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A growing body of empirical research suggests that generative AI narrows performance gaps between novice and expert workers on routine tasks--the so-called "equalizer" effect. This paper challenges the generality of that conclusion. Drawing…

Human-Computer Interaction · Computer Science 2026-05-26 Tao An

People often optimize for long-term goals in collaboration: A mentor or companion doesn't just answer questions, but also scaffolds learning, tracks progress, and prioritizes the other person's growth over immediate results. In contrast,…

Artificial Intelligence · Computer Science 2026-04-08 Grace Liu , Brian Christian , Tsvetomira Dumbalska , Michiel A. Bakker , Rachit Dubey

This study empirically examines the "Evaluative AI" framework, which aims to enhance the decision-making process for AI users by transitioning from a recommendation-based approach to a hypothesis-driven one. Rather than offering direct…

Human-Computer Interaction · Computer Science 2024-11-14 Jaroslaw Kornowicz

The significant advancements in applying Artificial Intelligence (AI) to healthcare decision-making, medical diagnosis, and other domains have simultaneously raised concerns about the fairness and bias of AI systems. This is particularly…

Computers and Society · Computer Science 2024-01-30 Emilio Ferrara

Industry actors in the United States have gained extensive influence in conversations about the regulation of general-purpose artificial intelligence (AI) systems. Although industry participation is an important part of the policy process,…

Computers and Society · Computer Science 2025-08-27 Kevin Wei , Carson Ezell , Nick Gabrieli , Chinmay Deshpande

With many organizations struggling to gain value from AI deployments, pressure to evaluate AI in an informed manner has intensified. Status quo AI evaluation approaches often mask the operational realities that ultimately determine…

Artificial Intelligence · Computer Science 2026-05-11 Matthew Holmes , Thiago Lacerda , Reva Schwartz

Although AI systems are increasingly being leveraged to provide value to organizations, individuals, and society, significant attendant risks have been identified and have manifested. These risks have led to proposed regulations,…

Artificial Intelligence · Computer Science 2024-12-06 David Piorkowski , Michael Hind , John Richards

As artificial intelligence (AI) systems rapidly gain autonomy, the need for robust responsible AI frameworks becomes paramount. This paper investigates how organizations perceive and adapt such frameworks amidst the emerging landscape of…

Computers and Society · Computer Science 2025-04-17 Lee Ackerman

Many domains now employ AI-based decision-making aids, and although the potential for AI systems to assist with decision making is much discussed, human-AI collaboration often underperforms due to factors such as (mis)trust in the AI system…

Human-Computer Interaction · Computer Science 2025-08-25 Nikita Haduong , Noah A. Smith

AI and humans bring complementary skills to group deliberations. Modeling this group decision making is especially challenging when the deliberations include an element of risk and an exploration-exploitation process of appraising the…

Human-Computer Interaction · Computer Science 2022-01-11 Wei Ye , Francesco Bullo , Noah Friedkin , Ambuj K Singh

This paper estimates the effect of Generative AI (GenAI) adoption on scientific productivity and quality in the social and behavioral sciences. Using matched author-level panel data and a difference-in-differences design, we find that GenAI…

General Economics · Economics 2025-10-06 Dragan Filimonovic , Christian Rutzer , Conny Wunsch

The increasing adoption of AI systems in hiring has raised concerns about algorithmic bias and accountability, prompting regulatory responses including the EU AI Act, NYC Local Law 144, and Colorado's AI Act. While existing research…

Computers and Society · Computer Science 2026-04-27 Gauri Sharma , Maryam Molamohammadi

In many practical applications of AI, an AI model is used as a decision aid for human users. The AI provides advice that a human (sometimes) incorporates into their decision-making process. The AI advice is often presented with some measure…

Artificial Intelligence · Computer Science 2022-10-31 Kailas Vodrahalli , Tobias Gerstenberg , James Zou

Conversation logs from AI platforms are increasingly used to measure occupational exposure to artificial intelligence, but the users observed in these logs are not the workforce. We show that platform-derived exposure scores combine…

Artificial Intelligence · Computer Science 2026-05-28 Michelle Yin , Burhan Ogut

This study reports findings from a cross-sectional survey (n = 72) of higher education practitioners examining beliefs, behaviors, and institutional conditions related to artificial intelligence (AI) integration in teaching and learning.…

Artificial Intelligence · Computer Science 2026-05-29 David Gibson , M. Elizabeth Azukas , Gerald Knezek

Organisations are examining how generative AI can support their operational work and decision-making processes. This study investigates how employees in a energy company understand AI adoption and identify areas where AI and LLMs-based…

Software Engineering · Computer Science 2026-02-11 Malik Abdul Sami , Zeeshan Rasheed , Meri Olenius , Muhammad Waseem , Kai-Kristian Kemell , Jussi Rasku , Pekka Abrahamsson

Artificial Intelligence (AI) is a double-edged sword: on one hand, AI promises to provide great advances that could benefit humanity, but on the other hand, AI poses substantial (even existential) risks. With advancements happening daily,…

Computers and Society · Computer Science 2024-02-05 Willem van der Maden , Derek Lomas , Malak Sadek , Paul Hekkert

Although AI holds promise for improving human decision making in societally critical domains, it remains an open question how human-AI teams can reliably outperform AI alone and human alone in challenging prediction tasks (also known as…

Artificial Intelligence · Computer Science 2021-10-07 Han Liu , Vivian Lai , Chenhao Tan

How do ethical arguments affect AI adoption in business? We randomly expose business decision-makers to arguments used in AI fairness activism. Arguments emphasizing the inescapability of algorithmic bias lead managers to abandon AI for…

General Economics · Economics 2020-12-07 Bo Cowgill , Fabrizio Dell'Acqua , Sandra Matz

Over the past decade, artificial intelligence has demonstrated its efficiency in many different applications and a huge number of algorithms have become central and ubiquitous in our life. Their growing interest is essentially based on…

Computers and Society · Computer Science 2019-05-24 Éric Fourneret , Blaise Yvert