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Artificial intelligence is reshaping labor markets, yet we lack tools to systematically forecast its effects on employment. This paper introduces a benchmark for evaluating how well large language models (LLMs) can anticipate changes in job…

Computation and Language · Computer Science 2025-10-28 Sheri Osborn , Rohit Valecha , H. Raghav Rao , Dan Sass , Anthony Rios

As artificial intelligence (AI) technologies increasingly enter important sectors like healthcare, transportation, and finance, the development of effective governance frameworks is crucial for dealing with ethical, security, and societal…

Computers and Society · Computer Science 2025-03-11 Amir Al-Maamari

Human gender bias is reflected in language and text production. Because state-of-the-art machine translation (MT) systems are trained on large corpora of text, mostly generated by humans, gender bias can also be found in MT. For instance…

Computation and Language · Computer Science 2021-07-27 Jonas-Dario Troles , Ute Schmid

The extent to which Artificial Intelligence (AI) technologies can trigger generalized paradigm shifts in science is unclear. Although these technologies have revolutionized data collection and analysis in specific fields, their overall…

Digital Libraries · Computer Science 2026-05-13 Andrés F. Castro Torres , Joan Giner-Miguelez , Mercè Crosas

We use algorithmic and network-based tools to build and analyze the bipartite network connecting jobs with the skills they require. We quantify and represent the relatedness between jobs and skills by using statistically validated networks.…

General Economics · Economics 2023-04-12 Sabrina Aufiero , Giordano De Marzo , Angelica Sbardella , Andrea Zaccaria

This study simulates the evolution of artificial economies in order to understand the tax relevance of administrative boundaries in the quality of life of its citizens. The modeling involves the construction of a computational algorithm,…

Multiagent Systems · Computer Science 2016-10-10 Bernardo Alves Furtado , Isaque Daniel Rocha Eberhardt

Occupational segregation is widely considered as one major reason leading to the gender discrimination in labor market. Using large-scale Chinese resume data of online job seekers, we uncover an interesting phenomenon that occupations with…

Physics and Society · Physics 2022-01-11 Wei Bai , Zhongtao Yue , Tao Zhou

The ethical implications and social impacts of artificial intelligence have become topics of compelling interest to industry, researchers in academia, and the public. However, current analyses of AI in a global context are biased toward…

Computers and Society · Computer Science 2019-07-19 Alexa Hagerty , Igor Rubinov

This paper analyzes how expectations of Transformative AI (TAI) affect current economic behavior by introducing a novel mechanism where automation redirects labor income from workers to those controlling AI systems, with the share of…

Theoretical Economics · Economics 2025-02-18 Caleb Maresca

For centuries, national economies created wealth by engaging in international trade and production. The resulting international supply networks not only increase wealth for countries, but also create systemic risk: economic shocks,…

General Economics · Economics 2021-12-02 Abhijit Chakraborty , Tobias Reisch , Christian Diem , Stefan Thurner

Current benchmarks for occupational AI agents are scoped primarily by economic values, telling a replacement story. We introduce JobBench, which evaluates AI agents on the workflows that experts identify as high-priority for delegation,…

The emergence of artificial intelligence and robotics is catalyzing a profound transformation in the nature of human labor, fueling a contentious debate about the future of employment. While prominent studies predict substantial job…

Computers and Society · Computer Science 2026-03-31 Dongsoo Han

From massive face-recognition-based surveillance and machine-learning-based decision systems predicting crime recidivism rates, to the move towards automated health diagnostic systems, artificial intelligence (AI) is being used in scenarios…

Computers and Society · Computer Science 2019-08-20 Timnit Gebru

Economic complexity measures aim to quantify the capability content or endowment of industries and territories; however, capabilities are not observable, and therefore cannot be directly used in the computations. We estimate such endowments…

General Economics · Economics 2025-07-09 Antonio Russo , Pasquale Scaramozzino , Andrea Zaccaria

The report highlights the role of Egyptian data workers in the global value chains of Artificial Intelligence (AI). These workers generate and annotate data for machine learning, check outputs, and they connect with overseas AI producers…

Computers and Society · Computer Science 2026-01-14 Myriam Raymond , Lucy Neveux , Antonio A. Casilli , Paola Tubaro

The rapid deployment of AI systems in high-stakes domains, including those classified as high-risk under the The EU AI Act (Regulation (EU) 2024/1689), has intensified the need for reliable compliance auditing. For binary classifiers,…

Machine Learning · Computer Science 2026-03-10 Valentin Lafargue , Adriana Laurindo Monteiro , Emmanuelle Claeys , Laurent Risser , Jean-Michel Loubes

What will likely be the effect of the emergence of ChatGPT and other forms of artificial intelligence (AI) on the skill premium? To address this question, we develop a nested constant elasticity of substitution production function that…

Theoretical Economics · Economics 2023-11-17 David E. Bloom , Klaus Prettner , Jamel Saadaoui , Mario Veruete

Artificial Intelligence (AI) is at the forefront of modern technology, and its effects are felt in many areas of society. To prevent algorithmic disparities, fairness, accountability, transparency, and ethics (FATE) in AI are being…

Computers and Society · Computer Science 2023-11-14 Isa Inuwa-Dutse

Homelessness is a humanitarian challenge affecting an estimated 1.6 billion people worldwide. In the face of rising homeless populations in developed nations and a strain on social services, government agencies are increasingly adopting…

Human-Computer Interaction · Computer Science 2024-01-25 Erina Seh-Young Moon , Shion Guha

China is the world's second largest economy. After four decades of economic miracles, China's economy is transitioning into an advanced, knowledge-based economy. Yet, we still lack a detailed understanding of the skills that underly the…

General Economics · Economics 2020-01-10 Weipan Xu , Xiaozhen Qin , Xun Li , Haohui"Caron" Chen , Morgan Frank , Alex Rutherford , Andrew Reeson , Iyad Rahwan