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In this paper we present an analysis of technological and psychological factors of applying artificial intelligence (AI) at the work place. We do so for a number of twelve application cases in the context of a project where AI is integrated…

Human-Computer Interaction · Computer Science 2025-09-04 Stefan Schiffer , Anna Milena Rothermel , Alexander Ferrein , Astrid Rosenthal-von der Pütten

Purpose: The rapid integration of artificial intelligence (AI) systems like ChatGPT, Claude AI, etc., has a deep impact on how work is done. Predicting how AI will reshape work requires understanding not just its capabilities, but how it is…

General Economics · Economics 2025-10-30 Peeyush Agarwal , Harsh Agarwal , Akshat Rana

Recent dramatic increases in AI language modeling capabilities has led to many questions about the effect of these technologies on the economy. In this paper we present a methodology to systematically assess the extent to which occupations,…

General Economics · Economics 2023-03-21 Ed Felten , Manav Raj , Robert Seamans

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

Rapidly increasing AI capabilities have substantial real-world consequences, ranging from AI safety concerns to labor market consequences. The Model Evaluation & Threat Research (METR) report argues that AI capabilities have exhibited…

Artificial Intelligence · Computer Science 2026-02-09 Haosen Ge , Hamsa Bastani , Osbert Bastani

In the largest survey of its kind, 2,778 researchers who had published in top-tier artificial intelligence (AI) venues gave predictions on the pace of AI progress and the nature and impacts of advanced AI systems The aggregate forecasts…

This paper presents a multidisciplinary task approach for assessing the impact of artificial intelligence on the future of work. We provide definitions of a task from two main perspectives: socio-economic and computational. We propose to…

As Large Language Models reshape the global labor market, policymakers and workers need empirical data on which occupational skills may be most susceptible to automation. We present the Skill Automation Feasibility Index (SAFI),…

Computation and Language · Computer Science 2026-04-09 Rudra Jadhav , Janhavi Danve

Artificial intelligence (AI) has the potential to transform healthcare, education, governance and socioeconomic equity, but its benefits remain concentrated in a small number of languages (Bender, 2019; Blasi et al., 2022; Joshi et al.,…

Substantial scholarship has estimated the susceptibility of jobs to automation, but little has examined how job contents evolve in the information age as new technologies substitute for tasks, shifting required skills rather than…

Computers and Society · Computer Science 2025-08-08 Di Tong , Lingfei Wu , James Allen Evans

This paper develops a unified framework for evaluating the optimal degree of task automation. Moving beyond binary automate-or-not assessments, we model automation intensity as a continuous choice in which firms minimize costs by selecting…

General Economics · Economics 2026-04-01 Wensu Li , Atin Aboutorabi , Harry Lyu , Kaizhi Qian , Martin Fleming , Brian C. Goehring , Neil Thompson

This systematic literature review aims to investigate the impact of artificial intelligence (AI) on the labour force in software engineering, with a particular focus on the skills needed for future software engineers, the impact of AI on…

Software Engineering · Computer Science 2023-02-28 Sabina-Cristiana Necula

How much does AI assistance impact developer productivity? To date, the software engineering literature has provided a range of answers, targeting a diversity of outcomes: from perceived productivity to speed on task and developer…

Software Engineering · Computer Science 2024-11-12 Elise Paradis , Kate Grey , Quinn Madison , Daye Nam , Andrew Macvean , Vahid Meimand , Nan Zhang , Ben Ferrari-Church , Satish Chandra

Artificial intelligence (AI) is poised to profoundly reshape how work is executed and organized, but we do not yet have deep frameworks for understanding where AI can be used. Here we provide a comprehensive ontology of work activities that…

Artificial Intelligence · Computer Science 2026-03-24 Alice Cai , Iman YeckehZaare , Shuo Sun , Vasiliki Charisi , Xinru Wang , Aiman Imran , Robert Laubacher , Alok Prakash , Thomas W. Malone

The growing use of artificial intelligence (AI) in education, professional work, and everyday problem-solving has raised important questions about its effect on human reasoning. While AI can improve efficiency, save time, and support…

Human-Computer Interaction · Computer Science 2026-04-22 M Murshidul Bari , Akif Islam , Mohd Ruhul Ameen , Abu Saleh Musa Miah , Jungpil Shin

Common narratives about automation often pit new technologies against workers. The introduction of advanced machine tools, industrial robots, and AI have all been met with concern that technological progress will mean fewer jobs. However,…

Human-Computer Interaction · Computer Science 2024-10-01 Ben Armstrong , Valerie K. Chen , Alex Cuellar , Alexandra Forsey-Smerek , Julie A. Shah

It is increasingly recognised that advances in artificial intelligence could have large and long-lasting impacts on society. However, what form those impacts will take, just how large and long-lasting they will be, and whether they will…

Computers and Society · Computer Science 2022-06-23 Sam Clarke , Jess Whittlestone

How much have students' ordinary learning processes shifted in response to generative AI, and how does that affect their durable learning outcomes? Self-report surveys show little change, while small-scale behavioral studies report…

Computers and Society · Computer Science 2026-05-22 Sina Rismanchian , Hasan Uzun , Jeffrey Matayoshi , Eric Cosyn , Eyad Kurd-Misto

AI approaches are progressing besting humans at game-related tasks (e.g. chess). The next stage is expected to be Human-AI collaboration; however, the research on this subject has been mixed and is in need of additional data points. We add…

Human-Computer Interaction · Computer Science 2024-03-05 Cheng Ren , Zachary Pardos , Zhi Li

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
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