Visual learning analytics of educational data: A systematic literature review and research agenda

C Vieira, P Parsons, V Byrd - Computers & Education, 2018 - Elsevier
We present a systematic literature review of the emerging field of visual learning analytics.
We review existing work in this field from two perspectives: First, we analyze existing …

[HTML][HTML] Towards a better understanding of the role of visualization in online learning: A review

G Zhang, Z Zhu, S Zhu, R Liang, G Sun - Visual Informatics, 2022 - Elsevier
With the popularity of online learning in recent decades, MOOCs (Massive Open Online
Courses) are increasingly pervasive and widely used in many areas. Visualizing online …

The MOOC dropout phenomenon and retention strategies

J Goopio, C Cheung - Journal of Teaching in Travel & Tourism, 2021 - Taylor & Francis
The high dropout rate from Massive Open Online Courses (MOOCs) has been a major
concern of researchers and educators over the years. Although academic papers on …

Digital neocolonialism and massive open online courses (MOOCs): colonial pasts and neoliberal futures

T Adam - Learning, Media and Technology, 2019 - Taylor & Francis
Through evaluating dominant MOOC platforms created by Western universities, I argue that
MOOCs on such platforms tend to embed Western-centric epistemologies and propagate …

Investigating learners' behaviors and discourse content in MOOC course reviews

X Peng, Q Xu - Computers & Education, 2020 - Elsevier
In MOOCs, course reviews serve as a new interactive tool that has not yet been sufficiently
exploited. Therefore, this study investigated learners' explicit behaviors and implicit …

Using data to understand how to better design adaptive learning

M Liu, J Kang, W Zou, H Lee, Z Pan… - … , Knowledge and Learning, 2017 - Springer
There is much enthusiasm in higher education about the benefits of adaptive learning and
using big data to investigate learning processes to make data-informed educational …

Visual analytics of video‐clickstream data and prediction of learners' performance using deep learning models in MOOCs' courses

AA Mubarak, H Cao, W Zhang… - Computer Applications in …, 2021 - Wiley Online Library
The big data stored in massive open online course (MOOC) platforms have become a posed
challenge in the Learning Analytics field to analyze the learning behavior of learners, and …

[HTML][HTML] A survey of visual analytics techniques for online education

X Kui, N Liu, Q Liu, J Liu, X Zeng, C Zhang - Visual Informatics, 2022 - Elsevier
Visual analytics techniques are widely utilized to facilitate the exploration of online
educational data. To help researchers better understand the necessity and the efficiency of …

CommunityPulse: Facilitating community input analysis by surfacing hidden insights, reflections, and priorities

M Jasim, E Hoque, A Sarvghad, N Mahyar - Proceedings of the 2021 …, 2021 - dl.acm.org
Increased access to online engagement platforms has created a shift in civic practice,
enabling civic leaders to broaden their outreach to collect a larger number of community …

A learning analytics methodology for understanding social interactions in MOOCs

PM Moreno-Marcos, C Alario-Hoyos… - IEEE Transactions …, 2018 - ieeexplore.ieee.org
One of the characteristics of massive open online courses (MOOCs) is that the overall
number of social interactions tend to be higher than in traditional courses, hindering the …