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With the surge in data-centric AI and its increasing capabilities, AI applications have become a part of our everyday lives. However, misunderstandings regarding their capabilities, limitations, and associated advantages and disadvantages…

Computers and Society · Computer Science 2024-06-19 Maria Kasinidou , Styliani Kleanthous , Matteo Busso , Marcelo Rodas , Jahna Otterbacher , Fausto Giunchiglia

The lack of diversity in physics and astronomy PhD programmes is well known but has not improved despite decades of efforts. PhD bridge programmes provide an asset-based model to help overcome the societal and disciplinary obstacles to…

Physics and Society · Physics 2022-09-12 Alexander L. Rudolph , Kelly Holley-Bockelmann , Julie Posselt

The prevalence of online content has led to the widespread adoption of recommendation systems (RSs), which serve diverse purposes such as news, advertisements, and e-commerce recommendations. Despite their significance, data scarcity issues…

Information Retrieval · Computer Science 2023-12-19 Zefeng Chen , Wensheng Gan , Jiayang Wu , Kaixia Hu , Hong Lin

With the ever-growing presence of deep artificial neural networks in every facet of modern life, a growing body of researchers in educational data science -- a field consisting of various interrelated research communities -- have turned…

Computers and Society · Computer Science 2024-05-01 Juan D. Pinto , Luc Paquette

Mathematicians have traditionally been a select group of academics that produce high-impact ideas allowing substantial results in several fields of science. Throughout the past 35 years, undergraduates enrolling in mathematics or statistics…

History and Overview · Mathematics 2024-03-18 Ariel Cintron-Arias , Ryan Nivens , Anant Godbole , Calvin B. Purvis

Consensus on the definition of data science remains low despite the widespread establishment of academic programs in the field and continued demand for data scientists in industry. Definitions range from rebranded statistics to data-driven…

General Literature · Computer Science 2024-10-23 Rafael C. Alvarado

High-quality computer science (CS) instruction is essential for preparing students to thrive in an increasingly technology-driven world. This research brief presents findings from a six-year longitudinal study of CS enrollments in seven…

Computers and Society · Computer Science 2025-03-10 Cynthia L. Blitz , David J. Amiel , Teresa G. Duncan

This is a thought piece on data-intensive science requirements for databases and science centers. It argues that peta-scale datasets will be housed by science centers that provide substantial storage and processing for scientists who access…

Databases · Computer Science 2007-05-23 Jim Gray , David T. Liu , Maria Nieto-Santisteban , Alexander S. Szalay , David DeWitt , Gerd Heber

Career opportunities for PhDs in the mathematical sciences have never been better. Traditional faculty positions in mathematics departments in colleges and universities range from all teaching to combined teaching and research…

History and Overview · Mathematics 2021-09-17 Yara Skaf , Reinhard Laubenbacher

Interest in computer science is growing. As a result, computer science (CS) and related departments are experiencing an explosive increase in undergraduate enrollments and unprecedented demand from other disciplines for learning computing.…

Computers and Society · Computer Science 2016-04-13 Steve Cooper , Jeff Forbes , Armando Fox , Susanne Hambrusch , Andrew Ko , Beth Simon

Although different organizations have defined policies towards diversity in academia, many argue that minorities are still disadvantaged in university admissions due to biases. Extensive research has been conducted on detecting partiality…

Computers and Society · Computer Science 2023-10-06 Ghazal Kalhor , Tanin Zeraati , Behnam Bahrak

Scientific workflows are becoming increasingly popular for compute-intensive and data-intensive scientific applications. The vision and promise of scientific workflows includes rapid, easy workflow design, reuse, scalable execution, and…

Databases · Computer Science 2013-11-26 Víctor Cuevas-Vicenttín , Saumen Dey , Sven Köhler , Sean Riddle , Bertram Ludäscher

Improving undergraduate success in STEM requires identifying actionable factors that impact student outcomes, allowing institutions to prioritize key leverage points for change. We examined academic, demographic, and institutional factors…

Multi-institutional studies are critical for advancing discipline-based education research (DBER) because they allow us to determine where and for whom research findings are applicable. Despite this benefit, such studies remain relatively…

Physics Education · Physics 2026-05-11 Meagan Sundstrom , David Esparza , Justin Gambrell , Adrienne Traxler , Eric Brewe

Many studies in educational data mining address specific learner groups, such as first-in-family to attend Higher Education, or focus on differences in characteristics such as gender or ethnicity, with the aim of predicting performance and…

Computers and Society · Computer Science 2022-12-23 Robert D. Macredie , Martin Shepperd , Tommaso Turchi , Terry Young

The spread of ideas in the scientific community is often viewed as a competition, in which good ideas spread further because of greater intrinsic fitness, and publication venue and citation counts correlate with importance and impact.…

Social and Information Networks · Computer Science 2019-03-19 Allison C. Morgan , Dimitrios J. Economou , Samuel F. Way , Aaron Clauset

The selection of research topics by scientists can be viewed as an exploration process conducted by individuals with cognitive limitations traversing a complex cognitive landscape influenced by both individual and social factors. While…

Physics and Society · Physics 2023-12-14 Feifan Liu , Shuang Zhang , Haoxiang Xia

From artificial intelligence to network security to hardware design, it is well-known that computing research drives many important technological and societal advancements. However, less is known about the long-term career paths of the…

Social and Information Networks · Computer Science 2018-05-28 Tara Safavi , Maryam Davoodi , Danai Koutra

Recent research has helped to cultivate growing awareness that machine learning systems fueled by big data can create or exacerbate troubling disparities in society. Much of this research comes from outside of the practicing data science…

Machine Learning · Statistics 2019-07-23 Brian d'Alessandro , Cathy O'Neil , Tom LaGatta

The growing demand for data scientists in the global labor market and the Netherlands has led to a rise in data science and artificial intelligence (AI) master programs offered by universities. However, there is still a lack of clarity…

Other Statistics · Statistics 2023-10-24 Mathijs J. Mol , Barbara Belfi , Zsuzsa Bakk