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The existence of involuntary unemployment advocated by J. M. Keynes is a very important problem of the modern economic theory. Using a three-generations overlapping generations model, we show that the existence of involuntary unemployment…

General Economics · Economics 2020-12-23 Yasuhito Tanaka

Employee's knowledge is an organization asset. Turnover may impose apparent and hidden costs and irreparable damages. To overcome and mitigate this risk, employee's condition should be monitored. Due to high complexity of analyzing…

Machine Learning · Computer Science 2024-02-07 Mahyar Karimi , Kamyar Seyedkazem Viliyani

Labor market institutions are central for modern economies, and their polices can directly affect unemployment rates and economic growth. At the individual level, unemployment often has a detrimental impact on people's well-being and…

Social and Information Networks · Computer Science 2016-09-07 Abdullah Almaatouq

Prior work has mapped which workplace tasks are exposed to AI, but less is known about whether workers perceive these tasks as meaningful or as busywork. We examined: (1) which dimensions of meaningful work do workers associate with tasks…

Computers and Society · Computer Science 2026-03-17 Jaspreet Ranjit , Ke Zhou , Swabha Swayamdipta , Daniele Quercia

Categorization is an essential component for us to understand the world for ourselves and to communicate it collectively. It is therefore important to recognize that classification system are not necessarily static, especially for economic…

Social and Information Networks · Computer Science 2020-09-22 Jaehyuk Park , Morgan R. Frank , Lijun Sun , Hyejin Youn

This paper aims to compute the unemployment rate $u^*$ that is consistent with full employment in the United States. First, it argues that the most appropriate economic translation of the legal notion of full employment is social…

General Economics · Economics 2025-07-10 Pascal Michaillat , Emmanuel Saez

By modeling macro-economical indicators using digital traces of human activities on mobile or social networks, we can provide important insights to processes previously assessed via paper-based surveys or polls only. We collected aggregated…

Physics and Society · Physics 2017-07-18 Eszter Bokányi , Zoltán Lábszki , Gábor Vattay

The rapid expansion of high-speed internet has led to the emergence of new digital jobs, such as digital influencers, fitness models, and adult models who share content on subscription-based social media platforms. Across two experiments…

Computers and Society · Computer Science 2026-03-31 Paul H. P. Hanel , Gabriel Lins de Holanda Coelho , Jennifer Haase

Labour demand and skill shortages have historically been difficult to assess given the high costs of conducting representative surveys and the inherent delays of these indicators. This is particularly consequential for fast developing…

Computers and Society · Computer Science 2020-03-20 Nik Dawson , Marian-Andrei Rizoiu , Benjamin Johnston , Mary-Anne Williams

This paper examines labor market polarization through a comparative analysis of skill-based employment and wage distributions in India and the United States during 2018-2023, with particular attention to differential automation risks and AI…

General Economics · Economics 2025-02-14 Venkat Ram Reddy Ganuthula , Krishna Kumar Balaraman

Occupational data mining and analysis is an important task in understanding today's industry and job market. Various machine learning techniques are proposed and gradually deployed to improve companies' operations for upstream tasks, such…

Computation and Language · Computer Science 2020-04-28 Junhua Liu , Yung Chuen Ng , Kristin L. Wood , Kwan Hui Lim

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…

Artificial Intelligence · Computer Science 2015-12-21 Miles Brundage

We investigate the impact of artificial intelligence (AI) adoption on skill requirements using 14 million online job vacancies from Chinese listed firms (2018-2022). Employing a novel Extreme Multi-Label Classification (XMLC) algorithm…

General Economics · Economics 2026-01-08 Hangyu Chen , Yongming Sun , Yiming Yuan

Purpose - Inefficient hiring may result in lower productivity and higher training costs. Productivity losses caused by absenteeism at work cost U.S. employers billions of dollars each year. Also, employers typically spend a considerable…

Machine Learning · Computer Science 2022-02-09 Gopal Nath , Antoine Harfouche , Austin Coursey , Krishna K. Saha , Srikanth Prabhu , Saptarshi Sengupta

This position paper argues that job exposure to AI should be measured with grounded, evidence-based methods, not inferred from LLM priors alone. Current theoretical exposure measures use zero-shot prompting to classify task-level AI…

Information Retrieval · Computer Science 2026-05-18 Luca Mouchel , Pierre Bouquet , Yossi Sheffi

Automation affects the labour content of work differently across different contexts. Yet, most existing exposure measures assign fixed scores to tasks or occupations, limiting comparisons of automation exposure across countries. We develop…

General Economics · Economics 2026-05-19 Prashant Garg , Tommaso Crosta , Jasmin Baier

The workplace influences the safety, health, and productivity of workers at multiple levels. To protect and promote total worker health, smart hardware, and software tools have emerged for the identification, elimination, substitution, and…

Systems and Control · Electrical Eng. & Systems 2022-05-25 Vishal Patel , Austin Chesmore , Christopher M. Legner , Santosh Pandey

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…

General Economics · Economics 2022-12-08 Daron Acemoglu , Nicolaj Søndergaard Mühlbach , Andrew J. Scott

Generative AI is altering work processes, task composition, and organizational design, yet its effects on employment and the macroeconomy remain unresolved. In this review, we synthesize theory and empirical evidence at three levels. First,…

General Economics · Economics 2025-09-22 R. Maria del Rio-Chanona , Ekkehard Ernst , Rossana Merola , Daniel Samaan , Ole Teutloff

How many workers displaced by automation can realistically transition to safer jobs? We answer this using a validated knowledge graph of 9,978 Egyptian job postings, 19,766 skill activities, and 84,346 job-skill relationships (0.74% error…

Computers and Society · Computer Science 2026-01-30 Ahmed Dawoud , Sondos Samir , Youssef Nasr , Ahmed Habashy , Aya Saleh , Mahmoud Mohamed , Osama El-Shamy