Educational data mining and learning analytics for 21st century higher education: A review and synthesis

H Aldowah, H Al-Samarraie, WM Fauzy - Telematics and Informatics, 2019 - Elsevier
The potential influence of data mining analytics on the students' learning processes and
outcomes has been realized in higher education. Hence, a comprehensive review of …

Perceiving learning at a glance: A systematic literature review of learning dashboard research

BA Schwendimann… - IEEE transactions on …, 2016 - ieeexplore.ieee.org
This paper presents a systematic literature review of the state-of-the-art of research on
learning dashboards in the fields of Learning Analytics and Educational Data Mining …

A research framework of smart education

ZT Zhu, MH Yu, P Riezebos - Smart learning environments, 2016 - Springer
The development of new technologies enables learners to learn more effectively, efficiently,
flexibly and comfortably. Learners utilize smart devices to access digital resources through …

Students' LMS interaction patterns and their relationship with achievement: A case study in higher education

R Cerezo, M Sánchez-Santillán, MP Paule-Ruiz… - Computers & …, 2016 - Elsevier
Abstract The use of Learning Management Systems has grown exponentially in the last
several years and has come to have a strong effect on the teaching-learning process …

Learning analytics dashboard applications

K Verbert, E Duval, J Klerkx… - American Behavioral …, 2013 - journals.sagepub.com
This article introduces learning analytics dashboards that visualize learning traces for
learners and teachers. We present a conceptual framework that helps to analyze learning …

Learning dashboards: an overview and future research opportunities

K Verbert, S Govaerts, E Duval, JL Santos… - Personal and Ubiquitous …, 2014 - Springer
In this paper, we present work on learning analytics that aims to support learners and
teachers through dashboard applications, ranging from small mobile applications to …

[PDF][PDF] Application of big data in education data mining and learning analytics–a literature review

K Sin, L Muthu - ICTACT journal on soft computing, 2015 - academia.edu
The usage of learning management systems in education has been increasing in the last
few years. Students have started using mobile phones, primarily smart phones that have …

Process mining for self-regulated learning assessment in e-learning

R Cerezo, A Bogarín, M Esteban, C Romero - Journal of Computing in …, 2020 - Springer
Content assessment has broadly improved in e-learning scenarios in recent decades.
However, the e-Learning process can give rise to a spatial and temporal gap that poses …

Tools for educational data mining: A review

S Slater, S Joksimović, V Kovanovic… - … of Educational and …, 2017 - journals.sagepub.com
In recent years, a wide array of tools have emerged for the purposes of conducting
educational data mining (EDM) and/or learning analytics (LA) research. In this article, we …

[HTML][HTML] Learning analytics dashboards for adaptive support in face-to-face collaborative argumentation

J Han, KH Kim, W Rhee, YH Cho - Computers & Education, 2021 - Elsevier
Despite the potential of learning analytics for personalized learning, it has seldom been
used to support collaborative learning particularly in face-to-face (F2F) learning contexts …