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The United States labor market exhibits a persistent coexistence of high job vacancy rates and prolonged unemployment duration, a pattern that standard labor market theory struggles to explain. This paper argues that a non-trivial portion…

Computers and Society · Computer Science 2026-01-22 Ibrahim Denis Fofanah

This study introduces a benchmarking methodology designed to evaluate the performance of AI-driven recruitment sourcing tools. We created and utilized a dataset to perform a comparative analysis of search results generated by leading…

Information Retrieval · Computer Science 2025-04-04 Vladimir Slaykovskiy , Maksim Zvegintsev , Yury Sakhonchyk , Hrachik Ajamian

AI tools are proliferating in human resources management (HRM) and recruiting, helping to mediate access to the labor market. As these systems spread, profession-specific transparency needs emerging from black-boxed systems in HRM move into…

Human-Computer Interaction · Computer Science 2025-11-07 Ellen Simpson , Ryan Ermovick , Mona Sloane

There is a strong association between the quality of the writing in a resume for new labor market entrants and whether those entrants are ultimately hired. We show that this relationship is, at least partially, causal: a field experiment in…

General Economics · Economics 2023-01-20 Emma van Inwegen , Zanele Munyikwa , John J. Horton

Recommending suitable jobs to users is a critical task in online recruitment platforms, as it can enhance users' satisfaction and the platforms' profitability. While existing job recommendation methods encounter challenges such as the low…

Information Retrieval · Computer Science 2023-07-21 Yingpeng Du , Di Luo , Rui Yan , Hongzhi Liu , Yang Song , Hengshu Zhu , Jie Zhang

AI has the potential to improve approaches to talent management enabling dynamic provisions through implementing advanced automation. This study aims to identify the new requirements for developing AI-oriented artifacts to address talent…

Artificial Intelligence · Computer Science 2022-07-26 Ali Faqihi , Shah J Miah

Existing online recruitment platforms depend on automatic ways of conducting the person-job fit, whose goal is matching appropriate job seekers with job positions. Intuitively, the previous successful recruitment records contain important…

Information Retrieval · Computer Science 2022-06-22 Ziyang Wang , Wei Wei , Chenwei Xu , Jun Xu , Xian-Ling Mao

Many companies and organizations have started to use some form of AIenabled auto mated tools to assist in their hiring process, e.g. screening resumes, interviewing candi dates, performance evaluation. While those AI tools have greatly…

Computation and Language · Computer Science 2023-07-18 Sihang Li , Kuangzheng Li , Haibing Lu

AI-powered recruitment tools are increasingly adopted in personnel selection, yet they struggle to capture the requisition (req)-specific personal competencies (PCs) that distinguish successful candidates beyond job categories. We propose a…

Computation and Language · Computer Science 2026-04-02 Wanxin Li , Denver McNeney , Nivedita Prabhu , Charlene Zhang , Renee Barr , Matthew Kitching , Khanh Dao Duc , Anthony S. Boyce

We study the impact of generative AI on labor market signaling using the introduction of an AI-powered cover letter writing tool on a large online labor platform. Our data track both access to the tool and usage at the application level.…

General Economics · Economics 2025-11-13 Jingyi Cui , Gabriel Dias , Justin Ye

This work is a preliminary exploratory study of how we could progress a step towards an AI assisted article classification sys- tem in academia. The proposed system aims to aid the journal editors in their decisions by pinpointing the…

Digital Libraries · Computer Science 2018-02-20 Tirthankar Ghosal , Rajeev Verma , Asif Ekbal , Sriparna Saha , Pushpak Bhattacharyya

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

Person-job fit is the core technique of online recruitment platforms, which can improve the efficiency of recruitment by accurately matching the job positions with the job seekers. Existing works mainly focus on modeling the unidirectional…

Information Retrieval · Computer Science 2022-08-22 Chen Yang , Yupeng Hou , Yang Song , Tao Zhang , Ji-Rong Wen , Wayne Xin Zhao

Background: Value alignment in computer science research is often used to refer to the process of aligning artificial intelligence with humans, but the way the phrase is used often lacks precision. Objectives: In this paper, we conduct a…

Computers and Society · Computer Science 2026-03-27 Jack McKinlay , Marina De Vos , Janina A. Hoffmann , Andreas Theodorou

Web-scale search systems typically tackle the scalability challenge with a two-step paradigm: retrieval and ranking. The retrieval step, also known as candidate selection, often involves extracting standardized entities, creating an…

Recent years have brought significant advances to Natural Language Processing (NLP), which enabled fast progress in the field of computational job market analysis. Core tasks in this application domain are skill extraction and…

Computation and Language · Computer Science 2024-02-09 Elena Senger , Mike Zhang , Rob van der Goot , Barbara Plank

The personnel rostering problem is the problem of finding an optimal way to assign employees to shifts, subject to a set of hard constraints which all valid solutions must follow, and a set of soft constraints which define the relative…

Artificial Intelligence · Computer Science 2020-10-28 Ziyi Chen , Patrick De Causmaecker , Yajie Dou

As Artificial Intelligence (AI) changes how businesses work, there is a growing need for people who can work in this sector. This paper investigates how well universities in United Kingdom offering courses in AI, prepare students for jobs…

Artificial Intelligence · Computer Science 2025-03-25 Khushi Jaiswal , Ievgeniia Kuzminykh , Sanjay Modgil

The accurate applicant selection for university education is imperative to ensure fairness and optimal use of institutional resources. Although various approaches are operational in tertiary educational institutions for selecting…

Artificial Intelligence · Computer Science 2015-07-10 Oludayo O. Olugbara , Manish Joshi , Michael M. Modiba , Virendrakumar C. Bhavsar

The AI community has been pursuing algorithms known as artificial general intelligence (AGI) that apply to any kind of real-world problem. Recently, chat systems powered by large language models (LLMs) emerge and rapidly become a promising…

Computer Vision and Pattern Recognition · Computer Science 2023-06-16 Lingxi Xie , Longhui Wei , Xiaopeng Zhang , Kaifeng Bi , Xiaotao Gu , Jianlong Chang , Qi Tian