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As the workforce settles into flexible work arrangements, researchers have focused on the collaborative and psychological consequences of the shift. While nearly a fifth of the world's population is estimated to be neurodivergent, the…

Computers and Society · Computer Science 2023-10-03 Maylis Saigot

AI coding assistants have become prolific in recent years. Through a longitudinal mixed-methods investigation, we examined how professional software engineers perceive the effects of AI coding assistants in regard to task focus, developer…

Software Engineering · Computer Science 2026-05-25 Annie Vella , Kelly Blincoe

Blind and low-vision (BLV) individuals face high unemployment rates. The job search is becoming harder as more employers use AI-driven systems to screen resumes before a human ever sees them. Such AI systems could inadvertently further…

Human-Computer Interaction · Computer Science 2026-04-21 Kashif Imteyaz , Qiushi , Liang , Yakov Bart , Maitraye Das , Saiph Savage

Algorithmic processes are increasingly employed to perform managerial decision making, especially after the tremendous success in Artificial Intelligence (AI). This paradigm shift is occurring because these sophisticated AI techniques are…

Computers and Society · Computer Science 2021-09-30 Jianlong Zhou , Sunny Verma , Mudit Mittal , Fang Chen

Artificial Intelligence (AI) is becoming ubiquitous in domains such as medicine and natural science research. However, when AI systems are implemented in practice, domain experts often refuse them. Low acceptance hinders effective human-AI…

Human-Computer Interaction · Computer Science 2024-03-26 Auste Simkute , Ewa Luger , Michael Evans , Rhianne Jones

Artificial intelligence (AI) in healthcare has the potential to improve patient outcomes, but clinician acceptance remains a critical barrier. We developed a novel decision support interface that provides interpretable treatment…

Human-Computer Interaction · Computer Science 2023-02-02 Venkatesh Sivaraman , Leigh A. Bukowski , Joel Levin , Jeremy M. Kahn , Adam Perer

Studies on supervised machine learning (ML) recommend involving workers from various backgrounds in training dataset labeling to reduce algorithmic bias. Moreover, sophisticated tasks for categorizing objects in images are necessary to…

Human-Computer Interaction · Computer Science 2023-04-07 Jaeyoun You , Daemin Park , Joo-yeong Song , Bongwon Suh

Generative AI is directional: it performs well in some task directions and poorly in others. Knowledge work is directional and endogenous as well: workers can satisfy the same job requirements with different mixes of tasks. We develop a…

General Economics · Economics 2026-02-18 Miklos Koren , Zsofia Barany , Ulrich Wohak

Recent advances in generative AI technologies like large language models raise both excitement and concerns about the future of human-AI co-creation in writing. To unpack people's attitude towards and experience with generative AI-powered…

Human-Computer Interaction · Computer Science 2024-03-19 Zhuoyan Li , Chen Liang , Jing Peng , Ming Yin

This paper examines whether artificial intelligence (AI) acts as a substitute or complement to human labour, drawing on 12 million online job vacancies from the United States spanning 2018-2023. We adopt a two-pronged approach: first,…

General Economics · Economics 2025-02-27 Elina Mäkelä , Fabian Stephany

As AI writing support becomes ubiquitous, how disclosing its use affects reader perception remains a critical, underexplored question. We conducted a study with 261 participants to examine how revealing varying levels of AI involvement…

Human-Computer Interaction · Computer Science 2026-01-23 Hiroki Nakano , Jo Takezawa , Fabrice Matulic , Chi-Lan Yang , Koji Yatani

Communicating the risks and benefits of AI is important for regulation and public understanding. Yet current methods such as technical reports often exclude people without technical expertise. Drawing on HCI research, we developed an Impact…

Human-Computer Interaction · Computer Science 2025-08-27 Edyta Bogucka , Marios Constantinides , Sanja Šćepanović , Daniele Quercia

The vision of AI collaborators is a staple of mythology and science fiction, where artificial agents with special talents assist human partners and teams. In this dream, sophisticated AIs understand nuances of collaboration and human…

Artificial Intelligence · Computer Science 2024-04-24 Mark Stefik

Recent advances in generative AI technologies like large language models have boosted the incorporation of AI assistance in writing workflows, leading to the rise of a new paradigm of human-AI co-creation in writing. To understand how…

Computation and Language · Computer Science 2024-10-08 Zhuoyan Li , Chen Liang , Jing Peng , Ming Yin

We present results from a pilot experiment to measure if machine recommendations can debias human perceptual biases in visualization tasks. We specifically studied the ``pull-down'' effect, i.e., people underestimate the average position of…

Human-Computer Interaction · Computer Science 2023-11-03 Ross Geuy , Nate Rising , Tiancheng Shi , Meng Ling , Jian Chen

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

We study the staggered introduction of a generative AI-based conversational assistant using data from 5,172 customer support agents. Access to AI assistance increases worker productivity, as measured by issues resolved per hour, by 15\% on…

General Economics · Economics 2024-11-07 Erik Brynjolfsson , Danielle Li , Lindsey Raymond

Providing well-calibrated AI confidence can help promote users' appropriate trust in and reliance on AI, which are essential for AI-assisted decision-making. However, calibrating AI confidence -- providing confidence score that accurately…

Artificial Intelligence · Computer Science 2025-09-30 Jingshu Li , Yitian Yang , Renwen Zhang , Q. Vera Liao , Tianqi Song , Zhengtao Xu , Yi-chieh Lee

AI services are known to have unstable behavior when subjected to changes in data, models or users. Such behaviors, whether triggered by omission or commission, lead to trust issues when AI works with humans. The current approach of…

Human-Computer Interaction · Computer Science 2023-02-21 Biplav Srivastava , Kausik Lakkaraju , Mariana Bernagozzi , Marco Valtorta

Powerful predictive AI systems have demonstrated great potential in augmenting human decision making. Recent empirical work has argued that the vision for optimal human-AI collaboration requires 'appropriate reliance' of humans on AI…

Artificial Intelligence · Computer Science 2024-09-24 Gaole He , Abri Bharos , Ujwal Gadiraju