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When an analyst or scientist has a belief about how the world works, their thinking can be biased in favor of that belief. Therefore, one bedrock principle of science is to minimize that bias by testing the predictions of one's belief…

Human-Computer Interaction · Computer Science 2022-08-10 Cindy Xiong , Chase Stokes , Yea-Seul Kim , Steven Franconeri

News articles containing data visualizations play an important role in informing the public on issues ranging from public health to politics. Recent research on the persuasive appeal of data visualizations suggests that prior attitudes can…

Human-Computer Interaction · Computer Science 2024-01-24 Milad Rogha , Subham Sah , Alireza Karduni , Douglas Markant , Wenwen Dou

Understanding how individuals interpret charts is a crucial concern for visual data communication. This imperative has motivated a number of studies, including past work demonstrating that causal priors -- a priori beliefs about causal…

Human-Computer Interaction · Computer Science 2026-02-11 Arran Zeyu Wang , David Borland , Estella Calcaterra , David Gotz

People routinely rely on data to make decisions, but the process can be riddled with biases. We show that patterns in data might be noticed first or more strongly, depending on how the data is visually represented or what the viewer finds…

Human-Computer Interaction · Computer Science 2024-01-18 Cindy Xiong Bearfield , Lisanne van Weelden , Adam Waytz , Steven Franconeri

Visualizations are common methods to convey information but also increasingly used to spread misinformation. It is therefore important to understand the factors people use to interpret visualizations. In this paper, we focus on factors that…

Human-Computer Interaction · Computer Science 2023-10-25 Alexandre Filipowicz , Scott Carter , Nayeli Bravo , Rumen Iliev , Shabnam Hakimi , David Ayman Shamma , Kent Lyons , Candice Hogan , Charlene Wu

Traditional approaches to data visualization have often focused on comparing different subsets of data, and this is reflected in the many techniques developed and evaluated over the years for visual comparison. Similarly, common workflows…

Human-Computer Interaction · Computer Science 2024-02-27 David Borland , Arran Zeyu Wang , David Gotz

While we typically focus on data visualization as a tool for facilitating cognitive tasks (e.g., learning facts, making decisions), we know relatively little about their second-order impacts on our opinions, attitudes, and values. For…

Human-Computer Interaction · Computer Science 2023-09-06 Eli Holder , Cindy Xiong Bearfield

Counterfactuals -- expressing what might have been true under different circumstances -- have been widely applied in statistics and machine learning to help understand causal relationships. More recently, counterfactuals have begun to…

Human-Computer Interaction · Computer Science 2024-04-08 Arran Zeyu Wang , David Borland , David Gotz

People naturally bring their prior beliefs to bear on how they interpret the new information, yet few formal models exist for accounting for the influence of users' prior beliefs in interactions with data presentations like visualizations.…

Human-Computer Interaction · Computer Science 2019-01-11 Yea-Seul Kim , Logan A Walls , Peter Krafft , Jessica Hullman

Natural language and visualization are being increasingly deployed together for supporting data analysis in different ways, from multimodal interaction to enriched data summaries and insights. Yet, researchers still lack systematic…

Human-Computer Interaction · Computer Science 2020-09-30 Rafael Henkin , Cagatay Turkay

Understanding correlation judgement is important to designing effective visualizations of bivariate data. Prior work on correlation perception has not considered how factors including prior beliefs and uncertainty representation impact such…

Human-Computer Interaction · Computer Science 2020-08-04 Alireza Karduni , Doug Markant , Ryan Wesslen , Wenwen Dou

Political sectarianism is fueled in part by misperceptions of political opponents: People commonly overestimate the support for extreme policies among members of the other party. Research suggests that correcting partisan misperceptions by…

Human-Computer Interaction · Computer Science 2025-08-04 Douglas Markant , Subham Sah , Alireza Karduni , Milad Rogha , My Thai , Wenwen Dou

"Correlation does not imply causation" is a famous mantra in statistical and visual analysis. However, consumers of visualizations often draw causal conclusions when only correlations between variables are shown. In this paper, we…

Human-Computer Interaction · Computer Science 2024-10-18 Arran Zeyu Wang , David Borland , Tabitha C. Peck , Wenyuan Wang , David Gotz

A Bayesian view of data interpretation suggests that a visualization user should update their existing beliefs about a parameter's value in accordance with the amount of information about the parameter value captured by the new…

Human-Computer Interaction · Computer Science 2020-08-11 Yea-Seul Kim , Paula Kayongo , Madeleine Grunde-McLaughlin , Jessica Hullman

Establishing trust with readers is an important first step in visual data communication. But what makes a visualization trustworthy? Psychology and behavioral economics research has found processing fluency (i.e., speed and accuracy of…

Human-Computer Interaction · Computer Science 2022-09-30 Hamza Elhamdadi , Lace Padilla , Cindy Xiong

Many of the guidelines that inform how designers create data visualizations originate in studies that unintentionally exclude populations that are most likely to be among the 'data poor'. In this paper, we explore which factors may drive…

Human-Computer Interaction · Computer Science 2019-01-08 Evan M. Peck , Sofia E. Ayuso , Omar El-Etr

Research on cognitive biases and heuristics has become increasingly popular in the visualization literature in recent years. Researchers have studied the effects of biases on visualization interpretation and subsequent decision-making.…

Human-Computer Interaction · Computer Science 2025-03-07 Ali Baigelenov , Prakash Shukla , Zixu Zhang , Paul Parsons

While social media plays a vital role in communication nowadays, misinformation and trolls can easily take over the conversation and steer public opinion on these platforms. We saw the effect of misinformation during the COVID-19 pandemic…

Computers and Society · Computer Science 2023-07-07 Ashiqur Rahman , Hamed Alhoori

In many real-world strategic settings, people use information displays to make decisions. In these settings, an information provider chooses which information to provide to strategic agents and how to present it, and agents formulate a best…

Human-Computer Interaction · Computer Science 2021-08-12 Paula Kayongo , Glenn Sun , Jason Hartline , Jessica Hullman

Data visualizations play a critical role in both communicating scientific evidence about climate change and in stimulating engagement and action. To investigate how visualizations can be better utilized to communicate the complexities of…

Human-Computer Interaction · Computer Science 2024-02-07 Regina Schuster , Kathleen Gregory , Torsten Möller , Laura Koesten
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