Charting the Future of AI in Project-Based Learning: A Co-Design Exploration with Students

C Zheng, K Yuan, B Guo, R Hadi Mogavi… - Proceedings of the CHI …, 2024 - dl.acm.org
Students' increasing use of Artificial Intelligence (AI) presents new challenges for assessing
their mastery of knowledge and skills in project-based learning (PBL). This paper introduces …

The design space of visualization tools for data science education: literature review and framework for future designs

C Fernandez, JA Freitas, P Blikstein… - International Journal of …, 2024 - Elsevier
Data science education is a rapidly growing field, motivating the development of several
tools aimed at engaging students in data-related activities across all educational levels …

How Good is ChatGPT in Giving Advice on Your Visualization Design?

NW Kim, G Myers, B Bach - arXiv preprint arXiv:2310.09617, 2023 - arxiv.org
Data visualization practitioners often lack formal training, resulting in a knowledge gap in
visualization design best practices. Large-language models like ChatGPT, with their vast …

StuGPTViz: A Visual Analytics Approach to Understand Student-ChatGPT Interactions

Z Chen, J Wang, M Xia, K Shigyo, D Liu… - … on Visualization and …, 2024 - ieeexplore.ieee.org
The integration of Large Language Models (LLMs), especially ChatGPT, into education is
poised to revolutionize students' learning experiences by introducing innovative …

Toward a More Comprehensive Understanding of Visualization Literacy

LW Ge, M Hedayati, Y Cui, Y Ding, K Bonilla… - Extended Abstracts of …, 2024 - dl.acm.org
Researchers have proposed many definitions of visualization literacy, targeting various
aspects of the term. But we have yet to fully capture what it really means to be literate in …

Reading Between the Pixels: Investigating the Barriers to Visualization Literacy

C Nobre, K Zhu, E Mörth, H Pfister, J Beyer - Proceedings of the CHI …, 2024 - dl.acm.org
In our current visual-centric digital age, the capability to interpret, understand, and produce
visual representations of data—termed visualization literacy—is paramount. However, not …

Design Patterns for Data-Driven News Articles

S Hao, Z Wang, B Bach, L Pschetz - … of the CHI Conference on Human …, 2024 - dl.acm.org
Technological advancements have resulted in great shifts in the production and
consumption of news articles. This, in turn, lead to the requirement of new educational and …

Does This Have a Particular Meaning? Interactive Pattern Explanation for Network Visualizations

X Shu, A Pister, J Tang, F Chevalier… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
This paper presents an interactive technique to explain visual patterns in network
visualizations to analysts who do not understand these visualizations and who are learning …

Enhancing Data Literacy On-demand: LLMs as Guides for Novices in Chart Interpretation

K Choe, C Lee, S Lee, J Song, A Cho… - … on Visualization and …, 2024 - ieeexplore.ieee.org
With the growing complexity and volume of data, visualizations have become more intricate,
often requiring advanced techniques to convey insights. These complex charts are prevalent …

What University Students Learn In Visualization Classes

M Hedayati, M Kay - IEEE Transactions on Visualization and …, 2024 - ieeexplore.ieee.org
As a step towards improving visualization literacy, this work investigates how students
approach reading visualizations differently after taking a university-level visualization …