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Recommendation algorithms have become the dominant mechanism for information distribution on digital platforms, profoundly shaping personalized information consumption environments. However, gender bias, as a significant form of algorithmic…

Social and Information Networks · Computer Science 2026-05-01 Jipeng Tan , Weifeng Zhang , Ye Wu , Jialin Guo , Yong Min

Institutions widely use student evaluations to assess the faculty's teaching performance, but underlying trends and biases can influence their interpretation. Using data from Rate My Professors, we conduct the largest and most recent…

Social and Information Networks · Computer Science 2020-12-09 Sofia Maria Nikolakaki , Joseph Lai , Evimaria Terzi

Media bias significantly shapes public perception by reinforcing stereotypes and exacerbating societal divisions. Prior research has often focused on isolated media bias dimensions such as \textit{political bias} or \textit{racial bias},…

Social and Information Networks · Computer Science 2024-08-29 Yifan Liu , Yike Li , Dong Wang

Gender bias represents a form of systematic negative treatment that targets individuals based on their gender. This discrimination can range from subtle sexist remarks and gendered stereotypes to outright hate speech. Prior research has…

Computation and Language · Computer Science 2024-03-19 Karolina Stańczak

Information availability affects people's behavior and perception of the world. Notably, people rely on search engines to satisfy their need for information. Search engines deliver results relevant to user requests usually without being or…

Information Retrieval · Computer Science 2021-10-19 Aldo Lipani , Florina Piroi , Emine Yilmaz

This study examines physics students' evaluations of identical, video-recorded lectures performed by female and male actors playing the role of professors. The results indicate that evaluations by male students show statistically…

Physics Education · Physics 2017-06-05 Amy L. Graves , Estuko Hoshino-Browne , Kristine P. H. Lui

Video communication has been rapidly increasing over the past decade, with YouTube providing a medium where users can post, discover, share, and react to videos. There has also been an increase in the number of videos citing research…

Digital Libraries · Computer Science 2022-09-07 Abdul Rahman Shaikh , Hamed Alhoori , Maoyuan Sun

Algorithmic systems such as search engines and information retrieval platforms significantly influence academic visibility and the dissemination of knowledge. Despite assumptions of neutrality, these systems can reproduce or reinforce…

Information Retrieval · Computer Science 2025-08-11 Stefanie Urchs , Veronika Thurner , Matthias Aßenmacher , Ludwig Bothmann , Christian Heumann , Stephanie Thiemichen

The growing popularity of short-form video content, such as YouTube Shorts, has transformed user engagement on digital platforms, raising critical questions about the role of recommendation algorithms in shaping user experiences. These…

Information Retrieval · Computer Science 2025-07-30 Selimhan Dagtas , Mert Can Cakmak , Nitin Agarwal

Gender inequity is one of the biggest challenges facing the STEM workforce. While there are many studies that look into gender disparities within STEM and academia, the majority of these have been designed and executed by those unfamiliar…

Unlike popular videos, which would have already achieved high viewership numbers by the time they are declared popular, YouTube trending videos represent content that targets viewers attention over a relatively short time, and has the…

Social and Information Networks · Computer Science 2014-09-30 Iman Barjasteh , Ying Liu , Hayder Radha

Pretrained language models are publicly available and constantly finetuned for various real-life applications. As they become capable of grasping complex contextual information, harmful biases are likely increasingly intertwined with those…

Computation and Language · Computer Science 2023-06-28 Sophie Jentzsch , Cigdem Turan

Web search engines influence perception of social reality by filtering and ranking information. However, their outputs are often subjected to bias that can lead to skewed representation of subjects such as professional occupations or…

Information Retrieval · Computer Science 2021-06-29 Mykola Makhortykh , Aleksandra Urman , Roberto Ulloa

With YouTube's growing importance as a news platform, its recommendation system came under increased scrutiny. Recognizing YouTube's recommendation system as a broadcaster of media, we explore the applicability of laws that require…

Human-Computer Interaction · Computer Science 2021-07-22 Hendrik Heuer , Hendrik Hoch , Andreas Breiter , Yannis Theocharis

The subjective nature of gender inequality motivates the analysis and comparison of data from real and fictional human interaction. We present a computational extension of the Bechdel test: A popular tool to assess if a movie contains a…

Social and Information Networks · Computer Science 2014-04-02 David Garcia , Ingmar Weber , Venkata Rama Kiran Garimella

In this study, we undertake an extensive analysis of YouTube channels that reference research publications in their video descriptions, offering a unique insight into the intersection of digital media and academia. Our investigation focuses…

Human-Computer Interaction · Computer Science 2024-04-24 Olga Zagovora , Katrin Weller

Computational social scientists often harness the Web as a "societal observatory" where data about human social behavior is collected. This data enables novel investigations of psychological, anthropological and sociological research…

Computers and Society · Computer Science 2016-03-15 Fariba Karimi , Claudia Wagner , Florian Lemmerich , Mohsen Jadidi , Markus Strohmaier

Energy production and management face significant political, economic, and environmental challenges, yet the rise in information consumption through social media undermines the availability of reliable knowledge to the general public. This…

Physics and Society · Physics 2025-11-21 Aleix Bassolas , Piero Birello , Julian Vicens

Gender bias is rampant in AI systems, causing bad user experience, injustices, and mental harm to women. School curricula fail to educate AI creators on this topic, leaving them unprepared to mitigate gender bias in AI. In this paper, we…

Human-Computer Interaction · Computer Science 2023-09-18 Kyrie Zhixuan Zhou , Jiaxun Cao , Xiaowen Yuan , Daniel E. Weissglass , Zachary Kilhoffer , Madelyn Rose Sanfilippo , Xin Tong

Artificial Intelligence has the capacity to amplify and perpetuate societal biases and presents profound ethical implications for society. Gender bias has been identified in the context of employment advertising and recruitment tools, due…

Computation and Language · Computer Science 2020-05-19 Susan Leavy , Gerardine Meaney , Karen Wade , Derek Greene
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