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Multimodal learning analytics—In‐between student privacy and encroachment

A systematic review

Bibliographic Data

ID21297211
AuthorsPaul Prinsloo (0000-0002-1838-540X, Department of Business Management University of South Africa Pretoria South Africa), Sharon Slade (0000-0003-0130-8456, Independent Researcher Pretoria South Africa), Mohammad Khalil (0000-0002-6860-4404, Centre for the Science of Learning & Technology (SLATE) University of Bergen Bergen Norway)
Year2023
Volume54
Issue6
Pages1566-1586
Publication date2023-11-01
Peer ReviewedYes
Open AccessYes
TypeARTICLE
VenueBritish Journal of Educational Technology (JOURNAL)
Journal identifiersISSN: 0007-1013 • E-ISSN: 1467-8535
PublisherWiley (PUBLISHER • GB)
DOI10.1111/bjet.13373
LanguageEN
Citations received8
References cited57
  • The Convergence of Artificial Intelligence in Measuring Attention and Emotion in Digital Technology-Enhanced Tertiary Education

    Open Access•Javier Arranz-Romero, Rosabel Roig-Vila et al.•Education Sciences•2026

  • Willingness to Allow Educational Data Use for Learning Analytics in Higher Education

    Open Access•Marius-Valentin Drăgoi, Roxana-Adriana Puiu et al.•Education Sciences•2026

  • Leveraging AI-enhanced interventions for targeted EFL teacher development

    Akbar Bahari•Interactive Learning Environments•2026

  • Technology-enhanced Learning and Learning Analytics for personalized STEM learning

    Open Access•Umar Bin Qushem, Athanasios Christopoulos et al.•International Journal of…•2025

  • Exploring the landscape of learning analytics privacy in fog and edge computing

    Open Access•Daniel Amo-Filva, David Fonseca et al.•Computers in Human Behavior•2024

  • A systematic review of multimodal learning analytics in computer-supported collaborative learning

    Open Access•Fan Ouyang, Xianping Bai•Computers & Education•2026

  • Enhancing online learning outcomes through virtual companion AI

    Open Access•Tiansheng Xia, Minyan Tan et al.•British Journal of Educational…•2026

  • Personalizing teacher professional development through learning analytics

    Open Access•Anucha Somabut, Kulthida Tuamsuk et al.•Teaching and Teacher Education•2026

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    Open Access•Donald A Cook, David A Cook et al.•The American Journal of Medicine•2006

  • Which academic search systems are suitable for systematic reviews or meta‐analyses? Evaluating retrieval qualities of Google Scholar, PubMed, and 26 other resources

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    Open Access•Matthew J Page, Joanne E McKenzie et al.•International Journal of Surgery•2021

  • Designing translucent learning analytics with teachers

    Roberto Martínez‐Maldonado, Doug Elliott et al.•Interactive Learning Environments•2022

  • Learning analytics in seamless learning environments

    Jewoong Moon, Daeyeoul Lee et al.•Interactive Learning Environments•2023

  • Deploying multimodal learning analytics models to explore the impact of digital distraction and peer learning on student performance

    Open Access•Chen-Hsuan Liao, Jiun-Yu Wu•Computers & Education•2022

  • Challenges and opportunities of multimodal data in human learning

    Open Access•Katerina Mangaroska, Roberto Martínez‐Maldonado et al.•Journal of Computer Assisted…•2021

  • A tale of two databases

    Open Access•Junwen Zhu, Weishu Liu•Scientometrics•2020

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    Open Access•Miika Kumpulainen, Marko Seppänen•Scientometrics•2022

  • Methodological Guidance Paper

    Open Access•Patricia A Alexander•Review of Educational Research•2020

  • Mapping from proximity traces to socio‐spatial behaviours and student progression at the school

    Open Access•Lixiang Yan, Roberto Martínez‐Maldonado et al.•British Journal of Educational…•2022

  • Multimodal learning analytics for game‐based learning

    Open Access•Andrew Emerson, Juliana M A L Andres et al.•British Journal of Educational…•2020

  • The role of indoor positioning analytics in assessment of simulation‐based learning

    Open Access•Lixiang Yan, Roberto Martínez‐Maldonado et al.•British Journal of Educational…•2023

  • Multimodal Learning Analytics research with young children

    Open Access•Lucrezia Crescenzi-Lanna•British Journal of Educational…•2020

  • Perspectives from the stakeholder

    Open Access•Dixie West, Ann Luzeckyj et al.•Australasian Journal of…•2020

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    Open Access•Ulli Vilsmaier, Daniel J Lang•Current Opinion in Environmental…•2015

  • Introduction

    Mathias Decuypere, Emiliano Grimaldi et al.•Critical Studies in Education•2021

  • The in‐between

    Nicky Solomon, David Boud et al.•International Journal of Lifelong…•2006

  • Student privacy in learning analytics

    Alan Rubel, Kyle M L Jones•The Information Society•2016

  • The problem of researching a recursive society

    Open Access•D Beer•Big Data & Society•2022

  • Three Approaches to Qualitative Content Analysis

    Open Access•Hsiu-Fang Hsieh, Sarah E Shannon•Qualitative Health Research•2005

Unique citing works8
Citations per year4
Citation span2024 - 2026 (3)
Citation velocitycurrent
Highly citedNo
Citation typesNeutral: 8

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