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YouTube is among the most widely-used platforms worldwide, and has seen a lot of recent academic attention. Despite its popularity and the number of studies conducted on it, much less is understood about the way in which YouTube's Data API,…

Information Retrieval · Computer Science 2025-09-08 Alexandros Efstratiou

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

Data generated by audits of social media websites have formed the basis of our understanding of the biases presented in algorithmic content recommendation systems. As legislators around the world are beginning to consider regulating the…

Information Retrieval · Computer Science 2026-03-10 Sarmad Chandio , Daniyal Pirwani Dar , Rishab Nithyanand

Background: Academic search engines (i.e., digital libraries and indexers) play an increasingly important role in systematic reviews however these engines do not seem to effectively support such reviews, e.g., researchers confront usability…

Software Engineering · Computer Science 2022-11-02 Zheng Li , Austen Rainer

YouTube is central to contemporary mass media. However, the official YouTube API does not provide access to the full set of creators or creator metadata on the platform. This lack of basic visibility into the YouTube ecosystem hinders…

Social and Information Networks · Computer Science 2026-05-11 Chloe Eggleston , Abram Handler , Maria Leonor Pacheco

Article 40(12) of the Digital Services Act (DSA) requires Very Large Online Platforms (VLOPs) to provide vetted researchers with access to publicly accessible data. While prior work has identified shortcomings of platform-provided data…

Computers and Society · Computer Science 2026-01-21 Luka Bekavac , Simon Mayer

This paper contributes to the ongoing discussions on the scholarly access to social media data, discussing a case where this access is barred despite its value for understanding and countering online disinformation and despite the absence…

Social and Information Networks · Computer Science 2022-10-04 Maria Castaldo , Paolo Frasca , Tommaso Venturini , Floriana Gargiulo

Search-engine date filters are widely used to enforce pre-cutoff retrieval in retrospective evaluations of search-augmented forecasters. We show this approach is unreliable across two major search engines: auditing Google Search's before:…

Computation and Language · Computer Science 2026-04-22 Ali El Lahib , Ying-Jieh Xia , Zehan Li , Yuxuan Wang , Xinyu Pi

Much of the delivery of University education is now by synchronous or asynchronous video. For students, one of the challenges is managing the sheer volume of such video material as video presentations of taught material are difficult to…

Multimedia · Computer Science 2021-06-28 Hyowon Lee , Mingming Liu , Michael Scriney , Alan F. Smeaton

Following the Digital Services Act of 2023, which requires Very Large Online Platforms (VLOPs) and Very Large Online Search Engines (VLOSEs) to facilitate data accessibility for independent research, TikTok augmented its Research API access…

Computers and Society · Computer Science 2025-06-13 Carlos Entrena-Serrano , Martin Degeling , Salvatore Romano , Raziye Buse Çetin

Students are increasingly using online materials to learn new subjects or to supplement their learning process in educational institutions. Issues regarding gender bias have been raised in the context of formal education and some measures…

Information Retrieval · Computer Science 2022-06-22 Gizem Gezici , Yucel Saygin

In the attention economy, video apps employ design mechanisms like autoplay that exploit psychological vulnerabilities to maximize watch time. Consequently, many people feel a lack of agency over their app use, which is linked to negative…

Human-Computer Interaction · Computer Science 2021-01-29 Kai Lukoff , Ulrik Lyngs , Himanshu Zade , J. Vera Liao , James Choi , Kaiyue Fan , Sean A. Munson , Alexis Hiniker

YouTube Kids (YTK) is one of the most popular kids' applications used by millions of kids daily. However, various studies have highlighted concerns about the videos on the platform, like the over-presence of entertaining and commercial…

Computers and Society · Computer Science 2024-02-07 Sumeet Kumar , Mallikarjuna T. , Ashiqur Khudabukhsh

This study explores the interplay between YouTube engagement metrics and the academic impact of cited publications within video descriptions, amid declining trust in traditional journalism and increased reliance on social media for…

Computers and Society · Computer Science 2024-05-22 Olga Zagovora , Talisa Schwal , Katrin Weller

In light of the enduring success of music streaming services, it is noteworthy that an increasing number of users are positively gravitating toward YouTube as their preferred platform for listening to music. YouTube differs from typical…

Human-Computer Interaction · Computer Science 2023-07-28 Ahyeon Choi , Eunsik Shin , Haesun Joung , Joongseek Lee , Kyogu Lee

The goal of this working paper is to summarize the main empirical evidences provided by the scientific community as regards the comparison between the two main citation based academic search engines: Google Scholar and Microsoft Academic…

Digital Libraries · Computer Science 2015-09-10 Enrique Orduna-Malea , Juan Manuel Ayllon , Alberto Martin-Martin , Emilio Delgado Lopez-Cozar

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

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

With the 2022 US midterm elections approaching, conspiratorial claims about the 2020 presidential elections continue to threaten users' trust in the electoral process. To regulate election misinformation, YouTube introduced policies to…

Computers and Society · Computer Science 2023-02-16 Prerna Juneja , Md Momen Bhuiyan , Tanushree Mitra

Recommendations algorithms of social media platforms are often criticized for placing users in "rabbit holes" of (increasingly) ideologically biased content. Despite these concerns, prior evidence on this algorithmic radicalization is…

Computers and Society · Computer Science 2022-03-28 Muhammad Haroon , Anshuman Chhabra , Xin Liu , Prasant Mohapatra , Zubair Shafiq , Magdalena Wojcieszak
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