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Scientific attention is unevenly distributed, creating inequities in recognition and distorting access to opportunities. Using citations as a proxy, we quantify disparities in attention by gender and institutional prestige. We find that…

Physics and Society · Physics 2026-01-23 Buddhika Nettasinghe , Nazanin Alipourfard , Vikram Krishnamurthy , Kristina Lerman

Structural inequalities persist in society, conferring systematic advantages to some people at the expense of others, for example, by giving them substantially more influence and opportunities. Using bibliometric data about authors of…

Physics and Society · Physics 2021-05-04 Buddhika Nettasinghe , Nazanin Alipourfard , Vikram Krishnamurthy , Kristina Lerman

Women's access to academic careers has been historically limited by discrimination and cultural constraints. Comprehensive information about gender inequality within disciplines is needed to understand the problem and target remedial…

Digital Libraries · Computer Science 2018-12-11 Mike Thelwall , Carol Bailey , Meiko Makita , Pardeep Sud , Devika P. Madalli

This project addresses the challenges of responsible and fair resource allocation in data science (DS), focusing on DS queries evaluation. Current DS practices often overlook the broader socio-economic, environmental, and ethical…

Databases · Computer Science 2025-02-18 Genoveva Vargas-Solar

A large body of research has found substantial gender bias in NLP systems. Most of this research takes a binary, essentialist view of gender: limiting its variation to the categories _men_ and _women_, conflating gender with sex, and…

Computation and Language · Computer Science 2025-09-25 Ruby Ostrow , Adam Lopez

Citizen Science is research undertaken by professional scientists and members of the public collaboratively. Despite numerous benefits of citizen science for both the advancement of science and the community of the citizen scientists, there…

Physics and Society · Physics 2023-01-05 Khairunnisa Ibrahim , Samuel Khodursky , Taha Yasseri

Academic fields exhibit substantial levels of gender segregation. To date, most attempts to explain this persistent global phenomenon have relied on limited cross-sections of data from specific countries, fields, or career stages. Here we…

Social and Information Networks · Computer Science 2020-09-24 Aniko Hannak , Kenneth Joseph , Andrei Cimpian , Daniel B. Larremore

Our uncertainties about binary star systems (and triples and so on) limit our capabilities in literally every single one of the Thematic Areas identified for Astro2020. We need to understand the population statistics of stellar multiplicity…

Multiple studies have shown that gender balance in the fields of Science, Technology, Engineering and Maths -- and in particular in ICT -- is still far to be achieved. Several initiatives have been recently taken to increase the women…

Computers and Society · Computer Science 2019-09-11 Moreno Marzolla , Raffaela Mirandola

We present a large-scale bibliometric analysis of gender differences in scientific careers, covering all scientific disciplines and a large number of countries worldwide. We take a longitudinal perspective in which we trace the publication…

Digital Libraries · Computer Science 2021-06-25 Hanjo Boekhout , Inge van der Weijden , Ludo Waltman

Biases against women in the workplace have been documented in various studies. There is also a growing body of literature on biases within academia. But particularly in STEM, due to the heavily male-dominated field, studies suggest that if…

Digital Libraries · Computer Science 2023-06-21 Joana Fonseca

The prioritization and improvement of ethics, planetary protection, and safety standards in the astro-sciences is the most critical priority as our scientific and exploratory capabilities progress, both within government agencies and the…

Instrumentation and Methods for Astrophysics · Physics 2019-07-15 Monica Vidaurri , Alia Wofford , Jonathan Brande , Gabriel Black-Planas , Shawn Domagal-Goldman , Jacob Haqq-Misra

(Un)conscious bias affects every aspect of the astronomical profession, from scientific activities (e.g., invitations to join collaborations, proposal selections, grant allocations, publication review processes, and invitations to attend…

Instrumentation and Methods for Astrophysics · Physics 2022-07-13 Alessandra Aloisi , Neill Reid

(Un)conscious bias affects every aspect of the astronomical profession, from scientific activities (e.g., invitations to join collaborations, proposal selections, grant allocations, publication review processes, and invitations to attend…

Physics and Society · Physics 2019-07-12 Alessandra Aloisi , Neill Reid

Demographic fairness in face recognition (FR) has emerged as a critical area of research, given its impact on fairness, equity, and reliability across diverse applications. As FR technologies are increasingly deployed globally, disparities…

Computer Vision and Pattern Recognition · Computer Science 2025-08-25 Ketan Kotwal , Sebastien Marcel

Reproducing concurrency bugs is a complex task due to their unpredictable behavior. Researchers, regardless of gender, are contributing to automating this complex task to aid software developers. While some studies have investigated gender…

Software Engineering · Computer Science 2025-02-28 Tarannum Shaila Zaman , Macharla Hemanth Kishan , Lutfun Nahar Lota

The female ratio in science field, including astronomy, is still quite low in Japan. We, the Astronomical Society of Japan, are making efforts to equalise the gender balance. In this paper, we summarise our statistics, member's thinking…

Instrumentation and Methods for Astrophysics · Physics 2026-04-27 Aya Bamba , Ayumi Asai , Ryohko Ishikawa , Masayoshi Nobukawa , Hideko Nomura , Kosuke Sato , Hisanori Furusawa , Mami Machida , Sachiko Okumura

Prior work finds a diversity paradox: diversity breeds innovation, and yet, underrepresented groups that diversify organizations have less successful careers within them. Does the diversity paradox hold for scientists as well? We study this…

Social and Information Networks · Computer Science 2022-10-12 Bas Hofstra , Vivek V. Kulkarni , Sebastian Munoz-Najar Galvez , Bryan He , Dan Jurafsky , Daniel A. McFarland

We investigated gender bias in letters of recommendation as a possible cause of the under-representation of women in Experimental Particle Physics (EPP), where about 15% of faculty are female -- well below the 60% level in psychology and…

Physics and Society · Physics 2022-02-18 R. H. Bernstein , M. W. Macy , C. J. Cameron , S. Williams-Ceci , W. M. Williams , S. J. Ceci

In order to attract and retain excellent researchers and diverse individuals in astrophysics, we recommend action be taken in several key areas impacting young scientists: (1) Maintain balance between large collaborations and individual…

Instrumentation and Methods for Astrophysics · Physics 2009-05-14 N. L. Zakamska , A. E. Schulz , K. Heng , M. Juric , B. Kocsis , M. Kuhlen , R. Mandelbaum , J. L. Mitchell , M. Pan , D. H. Rudd , G. van de Ven , Z. Zheng
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