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This chapter critiques the dominant reductionist approach in AI and work studies, which isolates tasks and skills as replaceable components. Instead, it advocates for a systemic perspective that emphasizes the interdependence of tasks,…

People are increasingly turning to AI assistance for simple tasks, e.g., arithmetic, spell-check, and answering simple questions. But does AI assistance actually save users time and effort? We investigate people's propensity to use AI for…

Computers and Society · Computer Science 2026-05-22 Sunny Yu , Myra Cheng , Ahmad Jabbar , Ilia Sucholutsky , Katherine M. Collins , Dan Jurafsky , Robert D. Hawkins

Participatory AI, in which impacted community members and other stakeholders are involved in the design and development of AI systems, holds promise as a way to ensure AI is developed to meet their needs and reflect their values. However,…

Computers and Society · Computer Science 2025-08-29 Eugene Kim , Vaibhav Balloli , Berelian Karimian , Elizabeth Bondi-Kelly , Benjamin Fish

AI is redefining how humans interact with technology, leading to a synergetic collaboration between the two. Nevertheless, the effects of human cognition on this collaboration remain unclear. This study investigates the implications of two…

Human-Computer Interaction · Computer Science 2024-11-12 Samuel Aleksander Sánchez Olszewski

Despite AI's superhuman performance in a variety of domains, humans are often unwilling to adopt AI systems. The lack of interpretability inherent in many modern AI techniques is believed to be hurting their adoption, as users may not trust…

Artificial Intelligence · Computer Science 2021-11-17 Daehwan Ahn , Abdullah Almaatouq , Monisha Gulabani , Kartik Hosanagar

We provide experimental evidence on how employers adjust expectations to automation risk in high-skill, white-collar work. Using a randomized information intervention among tax advisors in Germany, we show that firms systematically…

General Economics · Economics 2025-10-28 Eduard Brüll , Samuel Mäurer , Davud Rostam-Afschar

AI-assisted development tools promise productivity gains and improved code quality, yet their adoption among developers remains inconsistent. Prior research suggests that professional expertise influences technology adoption, but its role…

Human-Computer Interaction · Computer Science 2025-04-22 Ilya Zakharov , Ekaterina Koshchenko , Agnia Sergeyuk

With the increased adoption of artificial intelligence (AI) in industry and society, effective human-AI interaction systems are becoming increasingly important. A central challenge in the interaction of humans with AI is the estimation of…

Human-Computer Interaction · Computer Science 2023-04-20 Philipp Spitzer , Joshua Holstein , Michael Vössing , Niklas Kühl

The integration of artificial intelligence (AI) into human teams is widely expected to enhance performance and collaboration. However, our study reveals a striking and counterintuitive result: human-AI teams performed worse than human-only…

Human-Computer Interaction · Computer Science 2025-01-28 Yinuo Qin , Richard T. Lee , Paul Sajda

In the age of Artificial Intelligence and automation, machines have taken over many key managerial tasks. Replacing managers with AI systems may have a negative impact on workers outcomes. It is unclear if workers receive the same benefits…

Computers and Society · Computer Science 2020-05-26 Rasha Alahmad , Lionel Robert

Recent developments in Artificial Intelligence (AI) have fueled the emergence of human-AI collaboration, a setting where AI is a coequal partner. Especially in clinical decision-making, it has the potential to improve treatment quality by…

Human-Computer Interaction · Computer Science 2022-04-21 Patrick Hemmer , Max Schemmer , Lara Riefle , Nico Rosellen , Michael Vössing , Niklas Kühl

An increasing number of news and research articles report that AI adoption is allowing professionals to blur and extend the boundaries of their corporate roles. With the goal of understanding how work processes might be changing in an…

Artificial Intelligence · Computer Science 2026-05-22 Stephanie Rosenthal , Shamsi Iqbal

In decision support applications of AI, the AI algorithm's output is framed as a suggestion to a human user. The user may ignore this advice or take it into consideration to modify their decision. With the increasing prevalence of such…

Artificial Intelligence · Computer Science 2022-06-03 Kailas Vodrahalli , Roxana Daneshjou , Tobias Gerstenberg , James Zou

Feedback from artificial intelligence (AI) is increasingly easy to access and research has already established that people learn from it. But individuals choose when and how to seek such feedback, and more engaged and motivated individuals…

General Economics · Economics 2026-04-22 Christoph Riedl , Eric Bogert

Organizations continue to invest in artificial intelligence, yet many struggle to ensure that employees adopt and engage with these tools. Drawing on research highlighting the interpersonal and learning demands of technology use, this study…

Computers and Society · Computer Science 2026-02-27 Aaron Reich , Diana Wolfe , Matt Price , Alice Choe , Fergus Kidd , Hannah Wagner

Despite the growing interest in collaborative AI, designing systems that seamlessly integrate human input remains a major challenge. In this study, we developed a task to systematically examine human preferences for collaborative agents. We…

Artificial Intelligence · Computer Science 2025-10-28 Lukas William Mayer , Sheer Karny , Jackie Ayoub , Miao Song , Danyang Tian , Ehsan Moradi-Pari , Mark Steyvers

Humble AI (Knowles et al., 2023) argues for cautiousness in AI development and deployments through scepticism (accounting for limitations of statistical learning), curiosity (accounting for unexpected outcomes), and commitment (accounting…

Machine Learning · Computer Science 2025-05-28 Rahul Nair , Inge Vejsbjerg , Elizabeth Daly , Christos Varytimidis , Bran Knowles

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

The proliferation of Artificial Intelligence (AI) in workplaces stands to change the way humans work, with job satisfaction intrinsically linked to work life. Existing research on human-AI collaboration tends to prioritize performance over…

Artificial Intelligence · Computer Science 2024-06-24 Kuntal Ghosh , Shadan Sadeghian

Collaboration with artificial intelligence (AI) has improved human decision-making across various domains by leveraging the complementary capabilities of humans and AI. Yet, humans systematically overrely on AI advice, even when their…

Human-Computer Interaction · Computer Science 2026-05-15 Joshua Holstein , Patrick Hemmer , Gerhard Satzger , Wei Sun