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This study examines the relationship between AI-driven digital transformation and firm performance in Chinese industrial enterprises, with particular attention to the mediating role of green digital innovation and the moderating effects of…

General Economics · Economics 2025-05-20 Jun Cui

AI safety practitioners invest considerable resources in AI system evaluations, but these investments may be wasted if evaluations fail to realize their impact. This paper questions the core value proposition of evaluations: that they…

Computers and Society · Computer Science 2024-08-06 Gabriel Mukobi

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

Artificial Intelligence (AI) is changing the world, but its impacts on the environment and human well-being remain uncertain. We conducted a systematic literature review of 1,291 studies selected from 6,655 records, identifying the main…

Computers and Society · Computer Science 2026-03-02 Noemi Luna Carmeno , Tiago Domingos , Daniel W. O'Neill

The growing adoption of artificial intelligence (AI) technologies has heightened interest in the labor market value of AI related skills, yet causal evidence on their role in hiring decisions remains scarce. This study examines whether AI…

General Economics · Economics 2026-03-05 Fabian Stephany , Ole Teutloff , Angelo Leone

If AI displaces human workers faster than the economy can reabsorb them, it risks eroding the very consumer demand firms depend on. We show that knowing this is not enough for firms to stop it. In a competitive task-based model, demand…

Theoretical Economics · Economics 2026-03-24 Brett Hemenway Falk , Gerry Tsoukalas

Defining fairness in AI remains a persistent challenge, largely due to its deeply context-dependent nature and the lack of a universal definition. While numerous mathematical formulations of fairness exist, they sometimes conflict with one…

Computers and Society · Computer Science 2025-05-05 Kessia Nepomuceno , Fabio Petrillo

Despite extensive investment in artificial intelligence, 95% of enterprises report no measurable profit impact from AI deployments (MIT, 2025). In this theoretical paper, we argue that this gap reflects paradigmatic lock-in that channels AI…

Computers and Society · Computer Science 2025-09-15 Diana A. Wolfe , Alice Choe , Fergus Kidd

This paper forms the second of a two-part series on the value of a participatory approach to AI development and deployment. The first paper had crafted a principled, as well as pragmatic, justification for deploying participatory methods in…

Computers and Society · Computer Science 2024-07-19 Ambreesh Parthasarathy , Aditya Phalnikar , Gokul S Krishnan , Ameen Jauhar , Balaraman Ravindran

There is no doubt that management practices are linked to the productivity and performance of a company. However, research findings are mixed. This paper provides a multi-disciplinary review of the current evidence of such a relationship…

Context: In the workplace, some individuals engage in the voluntary and intentional generation, promotion, and realization of new ideas for the benefit of individual performance, group effectiveness, or the organization. The literature…

Software Engineering · Computer Science 2016-12-15 Cleviton Monteiro , Fabio Queda Bueno da Silva , Luiz Fernando Capretz

Recent advances in AI models have increased the integration of AI-based decision aids into the human decision making process. To fully unlock the potential of AI-assisted decision making, researchers have computationally modeled how humans…

Human-Computer Interaction · Computer Science 2024-11-19 Zhuoyan Li , Ming Yin

As algorithmic tools increasingly aid experts in making consequential decisions, the need to understand the precise factors that mediate their influence has grown commensurately. In this paper, we present a crowdsourcing vignette study…

Human-Computer Interaction · Computer Science 2022-05-20 Riccardo Fogliato , Sina Fazelpour , Shantanu Gupta , Zachary Lipton , David Danks

In human-AI decision making, designing AI that complements human expertise has been a natural strategy to enhance human-AI collaboration, yet it often comes at the cost of decreased AI performance in areas of human strengths. This can…

Artificial Intelligence · Computer Science 2026-02-24 Hasan Amin , Ming Yin , Rajiv Khanna

Organizations of all sizes, across all industries and domains are leveraging artificial intelligence (AI) technologies to solve some of their biggest challenges around operations, customer experience, and much more. However, due to the…

Computers and Society · Computer Science 2022-11-24 Navdeep Gill , Abhishek Mathur , Marcos V. Conde

Power is a key concept in AI safety: power-seeking as an instrumental goal, sudden or gradual disempowerment of humans, power balance in human-AI interaction and international AI governance. At the same time, power as the ability to pursue…

Artificial Intelligence · Computer Science 2025-08-06 Jobst Heitzig , Ram Potham

The rapid emergence of generative artificial intelligence (AI) and related technologies has the potential to dramatically influence higher education, raising questions about the roles of institutions, educators, and students in a…

Computers and Society · Computer Science 2025-10-03 Noah D. Finkelstein

AI research is increasingly moving toward complex problem solving, where models are optimized not only for pattern recognition but for multi-step reasoning. Historically, computing's global energy footprint has been stabilized by sustained…

Artificial Intelligence · Computer Science 2025-11-20 Philipp Wiesner , Daniel W. O'Neill , Francesca Larosa , Odej Kao

As AI becomes increasingly embedded in digital games, players' attitudes de-pend not only on whether AI is used, but also on where and how it intervenes in gameplay. This study examines players' evaluative patterns toward eight AI…

Human-Computer Interaction · Computer Science 2026-05-01 Ting-Chen Hsu , Jiangxu Lin , Wenran Chen , Fei Qin , Zheyuan Zhang

Technical and legal debates frequently suggest that "accuracy" is an objective, measurable, and purely technical property. We challenge this view, showing that evaluating AI performance fundamentally depends on context-dependent normative…

Computers and Society · Computer Science 2026-04-29 Lucas G. Uberti-Bona Marin , Bram Rijsbosch , Kristof Meding , Gerasimos Spanakis , Gijs van Dijck , Konrad Kollnig
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