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We study optimal rating design under moral hazard and strategic manipulation. An intermediary observes a noisy indicator of effort and commits to a rating policy that shapes market beliefs and pay. We characterize optimal ratings via…

Theoretical Economics · Economics 2026-01-08 Maryam Saeedi , Ali Shourideh

Sequences of repeated gambles provide an experimental tool to characterize the risk preferences of humans or artificial decision-making agents. The difficulty of this inference depends on factors including the details of the gambles offered…

Artificial Intelligence · Computer Science 2023-08-15 James Price , Colm Connaughton

Visualization research often focuses on perceptual accuracy or helping readers interpret key messages. However, we know very little about how chart designs might influence readers' perceptions of the people behind the data. Specifically,…

Human-Computer Interaction · Computer Science 2022-09-27 Eli Holder , Cindy Xiong

We evaluate how visualizations can influence the judgment of MLLMs about the presence or absence of bridges in a network. We show that the inclusion of visualization improves confidence over a structured text-based input that could…

Graphics · Computer Science 2025-11-06 Timo Brand , Henry Förster , Stephen G. Kobourov , Jacob Miller

Visualization has long been seen as a dependable and trustworthy tool for carrying out analysis and communication tasks -- a view reinforced by the growing interest in applying it to socially positive ends. However, despite the benign light…

Human-Computer Interaction · Computer Science 2021-09-23 Andrew M McNutt , Lilian Huang , Kathryn Koenig

In recent years, there has been a proliferation of online gambling sites, which made gambling more accessible with a consequent rise in related problems, such as addiction. Hence, the analysis of the gambling behaviour at both the…

Physics and Society · Physics 2019-07-24 Giuseppe Toscani , Andrea Tosin , Mattia Zanella

Large language models are increasingly used to evaluate other models, yet these judgments typically lack any representation of confidence. This pilot study tests whether framing an evaluation task as a betting game (a fictional prediction…

Artificial Intelligence · Computer Science 2025-12-09 Michael Todasco

Consumers often face products sold as lotteries rather than fixed outcomes. A prominent case is the loot box in video games, where players pay for randomized rewards. We investigate how presentation formats shape consumer beliefs and…

General Economics · Economics 2025-11-04 Markus Dertwinkel-Kalt , Hans-Theo Normann , Jan-Niklas Tiede , Tobias Werner

Students of visualization come to formal education with an abundance of personal experience. However, one's exposure to graphics through media and education may not be sufficiently diverse to appreciate the nuance and complexity required to…

Human-Computer Interaction · Computer Science 2020-10-09 Amy Rae Fox , Taylor Jackson Scott

Predicting human decision-making under risk and uncertainty is a long-standing challenge in cognitive science, economics, and AI. While prior research has focused on numerically described lotteries, real-world decisions often rely on…

Machine Learning · Computer Science 2025-12-16 Eyal Marantz , Ori Plonsky

Understanding how helpful a visualization is from experimental results is difficult because the observed performance is confounded with aspects of the study design, such as how useful the information that is visualized is for the task. We…

Human-Computer Interaction · Computer Science 2023-08-21 Yifan Wu , Ziyang Guo , Michails Mamakos , Jason Hartline , Jessica Hullman

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

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

In an earlier experiment, participants played a perfect information game against a computer, which was programmed to deviate often from its backward induction strategy right at the beginning of the game. Participants knew that in each game,…

Computer Science and Game Theory · Computer Science 2017-07-28 Sujata Ghosh , Aviad Heifetz , Rineke Verbrugge , Harmen de Weerd

Understanding and evaluating uncertainty play a key role in decision-making. When a viewer studies a visualization that demands inference, it is necessary that uncertainty is portrayed in it. This paper showcases the importance of…

Human-Computer Interaction · Computer Science 2023-01-19 Krisha Mehta

We introduce a way to compare actions in decision problems. One action is safer than another if the set of beliefs at which the decision-maker prefers the safer action expands as the decision-maker becomes more risk averse. We provide a…

Theoretical Economics · Economics 2026-02-19 Marilyn Pease , Mark Whitmeyer

Context: While most research shows positive effects of gamification, the focus on its adverse effects is considerably smaller and further understanding is needed. Objective: To provide a comprehensive overview on research reporting negative…

Software Engineering · Computer Science 2023-05-16 Clauvin Almeida , Marcos Kalinowski , Anderson Uchoa , Bruno Feijo

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

Success of any IT industry depends on the success rate of their projects, which in turn depends on several factors such as cost, time, and availability of resources. These factors formulate the risk areas, which needs to be addressed in a…

Software Engineering · Computer Science 2012-10-05 Raghavi K Bhujang , Suma. V

Decisions taken in our everyday lives are based on a wide variety of information so it is generally very difficult to assess what are the strategies that guide us. Stock market therefore provides a rich environment to study how people take…

General Finance · Quantitative Finance 2016-09-28 Mario Gutiérrez-Roig , Carlota Segura , Jordi Duch , Josep Perelló