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 …

Enhancing learning with visualization techniques

J Klerkx, K Verbert, E Duval - Handbook of research on educational …, 2014 - Springer
The use of visualization techniques in learning is not new. They have been used in maps
and drawings for thousands of years. This chapter analyzes how more novel visualization …

LATUX: An iterative workflow for designing, validating, and deploying learning analytics visualizations

R Martinez-Maldonado, A Pardo… - Journal of Learning …, 2015 - research.monash.edu
Designing, validating and deploying learning analytics tools for instructors or students is a
challenge that requires techniques and methods from different disciplines, such as software …

Exploring the role of visualization and engagement in computer science education

TL Naps, G Rößling, V Almstrum, W Dann… - Working group reports …, 2002 - dl.acm.org
Visualization technology can be used to graphically illustrate various concepts in computer
science. We argue that such technology, no matter how well it is designed, is of little …

Interactive visualization literacy: The state-of-the-art

EE Firat, A Joshi, RS Laramee - Information Visualization, 2022 - journals.sagepub.com
With the advent of novel visualization techniques to convey complex information, data
visualization literacy is growing in importance. Two facets of literacy are user understanding …

Exploratory versus explanatory visual learning analytics: Driving teachers' attention through educational data storytelling

V Echeverria, R Martinez-Maldonado… - Journal of Learning …, 2018 - research.monash.edu
From a human-centred computing perspective, supporting the interpretation of educational
dashboards and visualizations by the people intended to use them exposes critical design …

Visualizing data to support judgement, inference, and decision making in learning analytics: Insights from cognitive psychology and visualization science

SSJ Alhadad - Journal of Learning Analytics, 2018 - learning-analytics.info
Understanding human judgement and decision making during visual inspection of data is of
both practical and theoretical interest. While visualizing data is a commonly employed …

How to evaluate data visualizations across different levels of understanding

A Burns, C Xiong, S Franconeri… - 2020 IEEE Workshop …, 2020 - ieeexplore.ieee.org
Understanding a visualization is a multi-level process. A reader must extract and extrapolate
from numeric facts, understand how those facts apply to both the context of the data and …

Learning visualizations by analogy: Promoting visual literacy through visualization morphing

P Ruchikachorn, K Mueller - IEEE transactions on visualization …, 2015 - ieeexplore.ieee.org
We propose the concept of teaching (and learning) unfamiliar visualizations by analogy, that
is, demonstrating an unfamiliar visualization method by linking it to another more familiar …

The role of achievement goal orientations when studying effect of learning analytics visualizations

SS Beheshitha, M Hatala, D Gašević… - Proceedings of the sixth …, 2016 - dl.acm.org
When designing learning analytics tools for use by learners we have an opportunity to
provide tools that consider a particular learner's situation and the learner herself. To afford …