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Given a choice between charts with minimal text and those with copious textual annotations, participants in a study (Stokes et al.) tended to prefer the charts with more text. This paper examines the qualitative responses of the…

Human-Computer Interaction · Computer Science 2022-09-23 Chase Stokes , Marti Hearst

Well-designed data visualizations can lead to more powerful and intuitive processing by a viewer. To help a viewer intuitively compare values to quickly generate key takeaways, visualization designers can manipulate how data values are…

Human-Computer Interaction · Computer Science 2021-08-17 Cindy Xiong , Vidya Setlur , Benjamin Bach , Kylie Lin , Eunyee Koh , Steven Franconeri

This paper investigates the role of text in visualizations, specifically the impact of text position, semantic content, and biased wording. Two empirical studies were conducted based on two tasks (predicting data trends and appraising bias)…

Human-Computer Interaction · Computer Science 2024-01-09 Chase Stokes , Cindy Xiong Bearfield , Marti A. Hearst

Data visualizations present a massive number of potential messages to an observer. One might notice that one group's average is larger than another's, or that a difference in values is smaller than a difference between two others, or any of…

Human-Computer Interaction · Computer Science 2023-08-28 Racquel Fygenson , Steven Franconeri , Enrico Bertini

Recent works show that interactive documents connecting text with visualizations facilitate reading comprehension. However, creating this type of content requires specialized knowledge. We present ChartText, a method that links text with…

Human-Computer Interaction · Computer Science 2022-01-14 Joao Pinheiro , Jorge Poco

Charts often contain visually prominent features that draw attention to aspects of the data and include text captions that emphasize aspects of the data. Through a crowdsourced study, we explore how readers gather takeaways when considering…

Human-Computer Interaction · Computer Science 2021-01-21 Dae Hyun Kim , Vidya Setlur , Maneesh Agrawala

Captions help readers better understand visualizations. However, if the visualization is intended to communicate specific features, should the caption be statistical, and focus on specific values, or perceptual, and focus on general…

Human-Computer Interaction · Computer Science 2022-09-27 Hanxiu 'Hazel' Zhu , Shelly Shiying Cheng , Eugene Wu

Visualizations are powerful tools for conveying information but often rely on accompanying text for essential context and guidance. This study investigates the impact of annotation patterns on reader preferences and comprehension accuracy…

Human-Computer Interaction · Computer Science 2025-03-20 Anjana Arunkumar , Lace Padilla , Chris Bryan

Visualization research tends to de-emphasize consideration of the textual context in which its images are placed. We argue that visualization research should consider textual representations as a primary alternative to visual options when…

Human-Computer Interaction · Computer Science 2024-04-02 Chase Stokes , Marti A. Hearst

Infographics are visual representations designed for efficient and effective communication of data and knowledge. One crucial aspect of infographic design is the interplay between text and visual elements, particularly in circular…

Human-Computer Interaction · Computer Science 2024-02-09 Shuqi He , Yuqing Chen , Yuxin Xia , Yichun Li , Hai-Ning Liang , Lingyun Yu

Text is an integral but understudied component of visualization design. Although recent studies have examined how text elements (e.g., titles and annotations) influence comprehension, preferences, and predictions, many questions remain…

Human-Computer Interaction · Computer Science 2025-07-17 Chase Stokes , Anjana Arunkumar , Marti A. Hearst , Lace Padilla

Artwork recommendation is challenging because it requires understanding how users interact with highly subjective content, the complexity of the concepts embedded within the artwork, and the emotional and cognitive reflections they may…

Information Retrieval · Computer Science 2023-03-21 Bereket A. Yilma , Luis A. Leiva

As online news increasingly include data journalism, there is a corresponding increase in the incorporation of visualization in article thumbnail images. However, little research exists on the design rationale for visualization thumbnails,…

Human-Computer Interaction · Computer Science 2023-05-29 Hwiyeon Kim , Joohee Kim , Yunha Han , Hwajung Hong , Oh-Sang Kwon , Young-Woo Park , Niklas Elmqvist , Sungahn Ko , Bum Chul Kwon

Visualization design influences how people perceive data patterns, yet most research focuses on low-level analytic tasks, such as finding correlations. The extent to which these perceptual affordances translate to high-level decision-making…

Human-Computer Interaction · Computer Science 2025-05-09 Yixuan Li , Emery D. Berger , Minsuk Kahng , Cindy Xiong Bearfield

We explore the effects of data and design considerations through the example case of part-to-whole data relationships. Standard part-to-whole representations like pie charts and stacked bar charts make the relationships of parts to the…

Human-Computer Interaction · Computer Science 2026-01-21 Connor Bailey , Michael Gleicher

How do people internalize visualizations: as images or information? In this study, we investigate the nature of internalization for visualizations (i.e., how the mind encodes visualizations in memory) and how memory encoding affects its…

Human-Computer Interaction · Computer Science 2023-07-24 Anjana Arunkumar , Lace Padilla , Gi-Yeul Bae , Chris Bryan

Journalists and visualization designers include visualizations in their articles and storytelling tools to deliver their message effectively. But design decisions they make to represent information, such as the graphical dimensions they…

Human-Computer Interaction · Computer Science 2023-06-01 Hayeong Song , John Stasko

Annotations play a vital role in highlighting critical aspects of visualizations, aiding in data externalization and exploration, collaborative sensemaking, and visual storytelling. However, despite their widespread use, we identified a…

Human-Computer Interaction · Computer Science 2026-04-10 Md Dilshadur Rahman , Ghulam Jilani Quadri , Bhavana Doppalapudi , Danielle Albers Szafir , Paul Rosen

Infographic designers balance many choices at once: chart type, color, and whether to add a benchmark or a scale. Past work studies these factors one at a time, so we know little about how readers weigh them against each other. We address…

Human-Computer Interaction · Computer Science 2026-05-28 Amit Kumar Das , Karanbir Pelia , Manav Nitesh Ukani , Klaus Mueller

Chartjunk is a popular yet contentious topic. Previous studies have shown that extreme minimalism is not always best, and that visual embellishments can be useful depending on the context. While more knowledge is being developed regarding…

Human-Computer Interaction · Computer Science 2020-09-08 Paul Parsons , Prakash Shukla
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