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We present an extended version of the AI Productivity Index (APEX-v1-extended), a benchmark for assessing whether frontier models are capable of performing economically valuable tasks in four jobs: investment banking associate, management…

The 2030 Agenda for Sustainable Development of the United Nations outlines 17 goals for countries of the world to address global challenges in their development. However, the progress of countries towards these goal has been slower than…

This paper examines the profound challenges that transformative advances in AI towards Artificial General Intelligence (AGI) will pose for economists and economic policymakers. I examine how the Age of AI will revolutionize the basic…

General Economics · Economics 2024-09-23 Anton Korinek

The advent of powerful prediction algorithms led to increased automation of high-stake decisions regarding the allocation of scarce resources such as government spending and welfare support. This automation bears the risk of perpetuating…

Machine Learning · Statistics 2021-05-07 Matthias Kuppler , Christoph Kern , Ruben L. Bach , Frauke Kreuter

Task-based models of AI and labor hold organizational structure fixed. We introduce agent capital: AI that reduces coordination costs, expanding spans of control and enabling endogenous task creation. Five propositions characterize how…

General Economics · Economics 2026-03-09 Alex Farach

During the past decades the importance of soft skills for labour market outcomes has grown substantially. This carries implications for labour market inequality, since previous research shows that soft skills are not valued equally across…

Computers and Society · Computer Science 2019-04-03 Federica Calanca , Luiza Sayfullina , Lara Minkus , Claudia Wagner , Eric Malmi

We study how people trade off accuracy when using AI-powered tools in professional versus personal contexts for adoption purposes, the determinants of those trade-offs, and how users cope when AI/apps are unavailable. Because modern AI…

Artificial Intelligence · Computer Science 2026-02-17 Gaston Besanson , Federico Todeschini

Large multimodal models (LMMs) have revolutionized text-to-image generation, but they risk perpetuating the harmful social biases in their training data. Prior work has identified gender bias in these models, but methodological limitations…

Computer Vision and Pattern Recognition · Computer Science 2025-09-10 Juan Manuel Contreras

The global surge in AI applications is transforming industries, leading to displacement and complementation of existing jobs, while also giving rise to new employment opportunities. Data annotation, encompassing the labelling of images or…

General Economics · Economics 2024-08-19 Johann Laux , Fabian Stephany , Alice Liefgreen

Using the United Nations COMTRADE database \cite{comtrade} we construct the Google matrix $G$ of multiproduct world trade between the UN countries and analyze the properties of trade flows on this network for years 1962 - 2010. This…

Statistical Finance · Quantitative Finance 2015-04-02 Leonardo Ermann , Dima L. Shepelyansky

While recent research has explored AI tools' ability to classify the quality of mathematical tasks (arXiv:2603.03512), little is known about their capacity to increase the quality of existing tasks. This study investigated whether AI tools…

Artificial Intelligence · Computer Science 2026-04-15 Danielle S. Fox , Brenda L. Robles , Elizabeth DiPietro Brovey , Christian D. Schunn

Deploying an algorithmically informed policy is a significant intervention in society. Prominent methods for algorithmic fairness focus on the distribution of predictions at the time of training, rather than the distribution of social goods…

Computers and Society · Computer Science 2024-06-18 Sebastian Zezulka , Konstantin Genin

Large Language Model (LLM)-based generative AI systems, such as ChatGPT, demonstrate zero-shot learning capabilities across a wide range of downstream tasks. Owing to their general-purpose nature and potential to augment or even automate…

Artificial Intelligence · Computer Science 2025-06-19 Jin Liu , Xingchen Xu , Xi Nan , Yongjun Li , Yong Tan

This article examines the organisational and geographical forces that shape the supply chains of artificial intelligence (AI) through outsourced and offshored data work. Bridging sociological theories of relational inequalities and…

Computers and Society · Computer Science 2025-02-10 Paola Tubaro , Antonio A Casilli , Maxime Cornet , Clément Le Ludec , Juana Torres Cierpe

When facing threats from automation, a worker residing in a large Chinese city might not be as lucky as a worker in a large U.S. city, depending on the type of large city in which one resides. Empirical studies found that large U.S. cities…

General Economics · Economics 2019-08-16 Haohui 'Caron' Chen , Xun Li , Morgan Frank , Xiaozhen Qin , Weipan Xu , Manuel Cebrian , Iyad Rahwan

This paper explores the complex relationship between demographics and artificial intelligence (AI) advances in Europe and Africa, projecting into the year 2050. The advancement of AI technologies has occurred at diverse rates, with Africa…

Computers and Society · Computer Science 2025-02-28 Mohamed El Louadi

With the increasing complexity of modern industrial automatic and robotic systems, an increasing burden is put on the operators, who are requested to supervise and interact with very complex systems, typically under challenging and…

Human-Computer Interaction · Computer Science 2018-02-20 Valeria Villani , Lorenzo Sabattini , Julia N. Czerniak , Alexander Mertens , Cesare Fantuzzi

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

As industry reports claim agentic AI systems deliver double-digit productivity gains and multi-trillion dollar economic potential, the validity of these claims has become critical for investment decisions, regulatory policy, and responsible…

Computers and Society · Computer Science 2025-10-03 Kiana Jafari Meimandi , Gabriela Aránguiz-Dias , Grace Ra Kim , Lana Saadeddin , Allie Griffith , Mykel J. Kochenderfer

As AI becomes integrated throughout the world, its potential for impact within low-resource regions around the Global South have grown. AI research labs from tech giants like Microsoft, Google, and IBM have a significant presence in…

Computers and Society · Computer Science 2020-12-03 Chinasa T. Okolo