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Data literacy has become a key learning objective in K-12 education, but it remains an ambiguous concept as teachers interpret it differently. When creating assessments, teachers turn broad ideas about "working with data" into concrete…

Human-Computer Interaction · Computer Science 2026-03-27 Annabel Goldman , Yuan Cui , Matthew Kay

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

Public school districts across the United States have implemented school choice systems that have the potential to improve underserved students' access to educational opportunities. However, research has shown that learning about and…

Human-Computer Interaction · Computer Science 2022-04-01 Samantha Robertson , Tonya Nguyen , Niloufar Salehi

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…

This study explored how advanced budgeting techniques and economic indicators influence funding levels and strategic alignment in California Community Colleges (CCCs). Despite widespread implementation of budgeting reforms, many CCCs…

General Finance · Quantitative Finance 2025-10-31 Matt Salehi

Despite the promises of ML in education, its adoption in the classroom has surfaced numerous issues regarding fairness, accountability, and transparency, as well as concerns about data privacy and student consent. A root cause of these…

Computers and Society · Computer Science 2023-11-13 Mei Tan , Hansol Lee , Dakuo Wang , Hariharan Subramonyam

Many studies in educational data mining address specific learner groups, such as first-in-family to attend Higher Education, or focus on differences in characteristics such as gender or ethnicity, with the aim of predicting performance and…

Computers and Society · Computer Science 2022-12-23 Robert D. Macredie , Martin Shepperd , Tommaso Turchi , Terry Young

Educational data scientists often conduct research with the hopes of translating findings into lasting change through policy, civil society, or other channels. However, the bridge from research to practice can be fraught with sociopolitical…

Computers and Society · Computer Science 2023-07-06 Nabeel Gillani , Doug Beeferman , Cassandra Overney , Christine Vega-Pourheydarian , Deb Roy

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

This paper describes the design of a dashboard and analysis pipeline to monitor users of visualization tools in the wild. Our pipeline describes how to extract analytical KPIs from extensive log event data involving a mix of user types. The…

Human-Computer Interaction · Computer Science 2023-10-23 Jinrui Wang , Mashael AlKadi , Benjamin Bach

In the rapidly evolving interdisciplinary field of quantum information science and technology, a major obstacle is the need to understand advanced mathematics to solve complex problems. Current findings in educational research suggest that…

Graphs are essential representations in the professions and education concerning the science, technology, engineering, and mathematics (STEM) disciplines. Beyond their academic relevance, graphs find extensive utility in everyday scenarios,…

We report our experience in two installations of a course on data visualization that featured project-based learning. Given the rationale of this approach, we show which input was provided when necessary for the students to achieve their…

Computers and Society · Computer Science 2021-11-09 Dietrich Kammer , Elena Stoll , Adam Urban

Classroom dashboards are designed to help instructors effectively orchestrate classrooms by providing summary statistics, activity tracking, and other information. Existing dashboards are generally specific to an LMS or platform and they…

Computers and Society · Computer Science 2021-12-09 Niki Gitinabard , Sarah Heckman , Tiffany Barnes , Collin F. Lynch

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

This article describes what can happen when sustained effort and resources are devoted to creating a teacher professional support and development organization that puts teachers' needs first. Over the last ten years, Math for America Los…

History and Overview · Mathematics 2019-10-29 Darryl H. Yong , Pam Mason , Rebecca M. Eddy , Ashley Alchehayed , David Mendelsohn

Supporting equitable instruction is an important issue for teachers attending diverse STEM classrooms. Visual learning analytics along with effective student survey measures can support providing on time feedback to teachers in making…

Human-Computer Interaction · Computer Science 2024-01-17 Ali Raza , William R. Penuel , Tamara Sumner

Pedagogical approaches focusing on stereotypical code solutions, known as programming plans, can increase problem-solving ability and motivate diverse learners. However, plan-focused pedagogies are rarely used beyond introductory…

Human-Computer Interaction · Computer Science 2025-02-18 Yoshee Jain , Mehmet Arif Demirtaş , Kathryn Cunningham

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

The growing use of longitudinal university administrative records in data-driven decision-making often overlooks a critical layer: how raw, inconsistent data are normalised before modelling. This article presents a three-stage normalisation…

Databases · Computer Science 2025-12-03 H. R. Paz
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