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This paper is a call to action for research and discussion on data visualization education. As visualization evolves and spreads through our professional and personal lives, we need to understand how to support and empower a broad and…

With the increasing amount of data globally, analyzing and visualizing data are becoming essential skills across various professions. It is important to equip university students with these essential data skills. To learn, design, and…

Human-Computer Interaction · Computer Science 2024-09-11 Shri Harini Ramesh , Fateme Rajabiyazdi

Data literacy skills are fundamental in computer science education. However, understanding how data-driven systems work represents a paradigm shift from traditional rule-based programming. We conducted a systematic literature review of 84…

Computers and Society · Computer Science 2026-03-31 Robert Whyte , Manni Cheung , Katharine Childs , Jane Waite , Sue Sentance

Interest in K-12 AI Literacy education has surged in the past year, yet large-scale learning data remains scarce despite considerable efforts in developing learning materials and running summer programs. To make larger scale dataset…

Human-Computer Interaction · Computer Science 2024-12-20 Ruiwei Xiao , Ying-Jui Tseng , Hanqi Li , Hsuan Nieu , Guanze Liao , John Stamper , Kenneth Koedinger

Financial literacy empowers individuals to make informed and effective financial decisions, improving their overall financial well-being and security. However, for many people understanding financial concepts can be daunting and only half…

Graphics · Computer Science 2025-06-27 Meng Du , Robert Amor , Kwan-Liu Ma , Burkhard C. Wünsche

This paper presents a theoretical model for interactive visualization literacy to describe how people use interactive data visualizations and systems. Literacies have become an important concept in describing modern life skills, with…

Human-Computer Interaction · Computer Science 2026-02-11 Gabriela Molina León , Benjamin Bach , Matheus Valentim , Niklas Elmqvist

Understanding what is communicated by data visualizations is a critical component of scientific literacy in the modern era. However, it remains unclear why some tasks involving data visualizations are more difficult than others. Here we…

Human-Computer Interaction · Computer Science 2025-05-14 Arnav Verma , Judith E. Fan

Artificial intelligence (AI) literacy is a rapidly growing research area and a critical addition to K-12 education. However, support for designing tools and curriculum to teach K-12 AI literacy is still limited. There is a need for…

Computers and Society · Computer Science 2020-09-23 Xiaofei Zhou , Jessica Van Brummelen , Phoebe Lin

This article discusses how to make statistical graphics a more prominent element of the undergraduate statistics curricula. The focus is on several different types of assignments that exemplify how to incorporate graphics into a course in a…

Other Statistics · Statistics 2015-03-04 Deborah Nolan , Jamis Perrett

The effective teaching and learning of statistics persist as a challenge in K-12 education and has clear impacts in developing competence and confidence of students in entering STEM fields especially in today's digital age of data science.…

History and Overview · Mathematics 2026-02-24 Mark Louie F. Ramos

Over the past decades, numerous practical applications of machine learning techniques have shown the potential of data-driven approaches in a large number of computing fields. Machine learning is increasingly included in computing curricula…

Computers and Society · Computer Science 2022-08-04 Matti Tedre , Tapani Toivonen , Juho Kahila , Henriikka Vartiainen , Teemu Valtonen , Ilkka Jormanainen , Arnold Pears

The amount of visual communication we are facing is rapidly increasing, and skills to process, understand, and generate visual representations are in high demand. Especially students focusing on computer graphics and visualization can…

Human-Computer Interaction · Computer Science 2019-07-11 Andrey Krekhov , Michael Michalski , Jens Krüger

Teaching and advocating data visualization are among the most important activities in the visualization community. With growing interest in data analysis from business and science professionals, data visualization courses attract students…

Human-Computer Interaction · Computer Science 2019-10-08 Leo Yu-Ho Lo , Yao Ming , Huamin Qu

Data visualization is a core part of statistical practice and is ubiquitous in many fields. Although there are numerous books on data visualization, instructors in statistics and data science may be unsure how to teach data visualization,…

Other Statistics · Statistics 2025-07-31 Zach Branson , Monica Paz Parra , Ronald Yurko

Accessible teaching has been extensively investigated in computer science, yet its integration into other disciplines, such as data literacy, remains limited. This paper examines the potential of data storytelling, defined as the…

Computers and Society · Computer Science 2025-11-07 Marina Buzzi , Barbara Leporini , Angelica Lo Duca

With the rise of the popularity of Bayesian methods and accessible computer software, teaching and learning about Bayesian methods are expanding. However, most educational opportunities are geared toward statistics and data science students…

Other Statistics · Statistics 2024-07-23 Mine Dogucu , Sibel Kazak , Joshua Rosenberg

Learning analytics (LA) is argued to be able to improve learning outcomes, learner support and teaching. However, despite an increasingly expanding amount of student (digital) data accessible from various online education and learning…

Computers and Society · Computer Science 2021-05-17 Olga Viberg , Ake Gronlund

The COVID-19 pandemic has underscored the importance of blended learning in contemporary physics and, more generally, STEM education. In this contribution, we summarize current pedagogical models of blended learning, such as rotational and…

Physics Education · Physics 2024-03-21 Jozef Hanč , Dominik Borovský , Martina Hančová

How do we assess people's abilities to interact with data visualizations? The current state-of-the-art visualization literacy tests -- such as VLAT and its derivatives -- only involve the use of static visualizations. Despite advances in…

Human-Computer Interaction · Computer Science 2026-04-20 Gabriela Molina León , Benjamin Bach , Matheus Valentim , Niklas Elmqvist

The integration of data visualization in journalism has catalyzed the growth of data storytelling in recent years. Today, it is increasingly common for journalism schools to incorporate data visualization into their curricula. However, the…

Human-Computer Interaction · Computer Science 2025-04-08 Xingyu Lan
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