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Data is everywhere but may not be accessible to everyone. Conventional data visualization tools and guidelines often do not actively consider the specific needs and abilities of people with Intellectual and Developmental Disabilities (IDD),…

Human-Computer Interaction · Computer Science 2023-03-13 Keke Wu , Michelle H Tran , Emma Petersen , Varsha Koushik , Danielle Albers Szafir

The unprecedented growth in the availability of data of all types and qualities and the emergence of the field of data science has provided an impetus to finally realizing the implementation of the full breadth of the Nolan and Temple Lang…

Computers and Society · Computer Science 2020-10-15 Wesley Burr , Fanny Chevalier , Christopher Collins , Alison L Gibbs , Raymond Ng , Chris Wild

Accessibility education has been rarely incorporated into the high school curricula. This is a missed opportunity to equip next-generation software designers and decision-makers with knowledge, awareness, and empathy regarding accessibility…

Human-Computer Interaction · Computer Science 2024-06-10 Kyrie Zhixuan Zhou , Chunyu Liu , Jingwen Shan , Devorah Kletenik , Rachel F. Adler

In this paper, we provide an overview of our attempts to harness data physicalizations as pedagogical tools for enhancing the understanding of visual channels. We first elaborate the research goals that we have crafted for the…

Human-Computer Interaction · Computer Science 2024-10-25 Siqi Xie , Yu Liu , Lingyun Yu

Data science is an emerging interdisciplinary field that combines elements of mathematics, statistics, computer science, and knowledge in a particular application domain for the purpose of extracting meaningful information from the…

Other Statistics · Statistics 2015-03-20 Ben Baumer

Students with disabilities are enrolling in postsecondary education in increasing numbers and in science, technology, engineering, and mathematics (STEM) at steady rates since the early 1990s. Specifically, in 2014, the National Center on…

Physics Education · Physics 2024-06-19 Amanda Lannan , Erin Scanlon , Jacquelyn J. Chini

Although numerous ethics courses are available, with many focusing specifically on technology and computer ethics, pedagogical approaches employed in these courses rely exclusively on texts rather than on software development or data…

Computers and Society · Computer Science 2019-12-24 Julia Stoyanovich , Armanda Lewis

Datasets of visualization play a crucial role in automating data-driven visualization pipelines, serving as the foundation for supervised model training and algorithm benchmarking. In this paper, we survey the literature on visualization…

Human-Computer Interaction · Computer Science 2024-07-24 Can Liu , Ruike Jiang , Shaocong Tan , Jiacheng Yu , Chaofan Yang , Hanning Shao , Xiaoru Yuan

The field of data science currently enjoys a broad definition that includes a wide array of activities which borrow from many other established fields of study. Having such a vague characterization of a field in the early stages might be…

Other Statistics · Statistics 2021-05-14 Roger D. Peng , Hilary S. Parker

Studies indicate that much of the software created today is not accessible to all users, indicating that developers don't see the need to devote sufficient resources to creating accessible software. Compounding this problem, there is a lack…

Software Engineering · Computer Science 2020-09-10 Weishi Shi , Samuel Malachowsky , Yasmine El-Glaly , Qi Yu , Daniel E. Krutz

Our introductory classes in statistics and data science use too much mathematics. The key causal effect which our students want our classes to have is to improve their future performance and opportunities. The more professional their…

Other Statistics · Statistics 2020-12-29 David Kane

This paper investigates new data exploration experiences that enable blind users to interact with statistical data visualizations$-$bar plots, heat maps, box plots, and scatter plots$-$leveraging multimodal data representations. In addition…

Human-Computer Interaction · Computer Science 2024-03-04 JooYoung Seo , Yilin Xia , Bongshin Lee , Sean McCurry , Yu Jun Yam

Society's capacity for algorithmic problem-solving has never been greater. Artificial Intelligence is now applied across more domains than ever, a consequence of powerful abstractions, abundant data, and accessible software. As capabilities…

Machine Learning · Statistics 2024-08-20 Kris Sankaran

Data Science is currently a popular field of science attracting expertise from very diverse backgrounds. Current learning practices need to acknowledge this and adapt to it. This paper summarises some experiences relating to such learning…

General Literature · Computer Science 2018-07-11 Yehia Elkhatib

To ensure that AI-infused systems work for disabled people, we need to bring accessibility datasets sourced from this community in the development lifecycle. However, there are many ethical and privacy concerns limiting greater data…

Computers and Society · Computer Science 2023-03-10 Rie Kamikubo , Kyungjun Lee , Hernisa Kacorri

Inclusion and accessibility in visualization research have gained increasing attention in recent years. However, many challenges still remain to be solved on the road toward a more inclusive, shared-experience-driven visualization design…

Human-Computer Interaction · Computer Science 2022-09-13 Katrin Angerbauer , Michael Sedlmair

Visualization, as a vibrant field for researchers, practitioners, and higher educational institutions, is growing and evolving very rapidly. Tremendous progress has been made since 1987, the year often cited as the beginning of data…

Human-Computer Interaction · Computer Science 2021-11-30 Xiaoxiao Liu , Mohammad Alharbi , Joe Best , Jian Chen , Alexandra Diehl , Elif Firat , Dylan Rees , Qiru Wang , Robert S Laramee

Individuals with Intellectual and Developmental Disabilities (IDD) have unique needs and challenges when working with data. While visualization aims to make data more accessible to a broad audience, our understanding of how to design…

Human-Computer Interaction · Computer Science 2024-08-30 Keke Wu , Ghulam Jilani Quadri , Arran Zeyu Wang , David Kwame Osei-Tutu , Emma Petersen , Varsha Koushik , Danielle Albers Szafir

The proliferation of audiovisual and web content has created an increasing need for media accessibility education in various fields. However, accessibility remains a low priority in university curricula. This project explores the…

Human-Computer Interaction · Computer Science 2025-08-12 Alina Karakanta

It is recommended that teacher-scholars of data science adopt reproducible workflows in their research as scholars and teach reproducible workflows to their students. In this paper, we propose a third dimension to reproducibility practices…

Other Statistics · Statistics 2024-07-23 Mine Dogucu , Mine Cetinkaya-Rundel