sociotechnical data‐mining and analytic practice. Institutions rarely inform …

Achieving big data privacy in education

JR Reidenberg, F Schaub - Theory and Research in …, 2018 - journals.sagepub.com
Education, Big Data, and student privacy are a combustible mix. The improvement of
education and the protection of student privacy are key societal values. Big Data and …

[HTML][HTML] Investigating the dimensions of students' privacy concern in the collection, use and sharing of data for learning analytics

M Korir, S Slade, W Holmes, Y Héliot… - Computers in human …, 2023 - Elsevier
The datafication of learning has created vast amounts of digital data which may contribute to
enhancing teaching and learning. While researchers have successfully used learning …

Implementing next generation privacy and ethics research in education technology

R Marshall, A Pardo, D Smith… - British Journal of …, 2022 - Wiley Online Library
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 …

Learning analytics: At the nexus of big data, digital innovation, and social justice in education

SJ Aguilar - TechTrends, 2018 - Springer
We are still designing educational experiences for the average student, and have room to
improve. Learning analytics provides a way forward. This commentary describes how …

Learning analytics: A glance of evolution, status, and trends according to a proposed taxonomy

A Peña‐Ayala - Wiley Interdisciplinary Reviews: Data Mining …, 2018 - Wiley Online Library
Before the emergence of computer‐based educational systems (CBES) whose aims of
providing teaching and learning experiences to hundreds even thousands of users, an …

Do academics and university administrators really know better? The ethics of positioning student perspectives in learning analytics

D West, A Luzeckyj, D Toohey, J Vanderlelie… - Australasian Journal of …, 2020 - ajet.org.au
Increasingly learning analytics (LA) has begun utilising staff-and student-facing dashboards
capturing visualisations to present data to support student success and improve learning …

Learning analytics challenges to overcome in higher education institutions

P Leitner, M Ebner, M Ebner - Utilizing learning analytics to support study …, 2019 - Springer
While a large number of scientific publications explain the development of prototypes or the
implementation of case studies in detail, descriptions of the challenges and proper solutions …