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Despite increasing representation in graduate training programs, a disproportionate number of women leave academic research before obtaining an independent position. To understand factors underlying this trend, we analyzed a…

Social and Information Networks · Computer Science 2022-05-06 Leah P. Schwartz , Jean Liénard , Stephen V. David

The recent paper by AlShebli et al. (2020) investigates the impact of mentorship in young scientists. Among their conclusions, they state that female prot\'eg\'es benefit more from male than female mentorship. We herein expose a critical…

Same-race mentorship preference refers to mentors or mentees forming connections significantly influenced by a shared race. Although racial diversity in science has been well-studied and linked to favorable outcomes, the extent and effects…

Social and Information Networks · Computer Science 2024-05-07 Meijun Liu , Yi Bu , Daifeng Li , Ying Ding , Daniel E. Acuna

One can point to a variety of historical milestones for gender equality in STEM (science, technology, engineering, and mathematics), however, practical effects are incremental and ongoing. It is important to quantify gender differences in…

Mentoring is a key component of scientific achievements, contributing to overall measures of career success for mentees and mentors. A common success metric in the scientific enterprise is acquiring a large research group, which is believed…

Data Analysis, Statistics and Probability · Physics 2022-08-11 Yanmeng Xing , Ying Fan , Roberta Sinatra , An Zeng

Science is a collaborative endeavor in which "who collaborates with whom" profoundly influences scientists' career trajectories and success. Despite its relevance, little is known about how scholars facilitate new collaborations among their…

Physics and Society · Physics 2026-04-20 Jan Bachmann , Lisette Espín-Noboa , Gerardo Iñiguez , Fariba Karimi

Scientific collaborations shape ideas as well as innovations and are both the substrate for, and the outcome of, academic careers. Recent studies show that gender inequality is still present in many scientific practices ranging from hiring…

Physics and Society · Physics 2017-11-16 Mohsen Jadidi , Fariba Karimi , Haiko Lietz , Claudia Wagner

The role of mentorship on protege performance is a matter of importance to academic, business, and governmental organizations. While the benefits of mentorship for proteges, mentors and their organizations are apparent, the extent to which…

Physics and Society · Physics 2010-06-14 R. Dean Malmgren , Julio M. Ottino , Luis A. N. Amaral

The participation of women in academia has increased in the last few decades across many fields (e.g., Computer Science, History, Medicine). However, this increase in the participation of women has not been the same at all career stages.…

Social and Information Networks · Computer Science 2025-01-23 Ana Maria Jaramillo , Mariana Macedo , Marcos Oliveira , Fariba Karimi , Ronaldo Menezes

Gender disparities appear to be decreasing in academia according to a number of metrics, such as grant funding, hiring, acceptance at scholarly journals, and productivity, and it might be tempting to think that gender inequity will soon be…

Physics and Society · Physics 2015-06-12 Jevin D. West , Jennifer Jacquet , Molly M. King , Shelley J. Correll , Carl T. Bergstrom

We study the influence that research environments have in shaping careers of early-career faculty in terms of their research portfolio. We find that departments exert an attractive force over early-career newcomer faculty, who after their…

Physics and Society · Physics 2024-07-30 Lluis Danus , Robert H. Davis , Roger Guimera , Marta Sales-Pardo

Establishing an independent academic identity is a central yet insufficiently understood challenge for early-career researchers. However, limited resources and mentor-driven research agendas often constrain early efforts toward autonomy. To…

Digital Libraries · Computer Science 2026-03-27 Yanmeng Xing , Ye Sun , Tongxin Pan , Giacomo Livan , Yifang Ma

Current practices of quantifying performance by productivity leads serious concerns for psychological well-being of doctoral students and influence of research environment is often neglected in research evaluations. Acknowledgements in…

Computers and Society · Computer Science 2022-03-08 Ozgur Can Seckin , Onur Varol

Inequality prevails in science. Individual inequality means that most perish quickly and only a few are successful, while gender inequality implies that there are differences in achievements for women and men. Using large-scale…

Computers and Society · Computer Science 2024-10-23 Haiko Lietz , Mohsen Jadidi , Daniel Kostic , Milena Tsvetkova , Claudia Wagner

In this research, we examine the hypothesis that gender disparities in international research collaboration differ by collaboration intensity, academic position, age, and academic discipline. The following are the major findings: (1) while…

Digital Libraries · Computer Science 2022-03-28 Marek Kwiek , Wojciech Roszka

We quantify the long term impact that the coauthorship with established top-cited scientists has on the career of junior researchers in four different scientific disciplines. Through matched pair analysis, we find that junior researchers…

Physics and Society · Physics 2019-11-27 Weihua Li , Tomaso Aste , Fabio Caccioli , Giacomo Livan

The growing importance of citation-based bibliometric indicators in shaping the prospects of academic careers incentivizes scientists to boost the numbers of citations they receive. Whereas the exploitation of self-citations has been…

Physics and Society · Physics 2018-08-14 Weihua Li , Tomaso Aste , Fabio Caccioli , Giacomo Livan

The issue of gender bias in scientific publications has been a topic of ongoing debate. One aspect of this debate concerns whether women receive equal credit for their contributions compared to men. Conventional wisdom suggests that women…

Digital Libraries · Computer Science 2025-08-05 Keigo Kusumegi , Daniel E. Acuña , Yukie Sano

We examine gender differences in collaboration networks and academic career progression in physics. We use the likelihood and time to become a principal investigator (PI) and the length of an author's career to measure career progression.…

Physics and Society · Physics 2025-05-23 Mingrong She , Jan Bachmann , Fariba Karimi , Leto Peel

Elite economics PhD programs aim to train graduate students for a lifetime of academic research. This paper asks how advising affects graduate students' post-PhD research productivity. Advising is highly concentrated: at the eight…

General Economics · Economics 2025-02-18 Joshua Angrist , Marc Diederichs
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