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This study introduces the AI-Accentuated Career Transitions framework, advancing beyond binary automation narratives to examine how distinct AI usage patterns reshape occupational mobility. Analyzing 545 occupations through multivariate…

General Economics · Economics 2025-05-14 Drake Mullens , Stella Shen

The artificial intelligence (AI) digital divide in sub-Saharan Africa (SSA) presents significant disparities in AI access, adoption, and development due to varying levels of infrastructure, education, and policy support. This study…

Computers and Society · Computer Science 2026-01-13 Masike Malatji

Foundational results in machine learning establish that all human labor may in principle be automatable. Without deliberate intervention, this trajectory risks concentrating productive capacity in a handful of corporations, resulting in…

Computers and Society · Computer Science 2026-04-01 Eduardo C. Garrido-Merchán

In this report, we document patterns of Claude usage over time, in 150+ countries, across US states, and among businesses deploying Claude through the API. Based on a privacy-preserving analysis of 1 million conversations on Claude.ai and 1…

General Economics · Economics 2025-11-20 Ruth Appel , Peter McCrory , Alex Tamkin , Miles McCain , Tyler Neylon , Michael Stern

To harness the true potential of Artificial Intelligence (AI) for societal betterment, we need to move away from prioritising corporate interests which exploit Global South workers in the digital age. The unpaid labour and societal harms…

Computers and Society · Computer Science 2023-09-19 Nana Mgbechikwere Nwachukwu , Jennafer Shae Roberts , Laura N Montoya

We study the production, entry, and technological decisions of firms in the presence of bribery. We find that bribery can be justified even in the absence of bureaucratic inefficiencies. We document substantial technology-specific…

General Economics · Economics 2025-07-21 Jafar M. Olimov , Yi-Chan Tsai , Hao-Yu Yang

Quantifying the workplace productivity effects of Generative Artificial Intelligence is now central to economics, management, and public policy. The deployment of AI tools in customer service, writing, software development, and consulting…

Computers and Society · Computer Science 2026-05-27 Silvia Bartolucci , Pierpaolo Vivo

The effects of automation on our economy and society are more palpable than ever, with nearly half of jobs at risk of being fully executed by machines over the next decade or two. Policymakers and scholars alike have championed the…

General Economics · Economics 2021-08-20 Le Dong Hai Nguyen

Work must be reshaped in the upcoming new era characterized by new challenges and the presence of new technologies and computational tools. Over-automation seems to be the driver of the digitalization process. Substitution is the paradigm…

Computers and Society · Computer Science 2021-04-07 David Pastor-Escuredo

Technological change is responsible for major changes in the labor market. One of the offspring of technological change is the SBTC, which is for many economists the leading cause of the increasing wage inequality. However, despite that the…

General Economics · Economics 2020-01-27 Virginia Tsoukatou

The city has proven to be the most successful form of human agglomeration and provides wide employment opportunities for its dwellers. As advances in robotics and artificial intelligence revive concerns about the impact of automation on…

Computers and Society · Computer Science 2018-02-08 Morgan R. Frank , Lijun Sun , Manuel Cebrian , Hyejin Youn , Iyad Rahwan

As generative AI tools are increasingly used to portray people in professional roles, understanding their racial and gender representational biases is critical. We audit over 1.5 million occupational personas generated by four major large…

Human-Computer Interaction · Computer Science 2026-03-30 Ilona van der Linden , Sahana Kumar , Arnav Dixit , Aadi Sudan , Smruthi Danda , David C. Anastasiu , Kai Lukoff

Modern work relies on an assortment of digital collaboration tools, yet routine processes continue to suffer from human error and delay. To address this gap, this dissertation extends TheAgentCompany with a finance-focused environment and…

Artificial Intelligence · Computer Science 2025-12-03 Rory Milsom

Understanding the motivations underlying the human inclination to automate tasks is vital to developing truly helpful robots integrated into daily life. Accordingly, we ask: are individuals more inclined to automate chores based on the time…

Human-Computer Interaction · Computer Science 2025-07-24 Ruchira Ray , Leona Pang , Sanjana Srivastava , Li Fei-Fei , Samantha Shorey , Roberto Martín-Martín

In a wide array of areas, algorithms are matching and surpassing the performance of human experts, leading to consideration of the roles of human judgment and algorithmic prediction in these domains. The discussion around these…

Computer Vision and Pattern Recognition · Computer Science 2019-04-01 Maithra Raghu , Katy Blumer , Greg Corrado , Jon Kleinberg , Ziad Obermeyer , Sendhil Mullainathan

Structural change consists of industrial diversification towards more productive, knowledge intensive activities. However, changes in the productive structure bear inherent links with job creation and income distribution. In this paper, we…

General Economics · Economics 2026-05-13 Bernardo Caldarola , Dario Mazzilli , Aurelio Patelli , Angelica Sbardella

Recently there has been a growing concern about machine bias, where trained statistical models grow to reflect controversial societal asymmetries, such as gender or racial bias. A significant number of AI tools have recently been suggested…

Computers and Society · Computer Science 2019-03-12 Marcelo O. R. Prates , Pedro H. C. Avelar , Luis Lamb

The recent wave of AI and automation has been argued to differ from previous General Purpose Technologies (GPTs), in that it may lead to rapid change in occupations' underlying task requirements and persistent technological unemployment. In…

Computers and Society · Computer Science 2020-02-14 Subhro Das , Sebastian Steffen , Wyatt Clarke , Prabhat Reddy , Erik Brynjolfsson , Martin Fleming

The catch-up effect and the Matthew effect offer opposing characterizations of globalization: the former predicts an eventual convergence as the poor can grow faster than the rich due to free exchanges of complementary resources, while the…

Computers and Society · Computer Science 2021-03-04 Saurabh Mishra , Kuansan Wang

Up-to-date poverty maps are an important tool for policy makers, but until now, have been prohibitively expensive to produce. We propose a generalizable prediction methodology to produce poverty maps at the village level using geospatial…

Computers and Society · Computer Science 2022-08-03 Kamwoo Lee , Jeanine Braithwaite