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As modern large language models (LLMs) become integral to everyday tasks, concerns about their inherent biases and their potential impact on human decision-making have emerged. While bias in models are well-documented, less is known about…

Human-Computer Interaction · Computer Science 2026-03-20 Jillian Fisher , Shangbin Feng , Robert Aron , Thomas Richardson , Yejin Choi , Daniel W. Fisher , Jennifer Pan , Yulia Tsvetkov , Katharina Reinecke

Why do biased predictions arise? What interventions can prevent them? We evaluate 8.2 million algorithmic predictions of math performance from $\approx$400 AI engineers, each of whom developed an algorithm under a randomly assigned…

General Economics · Economics 2020-12-07 Bo Cowgill , Fabrizio Dell'Acqua , Samuel Deng , Daniel Hsu , Nakul Verma , Augustin Chaintreau

Isolated perspectives have often paved the way for great scientific discoveries. However, many breakthroughs only emerged when moving away from singular views towards interactions. Discussions on Artificial Intelligence (AI) typically treat…

Human-Computer Interaction · Computer Science 2025-04-29 Nick von Felten

This paper stresses the importance of biases in the field of artificial intelligence (AI) in two regards. First, in order to foster efficient algorithmic decision-making in complex, unstable, and uncertain real-world environments, we argue…

Machine Learning · Computer Science 2023-02-15 Sarah Fabi , Thilo Hagendorff

Although the integration of artificial intelligence (AI) into everyday tasks improves efficiency and objectivity, it also risks transmitting bias to human decision-making. In this study, we conducted a controlled experiment that simulated…

Human-Computer Interaction · Computer Science 2026-01-06 Ulrike Kuhl , Annika Bush

Human perception, memory and decision-making are impacted by tens of cognitive biases and heuristics that influence our actions and decisions. Despite the pervasiveness of such biases, they are generally not leveraged by today's Artificial…

Human-Computer Interaction · Computer Science 2023-12-04 Aditya Gulati , Miguel Angel Lozano , Bruno Lepri , Nuria Oliver

Information systems (IS) are frequently designed to leverage the negative effect of anchoring bias to influence individuals' decision-making (e.g., by manipulating purchase decisions). Recent advances in Artificial Intelligence (AI) and the…

Computers and Society · Computer Science 2024-05-09 Felix Haag , Carlo Stingl , Katrin Zerfass , Konstantin Hopf , Thorsten Staake

Culture fundamentally shapes people's reasoning, behavior, and communication. As people increasingly use generative artificial intelligence (AI) to expedite and automate personal and professional tasks, cultural values embedded in AI models…

Computation and Language · Computer Science 2024-09-20 Yan Tao , Olga Viberg , Ryan S. Baker , Rene F. Kizilcec

Persuasion is a key aspect of what it means to be human, and is central to business, politics, and other endeavors. Advancements in artificial intelligence (AI) have produced AI systems that are capable of persuading humans to buy products,…

Computers and Society · Computer Science 2023-03-16 Matthew Burtell , Thomas Woodside

Scientists and philosophers have debated whether humans can trust advanced artificial intelligence (AI) agents to respect humanity's best interests. Yet what about the reverse? Will advanced AI agents trust humans? Gauging an AI agent's…

Artificial Intelligence · Computer Science 2022-12-29 Tim Johnson , Nick Obradovich

With the spread of false and misleading information in current news, many algorithmic tools have been introduced with the aim of assessing bias and reliability in written content. However, there has been little work exploring how effective…

Computers and Society · Computer Science 2019-05-20 Benjamin D. Horne , Dorit Nevo , John O'Donovan , Jin-Hee Cho , Sibel Adali

How do algorithmic decision aids introduced in business decision processes affect task performance? In a first experiment, we study effective collaboration. Faced with a decision, subjects alone have a success rate of 72%; Aided by a…

Human-Computer Interaction · Computer Science 2020-09-18 Thomas Baudel , Manon Verbockhaven , Guillaume Roy , Victoire Cousergue , Rida Laarach

Argumentative dialogues across political divides can reduce polarization, yet opportunities for citizens to engage with opposing views in accessible and structured ways remain limited. AI dialogue partners offer a scalable framework for…

Computers and Society · Computer Science 2026-05-25 Jianlong Zhu , Syed Muhammad Jhon Raza Naqvi , Carolin-Theresa Ziemer , Usman Naseem , Ingmar Weber

Teaching unbiased decision-making is crucial for addressing biased decision-making in daily life. Although both raising awareness of personal biases and providing guidance on unbiased decision-making are essential, the latter topics remains…

Human-Computer Interaction · Computer Science 2024-04-09 Mingzhe Yang , Hiromi Arai , Naomi Yamashita , Yukino Baba

Human decision-making is strongly influenced by cognitive biases, particularly under conditions of uncertainty and risk. While prior work has examined bias in single-step decisions with immediate outcomes and in human interaction with a…

Human-Computer Interaction · Computer Science 2026-03-25 Teerthaa Parakh , Karen M. Feigh

As AI-enabled systems become available for political campaign outreach, an important question has received little empirical attention: how do people evaluate the communicative practices these systems represent, and what consequences do…

Computers and Society · Computer Science 2026-03-31 Andreas Jungherr , Adrian Rauchfleisch

Conversational AI has been proposed as a scalable way to correct public misconceptions and spread misinformation. Yet its effectiveness may depend on perceptions of its political neutrality. As LLMs enter partisan conflict, elites…

Computation and Language · Computer Science 2026-02-23 Matthew DiGiuseppe , Joshua Robison

Artificial intelligence algorithms are increasingly adopted as decisional aides by public bodies, with the promise of overcoming biases of human decision-makers. At the same time, they may introduce new biases in the human-algorithm…

Human-Computer Interaction · Computer Science 2022-06-09 Saar Alon-Barkat , Madalina Busuioc

Successful deployment of artificial intelligence (AI) in various settings has led to numerous positive outcomes for individuals and society. However, AI systems have also been shown to harm parts of the population due to biased predictions.…

Computers and Society · Computer Science 2023-07-21 Ondrej Bohdal , Timothy Hospedales , Philip H. S. Torr , Fazl Barez

In this study, we conduct a resume-screening experiment (N=528) where people collaborate with simulated AI models exhibiting race-based preferences (bias) to evaluate candidates for 16 high and low status occupations. Simulated AI bias…

Computers and Society · Computer Science 2025-09-10 Kyra Wilson , Mattea Sim , Anna-Maria Gueorguieva , Aylin Caliskan
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