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This paper investigates gender bias in Large Language Model (LLM)-generated teacher evaluations in higher education setting, focusing on evaluations produced by GPT-4 across six academic subjects. By applying a comprehensive analytical…

Computation and Language · Computer Science 2024-09-17 Yuanning Huang

While research on applications and evaluations of explanation methods continues to expand, fairness of the explanation methods concerning disparities in their performance across subgroups remains an often overlooked aspect. In this paper,…

Computation and Language · Computer Science 2025-05-05 Mahdi Dhaini , Ege Erdogan , Nils Feldhus , Gjergji Kasneci

Predicting students' academic performance is one of the key tasks of educational data mining (EDM). Traditionally, the high forecasting quality of such models was deemed critical. More recently, the issues of fairness and discrimination…

Machine Learning · Computer Science 2023-01-31 Tai Le Quy , Thi Huyen Nguyen , Gunnar Friege , Eirini Ntoutsi

This review article provides an overview of research on the topic of gender equity in educational physics labs. As many institutions and instructors seek to evolve or transform physics lab learning, it is important that changes are made…

Physics Education · Physics 2024-03-05 Danny Doucette , Chandralekha Singh

A growing stream of research finds that scientific contributions are evaluated differently depending on the gender of the author. In this article, we consider whether gender differences in writing styles - how men and women communicate…

Computers and Society · Computer Science 2025-08-12 Kara Kedrick , Ekaterina Levitskaya , Russell J. Funk

The scope of this paper was to find out how the students in Computer Science perceive different teaching styles and how the teaching style impacts the learning desire and interest in the course. To find out, we designed and implemented an…

Human-Computer Interaction · Computer Science 2023-07-11 Manuela Petrescu , Kuderna Bentasup

Programming courses in computing science are important because they are often the first introduction to computer programming for many students. Many university students are overwhelmed with the information they must learn for an…

Computers and Society · Computer Science 2023-09-25 Kashif Ishaq , Atif Alvi

Narrative reviews of peer review research have concluded that there is negligible evidence of gender bias in the awarding of grants based on peer review. Here, we report the findings of a meta-analysis of 21 studies providing, to the…

Statistics Theory · Mathematics 2007-06-13 Lutz Bornmann , Ruediger Mutz , Hans-Dieter Daniel

The persistent underrepresentation of women and gender minorities within the physical sciences remains a significant issue. This study investigates gender dynamics in introductory algebra-based physics laboratories, focusing on…

Physics Education · Physics 2026-01-13 Bilas Paul

Although approximately 50% of medical school graduates today are women, female physicians tend to be underrepresented in senior positions, make less money than their male counterparts and receive fewer promotions. There is a growing body of…

Computation and Language · Computer Science 2022-06-02 Emmy Liu , Michael Henry Tessler , Nicole Dubosh , Katherine Mosher Hiller , Roger Levy

We investigated the intersectional nature of race/racism and gender/sexism in broad scale inequities in physics student learning using a critical quantitative intersectionality. To provide transparency and create a nuanced picture of…

Physics Education · Physics 2019-05-24 Ben Van Dusen , Jayson Nissen

Generative AI (GenAI) models have broad implications for education in general, impacting the foundations of what we teach and how we assess. This is especially true in computing, where LLMs tuned for coding have demonstrated shockingly good…

Flipped classroom pedagogy is widely used in undergraduate mathematics to promote active learning, yet it remains unclear whether students experience it in systematically different ways. In this study, we analyze student perceptions from an…

History and Overview · Mathematics 2026-05-11 S. Laudari , N. Karjanto

Learning is a complex cognitive process that depends not only on an individual capability of knowledge absorption but it can be also influenced by various group interactions and by the structure of an academic curriculum. We have applied…

Physics Education · Physics 2023-07-19 Łukasz Gajewski , Jan Chołoniewski , Janusz Hołyst

Non-linear dynamics is probably much more common in the epigenetic dynamics of living beings than hitherto recognized. Here we report a case of global bifurcation triggered by gender that affects higher cognitive functions in humans. We…

Neurons and Cognition · Quantitative Biology 2012-03-27 Klaus Jaffe , Guillermo Mascitti , Daniella Seguias

Context: Gender inequality is a widely discussed issue across various sectors, including Information Technology and Communication (ICT). In Brazil, women represent less than 18% of ICT students in higher education. Prior studies highlight…

Students' beliefs about the extent to which meaningful others, including their peers, recognize them as a strong science student are correlated with their persistence in science courses and careers. Yet, prior work has found a gender bias…

Physics Education · Physics 2024-05-07 Meagan Sundstrom , Logan Kageorge

Peer review by experts is central to the evaluation of grant proposals, but little is known about how gender and disciplinary differences shape the content and tone of grant peer review reports. We analyzed 39,280 review reports submitted…

Physics and Society · Physics 2025-07-02 Stefan Müller , Gabriel Okasa , Michaela Strinzel , Anne Jorstad , Katrin Milzow , Matthias Egger

The proliferation of personalized recommendation technologies has raised concerns about discrepancies in their recommendation performance across different genders, age groups, and racial or ethnic populations. This varying degree of…

Information Retrieval · Computer Science 2020-02-19 Masoud Mansoury , Himan Abdollahpouri , Jessie Smith , Arman Dehpanah , Mykola Pechenizkiy , Bamshad Mobasher

Pair programming has been highlighted as an active learning technique with several benefits to students, including increasing participation and improving outcomes, particularly for female computer science students. However, most of the…

Computers and Society · Computer Science 2022-04-08 Zachariah J. Beasley , Ayesha R. Johnson
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