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Algorithmic tools are increasingly used in hiring to improve fairness and diversity, often by enforcing constraints such as gender-balanced candidate shortlists. However, we show theoretically and empirically that enforcing equal…

Machine Learning · Computer Science 2025-05-21 Prasanna Parasurama , Panos Ipeirotis

Gender bias in education gained considerable relevance in the literature over the years. However, while the problem of gender bias in education has been widely addressed from a student perspective, it is still not fully analysed from an…

Computers and Society · Computer Science 2023-09-21 Giordano d'Aloisio , Andrea D'Angelo , Francesca Marzi , Diana Di Marco , Giovanni Stilo , Antinisca Di Marco

The study is conducted to evaluate the job satisfaction among the administrative and teaching faculties in higher educational institutions. Many researchers have conducted studies to evaluate differences in job perception between teaching…

History and Overview · Mathematics 2023-09-15 Mahak Bhatia , Aled Williams

Fairness has been a critical issue that affects the adoption of deep learning models in real practice. To improve model fairness, many existing methods have been proposed and evaluated to be effective in their own contexts. However, there…

Machine Learning · Computer Science 2024-03-26 Junjie Yang , Jiajun Jiang , Zeyu Sun , Junjie Chen

The effect of gender diversity in open source communities has gained increasing attention from practitioners and researchers. For instance, organizations such as the Python Software Foundation and the OpenStack Foundation started actions to…

Fairness emerged as an important requirement to guarantee that Machine Learning (ML) predictive systems do not discriminate against specific individuals or entire sub-populations, in particular, minorities. Given the inherent subjectivity…

Machine Learning · Computer Science 2022-06-08 Karima Makhlouf , Sami Zhioua , Catuscia Palamidessi

The time pressure associated with software development, among other factors, often leads to a diminished emotional state among developers. However, whether emotions affect perceived productivity remains an open question. This study aims to…

Software Engineering · Computer Science 2025-10-07 Pawel Weichbroth , Maciej Lotysz , Michal Wrobel

This study investigates factors influencing Automatic Speech Recognition (ASR) systems' fairness and performance across genders, beyond the conventional examination of demographics. Using the LibriSpeech dataset and the Whisper small model,…

Computation and Language · Computer Science 2025-02-26 Hend ElGhazaly , Bahman Mirheidari , Nafise Sadat Moosavi , Heidi Christensen

Fairness concerns about algorithmic decision-making systems have been mainly focused on the outputs (e.g., the accuracy of a classifier across individuals or groups). However, one may additionally be concerned with fairness in the inputs.…

Machine Learning · Computer Science 2020-05-26 Bashir Rastegarpanah , Mark Crovella , Krishna P. Gummadi

As freelancing work keeps on growing almost everywhere due to a sharp decrease in communication costs and to the widespread of Internet-based labour marketplaces (e.g., guru.com, feelancer.com, mturk.com, upwork.com), many researchers and…

Computers and Society · Computer Science 2020-02-27 Giorgio Barnabò , Adriano Fazzone , Stefano Leonardi , Chris Schwiegelshohn

Software engineering remains male-dominated despite efforts to attract and retain women. Many leave the field due to limited opportunities, unfair treatment, and challenging workplace cultures. Examining university life and choices is…

Software Engineering · Computer Science 2025-04-15 Cristina Martinez Montes , Jonna Johansson , Emrik Dunvald

Advancements in computer science, artificial intelligence, and control systems of the recent have catalyzed the emergence of cybernetic societies, where algorithms play a significant role in decision-making processes affecting the daily…

Systems and Control · Electrical Eng. & Systems 2026-04-14 Kevin Riehl , Michail Makridis , Anastasios Kouvelas

Software development is a dynamic activity that requires engineers to work effectively with tools, processes, and collaborative teams. As a result, the presence of friction can significantly hinder productivity, increase frustration, and…

Software Engineering · Computer Science 2024-10-25 Ike Obi , Jenna Butler , Sankeerti Haniyur , Brian Hassan , Margaret-Anne Storey , Brendan Murphy

Over the last few decades, machine learning (ML) applications have grown exponentially, yielding several benefits to society. However, these benefits are tempered with concerns of discriminatory behaviours exhibited by ML models. In this…

Machine Learning · Computer Science 2024-09-20 Oscar Blessed Deho , Michael Bewong , Selasi Kwashie , Jiuyong Li , Jixue Liu , Lin Liu , Srecko Joksimovic

In credit markets, screening algorithms aim to discriminate between good-type and bad-type borrowers. However, when doing so, they can also discriminate between individuals sharing a protected attribute (e.g. gender, age, racial origin) and…

Machine Learning · Statistics 2024-02-09 Christophe Hurlin , Christophe Pérignon , Sébastien Saurin

Recommendation systems are now an integral part of our daily lives. We rely on them for tasks such as discovering new movies, finding friends on social media, and connecting job seekers with relevant opportunities. Given their vital role,…

Artificial Intelligence · Computer Science 2025-02-26 Tahsin Alamgir Kheya , Mohamed Reda Bouadjenek , Sunil Aryal

Sustainable software development involves creating software in a manner that meets present goals without undermining our ability to meet future goals. In a software engineering context, sustainability has at least four dimensions:…

Software Engineering · Computer Science 2024-12-17 Bimpe Ayoola , Miikka Kuutila , Rina R. Wehbe , Paul Ralph

Software developers balance a variety of different tasks in a workweek, yet the allocation of time often differs from what they consider ideal. Identifying and addressing these deviations is crucial for organizations aiming to enhance the…

Software Engineering · Computer Science 2025-02-24 Sukrit Kumar , Drishti Goel , Thomas Zimmermann , Brian Houck , B. Ashok , Chetan Bansal

Large Language Models (LLMs) offer the potential to automate hiring by matching job descriptions with candidate resumes, streamlining recruitment processes, and reducing operational costs. However, biases inherent in these models may lead…

Computation and Language · Computer Science 2025-03-26 Hayate Iso , Pouya Pezeshkpour , Nikita Bhutani , Estevam Hruschka

Despite its importance, software testing is, arguably, the least understood part of the software life cycle and still the toughest to perform correctly. Many researchers and practitioners have been working to address the situation. However,…

Software Engineering · Computer Science 2019-06-27 Luiz Fernando Capretz , Pradeep Waychal , Jingdong Jia
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