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This systematic literature review aims to investigate the impact of artificial intelligence (AI) on the labour force in software engineering, with a particular focus on the skills needed for future software engineers, the impact of AI on…

Software Engineering · Computer Science 2023-02-28 Sabina-Cristiana Necula

The rapid advancement of large language models (LLMs) is fundamentally reshaping software engineering (SE), driving a paradigm shift in both academic research and industrial practice. While top-tier SE venues continue to show sustained or…

Software Engineering · Computer Science 2025-12-18 Hang Yu , Yuzhou Lai , Li Zhang , Xiaoli Lian , Fang Liu , Yanrui Dong , Ting Zhang , Zhi Jin , David Lo

This research introduces a comprehensive system based on state-of-the-art natural language processing, semantic embedding, and efficient search techniques for retrieving similarities and thus generating actionable insights from raw textual…

Artificial Intelligence · Computer Science 2025-03-14 Phoebe Koundouri , Conrad Landis , Georgios Feretzakis

Rapid advances in artificial intelligence (AI) are reshaping how students imagine, explore, and prepare for STEM careers across K-16 education. As AI systems increasingly influence feedback, advising, and access to information about…

Computers and Society · Computer Science 2026-03-04 Sugana Chawla , Si Chen , Julia Qian , Gina Svarovsky , Alison Cheng , Rick Johnson , Nitesh V. Chawla , Ronald Metoyer

AI technology development has transformed the field of engineering education with its adaptivity-driven, data-based, and ethical-led learning platforms that promote equity, diversity, and inclusivity. But with so much progress being made in…

Computers and Society · Computer Science 2026-02-04 Mona G. Ibrahim , Riham Hilal

We identify a substantial pool of technically competent ML research talent (in the low thousands) in companies which offer consulting in machine learning. We systematically searched the internet, global business databases, and…

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…

Computers and Society · Computer Science 2024-07-31 Ali Akbar Septiandri , Marios Constantinides , Daniele Quercia

Recent advancements in artificial intelligence (AI) have broadened the applicability of AI-generated images across various sectors, including the creative industry and design. However, their utilization in educational contexts, particularly…

Computers and Society · Computer Science 2024-11-26 Aung Pyae

We see an explosive global labour demand in the Software Industry, and higher education institutions play a crucial role in supplying the industry with professionals with relevant education. Existing literature identifies a gap between what…

Software Engineering · Computer Science 2023-03-29 Felix Dobslaw , Kristian Angelin , Lena-Maria Öberg , Awais Ahmad

Alongside software testing education in universities, a great extent of effort and resources are spent on software-testing training activities in industry. For example, there are several international certification schemes in testing, such…

Software Engineering · Computer Science 2024-08-13 Vahid Garousi , Alper Buğra Keleş

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

While AI tools are transforming programming education, their adoption in underrepresented countries remains insufficiently studied. Understanding students' trust, perceived usefulness, and dependency on AI tools is essential to improving…

AI expansion has accelerated workplace adoption of new technologies. Yet, it is unclear whether and how knowledge workers are supported and trained to safely use AI. Inadequate training may lead to unrealized benefits if workers abandon…

Human-Computer Interaction · Computer Science 2025-03-11 Angie Zhang , Min Kyung Lee

As a result of transformation processes, the German labor market is highly dependent on vocational training, retraining and continuing education. To match training seekers and offers, we present a novel approach towards the automated…

Computation and Language · Computer Science 2023-06-13 Jens Dörpinghaus , David Samray , Robert Helmrich

Transferring from a 2-year to a 4-year college is crucial for socioeconomic mobility, yet students often face challenges ensuring their credits are fully recognized, leading to delays in their academic progress and unexpected costs.…

Human-Computer Interaction · Computer Science 2026-01-12 Yerin Kwak , Siddharth Adelkar , Zachary A. Pardos

As more clinical workflows continue to be augmented by artificial intelligence (AI), AI literacy among physicians will become a critical requirement for ensuring safe and ethical AI-enabled patient care. Despite the evolving importance of…

Traditional quality assurance (QA) methods face significant challenges in addressing the complexity, scale, and rapid iteration cycles of modern software systems and are strained by limited resources available, leading to substantial costs…

Software Engineering · Computer Science 2025-06-23 Ihor Pysmennyi , Roman Kyslyi , Kyrylo Kleshch

This study investigates the labor market consequences of AI by analyzing near real-time changes in employment status and work hours across occupations in relation to advances in AI capabilities. We construct a dynamic Occupational AI…

General Economics · Economics 2025-07-14 Jacob Dominski , Yong Suk Lee

Artificial intelligence (AI) is increasingly embedded in vocational education systems, yet empirical evidence linking institutional AI readiness to student learning outcomes remains limited. This study develops and tests a 2-2-1 cross-level…

Computers and Society · Computer Science 2026-03-23 Xiu Guan , Mingmin Zheng , Dragan Gašević , Wenxin Guo , Yingqun Liu , Xibin Han , Danijela Gasevic , Ruiling Ma , Qi Wu , Lixiang Yan

This study investigates the non-monetary rewards associated with artificial intelligence (AI) skills in the U.S. labour market. Using a dataset of approximately ten million online job vacancies from 2018 to 2024, we identify AI…

General Economics · Economics 2026-02-27 Alejandra Castaneda , Matthew Bone , Fabian Stephany