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Occupation information can be utilized by digital assistants to provide occupation-specific personalized task support, including interruption management, task planning, and recommendations. Prior research in the digital workplace assistant…

机器学习 · 计算机科学 2024-07-29 Yonchanok Khaokaew , Hao Xue , Mohammad Saiedur Rahaman , Flora D. Salim

We propose \textbf{occ2vec}, a principal approach to representing occupations, which can be used in matching, predictive and causal modeling, and other economic areas. In particular, we use it to score occupations on any definable…

计量经济学 · 经济学 2022-07-15 Nicolaj Søndergaard Mühlbach

In the shadow of the digital revolution, the insidious issue of human trafficking has found new breeding grounds within the realms of social media and online job boards. Previous research efforts have predominantly centered on identifying…

社会与信息网络 · 计算机科学 2024-06-19 Siyi Zhou , Jiankun Peng , Emilio Ferrara

Online Continual Learning (OCL) is a critical area in machine learning, focusing on enabling models to adapt to evolving data streams in real-time while addressing challenges such as catastrophic forgetting and the stability-plasticity…

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…

计算机与社会 · 计算机科学 2026-03-31 Dongsoo Han

The emergence of new and disruptive technologies makes the economy and labor market more unstable. To overcome this kind of uncertainty and to make the labor market more comprehensible, we must employ labor market intelligence techniques,…

综合经济学 · 经济学 2024-09-04 Seyed Mohammad Ali Jafari , Ehsan Chitsaz

Is artificial intelligence (AI) disrupting jobs and creating unemployment? Despite many attempts to quantify occupations' exposure to AI, inconsistent validation obfuscates the relative benefits of each approach. A lack of disaggregated…

计算机与社会 · 计算机科学 2023-08-08 Morgan Frank , Yong-Yeol Ahn , Esteban Moro

The rapid growth of the digital platform economy is transforming labor markets, offering new employment opportunities with promises of flexibility and accessibility. However, these benefits often come at the expense of increased economic…

计算机与社会 · 计算机科学 2025-10-23 Clara Punzi

Occupational mobility is an emergent strategy to cope with technological unemployment by facilitating efficient labor redeployment. However, previous studies analyzing networks show that the boundaries to smooth mobility are constrained by…

物理与社会 · 物理学 2024-11-07 Soohyoung Lee , Dawoon Jeong , Jeong-Dong Lee

This study investigates how artificial intelligence (AI) influences various online labor markets (OLMs) over time. Employing the Difference-in-Differences method, we discovered two distinct scenarios following ChatGPT's launch: displacement…

人工智能 · 计算机科学 2025-12-15 Dandan Qiao , Huaxia Rui , Qian Xiong

Social employment, which is mostly carried by firms of different types, determines the prosperity and stability of a country. As time passing, the fluctuations of firm employment can reflect the process of creating or destroying jobs.…

计量经济学 · 经济学 2022-08-30 Boyang You , Kerry Papps

The development of artificial intelligence (AI) has made various industries eager to explore the benefits of AI. There is an increasing amount of research surrounding AI, most of which is centred on the development of new AI algorithms and…

机器学习 · 计算机科学 2021-03-19 Yuanhao Xie , Luís Cruz , Petra Heck , Jan S. Rellermeyer

The accelerating pace of developments in Artificial Intelligence~(AI) and the increasing role that technology plays in society necessitates substantial changes in the structure of the workforce. Besides scientists and engineers, there is a…

计算机与社会 · 计算机科学 2025-01-22 Jaromir Savelka , Can Kultur , Arav Agarwal , Christopher Bogart , Heather Burte , Adam Zhang , Majd Sakr

Artificial intelligence (AI) is reshaping the labor market by changing the task content of occupations. This study investigates the impact of AI development on the emergence of new work, employment, and wages in the United States from 2015…

综合经济学 · 经济学 2025-03-26 David Marguerit

Participants in recent discussions of AI-related issues ranging from intelligence explosion to technological unemployment have made diverse claims about the nature, pace, and drivers of progress in AI. However, these theories are rarely…

人工智能 · 计算机科学 2015-12-21 Miles Brundage

In this work, we develop a novel reasoning approach to enhance the performance of large language models (LLMs) in future occupation prediction. In this approach, a reason generator first derives a ``reason'' for a user using his/her past…

计算与语言 · 计算机科学 2026-04-24 Shan Dong , Palakorn Achananuparp , Hieu Hien Mai , Lei Wang , Yao Lu , Ee-Peng Lim

In 1990, one in five U.S. workers were aged over 50 years whereas today it is one in three. One possible explanation for this is that occupations have become more accommodating to the preferences of older workers. We explore this by…

综合经济学 · 经济学 2022-12-08 Daron Acemoglu , Nicolaj Søndergaard Mühlbach , Andrew J. Scott

An occupation is comprised of interconnected tasks, and it is these tasks, not occupations themselves, that are affected by AI. To evaluate how tasks may be impacted, previous approaches utilized manual annotations or coarse-grained…

计算机与社会 · 计算机科学 2024-07-31 Ali Akbar Septiandri , Marios Constantinides , Daniele Quercia

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…

计算与语言 · 计算机科学 2025-10-28 Sheri Osborn , Rohit Valecha , H. Raghav Rao , Dan Sass , Anthony Rios

The rapid integration of Artificial Intelligence (AI) into China's economy presents a classic governance challenge: how to harness its growth potential while managing its disruptive effects on traditional capital and labor markets. This…

综合经济学 · 经济学 2026-01-08 Kunpeng Wang , Jiahui Hu