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Social work programs lack systematic methods to align curricula with employer expectations, typically relying on advisory input and alumni surveys rather than direct analysis of workforce requirements. This paper presents a case study…

Digital Libraries · Computer Science 2026-03-10 Barbara S. Hiltz , Bryan G. Victor , Brian E. Perron

Given the ongoing "arms race" in cybersecurity, the shortage of skilled professionals in this field is one of the strongest in computer science. The currently unmet staffing demand in cybersecurity is estimated at over 3 million jobs…

Cryptography and Security · Computer Science 2022-05-02 Francois Goupil , Pavel Laskov , Irdin Pekaric , Michael Felderer , Alexander Dürr , Frederic Thiesse

A career is a crucial aspect for any person to fulfill their desires through hard work. During their studies, students cannot find the best career suggestions unless they receive meaningful guidance tailored to their skills. Therefore, we…

Artificial Intelligence · Computer Science 2024-05-29 Sakir Hossain Faruque , Sharun Akter Khushbu , Sharmin Akter

Document AI, or Document Intelligence, is a relatively new research topic that refers to the techniques for automatically reading, understanding, and analyzing business documents. It is an important research direction for natural language…

Computation and Language · Computer Science 2021-11-17 Lei Cui , Yiheng Xu , Tengchao Lv , Furu Wei

The increasing reliance on online recruitment platforms coupled with the adoption of AI technologies has highlighted the critical need for efficient resume classification methods. However, challenges such as small datasets, lack of…

Computation and Language · Computer Science 2024-07-16 Ahmed Heakl , Youssef Mohamed , Noran Mohamed , Aly Elsharkawy , Ahmed Zaky

This chapter critiques the dominant reductionist approach in AI and work studies, which isolates tasks and skills as replaceable components. Instead, it advocates for a systemic perspective that emphasizes the interdependence of tasks,…

Australia faces a critical technology skills shortage, requiring approximately $52,000$ new technology professionals annually by 2030, while confronting a widening gap between employer requirements and graduate capabilities. With only $1\%$…

Computers and Society · Computer Science 2025-06-06 Anatoli Kovalev , Narelle Stefanac , Marian-Andrei Rizoiu

Based on the success of recommender systems in e-commerce, there is growing interest in their use in matching markets (e.g., labor). While this holds potential for improving market fluidity and fairness, we show in this paper that naively…

Information Retrieval · Computer Science 2021-06-04 Yi Su , Magd Bayoumi , Thorsten Joachims

In an era where AI-driven hiring is transforming recruitment practices, concerns about fairness and bias have become increasingly important. To explore these issues, we introduce a benchmark, FAIRE (Fairness Assessment In Resume…

Computation and Language · Computer Science 2025-04-03 Athena Wen , Tanush Patil , Ansh Saxena , Yicheng Fu , Sean O'Brien , Kevin Zhu

This work aims to make it easier for a specialist in one field to find and explore ideas from another field which may be useful in solving a new problem arising in his practice. It presents a methodology which serves to represent the…

Computers and Society · Computer Science 2007-05-23 Sebastien Paquet

The combination of conduct, emotion, motivation, and thinking is referred to as personality. To shortlist candidates more effectively, many organizations rely on personality predictions. The firm can hire or pick the best candidate for the…

Computers and Society · Computer Science 2023-01-02 Binisha Mohan , Dinju Vattavayalil Joseph , Bharat Plavelil Subhash

Research within sociotechnical domains, such as Software Engineering, fundamentally requires a thorough consideration of the human perspective. However, traditional qualitative data collection methods suffer from challenges related to…

Software Engineering · Computer Science 2023-11-21 Marco A. Gerosa , Bianca Trinkenreich , Igor Steinmacher , Anita Sarma

As many of us in the information retrieval (IR) research community know and appreciate, search is far from being a solved problem. Millions of people struggle with tasks on search engines every day. Often, their struggles relate to the…

Information Retrieval · Computer Science 2024-04-04 Ryen W. White

The manpower scheduling problem is a kind of critical combinational optimization problem. Researching solutions to scheduling problems can improve the efficiency of companies, hospitals, and other work units. This paper proposes a new model…

Machine Learning · Computer Science 2021-05-11 Tianyu Liu , Lingyu Zhang

AI agents -- systems that execute multi-step reasoning workflows with persistent state, tool access, and specialist skills -- represent a qualitative shift from prior automation technologies in social science. Unlike chatbots that respond…

Artificial Intelligence · Computer Science 2026-03-10 Yongjun Zhang

One of the most rapidly evolving and dynamic business sector is the IT domain, where there is a problem finding experienced, skilled and qualified employees. Specialists are essential for developing and implementing new ideas into products.…

Information Retrieval · Computer Science 2019-06-13 Ciprian-Octavian Truică , Adriana Barnoschi

Effective issue resolution is crucial for maintaining software quality. Yet developers frequently encounter challenges such as low-quality issue reports, limited understanding of real-world workflows, and a lack of automated support. This…

Software Engineering · Computer Science 2025-12-12 Antu Saha

Employers actively look for talents having not only specific hard skills but also various soft skills. To analyze the soft skill demands on the job market, it is important to be able to detect soft skill phrases from job advertisements…

Computation and Language · Computer Science 2018-07-23 Luiza Sayfullina , Eric Malmi , Juho Kannala

It does not matter whether it is a job interview with Tech Giants, Wall Street firms, or a small startup; all candidates want to demonstrate their best selves or even present themselves better than they really are. Meanwhile, recruiters…

Machine Learning · Computer Science 2022-12-27 Mercedeh Harirchian , Fereshteh Amin , Saeed Rouhani , Aref Aligholipour , Vahid Amiri Lord

The development of an IT strategy and ensuring that it is the best possible one for business is a key problem many organizations face. This problem is that of linking business architecture to IT architecture in general and application…

Software Engineering · Computer Science 2024-07-25 Suresh Kamath
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