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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

Rapid technological innovation threatens to leave much of the global workforce behind. Today's economy juxtaposes white-hot demand for skilled labor against stagnant employment prospects for workers unprepared to participate in a digital…

Transition to autonomous trucks (ATs) is coming, and is expected to create both challenges and opportunities for the driver workforce. This paper presents a novel methodology for identifying viable occupational transitions for truck drivers…

Human-Computer Interaction · Computer Science 2025-12-02 Alexandra Bratanova , Claire Mason , David Evans , Emma Schleiger , Einat Grimberg , Gavin Walker , Hien Pham , Keeley Bulled

Job transitions and upskilling are common actions taken by many industry working professionals throughout their career. With the current rapidly changing job landscape where requirements are constantly changing and industry sectors are…

Machine Learning · Computer Science 2019-07-26 Alan Chern , Phuong Hoang , Madhav Sigdel , Janani Balaji , Mohammed Korayem

Substantial scholarship has estimated the susceptibility of jobs to automation, but little has examined how job contents evolve in the information age as new technologies substitute for tasks, shifting required skills rather than…

Computers and Society · Computer Science 2025-08-08 Di Tong , Lingfei Wu , James Allen Evans

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

Geographic constraints have long structured access to high-growth career opportunities, concentrating upward mobility within a limited set of cities and organizations. The expansion of remote work potentially alters this opportunity…

General Economics · Economics 2026-05-05 Yunhan Zheng , Jinhua Zhao

The potential impact of automation on the labor market is a topic that has generated significant interest and concern amongst scholars, policymakers, and the broader public. A number of studies have estimated occupation-specific risk…

In an era of rapid technological advancements and macroeconomic shifts, worker reallocation is necessary, yet responses to labor market shocks remain sluggish, making it crucial to identify bottlenecks in occupational transitions to…

General Economics · Economics 2024-11-18 Max Sina Knicker , Karl Naumann-Woleske , Michael Benzaquen

The rapid advances in automation technologies, such as artificial intelligence (AI) and robotics, pose an increasing risk of automation for occupations, with a likely significant impact on the labour market. Recent social-economic studies…

Computers and Society · Computer Science 2022-09-07 Dawei Xu , Haoran Yang , Marian-Andrei Rizoiu , Guandong Xu

The spread of COVID-19 leads to the global shutdown of many corporate offices, and encourages companies to open more opportunities that allow employees to work from a remote location. As the workplace type expands from onsite offices to…

Social and Information Networks · Computer Science 2022-09-08 Qinyi Zhu , Liang Wu , Qi Guo , Liangjie Hong

Skills-based matching promises mobility of workers between different sectors and occupations in the labor market. In this case, job seekers can look for jobs they do not yet have experience in, but for which they do have relevant skills.…

Artificial Intelligence · Computer Science 2023-07-18 Ajaya Adhikari , Steven Vethman , Daan Vos , Marc Lenz , Ioana Cocu , Ioannis Tolios , Cor J. Veenman

Automatic matching of job offers and job candidates is a major problem for a number of organizations and job applicants that if it were successfully addressed could have a positive impact in many countries around the world. In this context,…

Other Computer Science · Computer Science 2023-05-08 Jorge Martinez-Gil , Alejandra Lorena Paoletti , Mario Pichler

Two distinct trends can prove the existence of technological unemployment in the US. First, there are more open jobs than the number of unemployed persons looking for a job, and second, the shift of the Beveridge curve. There have been many…

General Economics · Economics 2020-01-10 Iftekhairul Islam , Fahad Shaon

The recruitment process is a slow and inefficient one at best, and a potentially ineffective one at worst. Matching candidates to jobs is one thing, but matching candidates with jobs alongside appropriate expectations and taking into…

Computers and Society · Computer Science 2016-08-24 Martin A. Coleman

Future service robots working in human environments, such as kitchens, will face situations where they need to improvise. The usual tool for a given task might not be available and the robot will have to use some substitute tool. The robot…

Robotics · Computer Science 2017-10-16 Paulo Abelha , Frank Guerin

This paper investigates how generative-artificial intelligence AI is reshaping job requirements, skill compositions and sectoral dynamics across global labor markets. It examines the evolving frequency and framing of AI-related competencies…

Computers and Society · Computer Science 2026-05-05 Diana Maria Popa , Simona-Vasilica Oprea , Adela Bâra

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

Job recommendation aims to provide potential talents with suitable job descriptions (JDs) consistent with their career trajectory, which plays an essential role in proactive talent recruitment. In real-world management scenarios, the…

Information Retrieval · Computer Science 2024-04-09 Zhihao Guan , Jia-Qi Yang , Yang Yang , Hengshu Zhu , Wenjie Li , Hui Xiong

Job recommendation has traditionally been treated as a filter-based match or as a recommendation based on the features of jobs and candidates as discrete entities. In this paper, we introduce a methodology where we leverage the progression…

Information Retrieval · Computer Science 2020-06-04 Amber Nigam , Aakash Roy , Arpan Saxena , Hartaran Singh
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