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The policy debate around researchers' geographic mobility has been moving away from a theorized zero-sum game in which countries can be winners (brain gain) or losers (brain drain), and toward the concept of brain circulation, which implies…

Digital Libraries · Computer Science 2019-08-01 Samin Aref , Emilio Zagheni , Jevin West

The comprehension of the mechanisms behind the mobility of skilled workers is of paramount importance for policy making. The lacking nature of official measurements motivates the use of digital trace data extracted from ORCID public…

Applications · Statistics 2023-02-16 Jacopo Ghirri , Marta Mastropietro , Simone Vantini , Francesca Ieva , Matteo Fontana

We study international mobility in academia, with a focus on the migration of published researchers to and from Russia. Using an exhaustive set of over $2.4$ million Scopus publications, we analyze all researchers who have published with a…

Digital Libraries · Computer Science 2021-06-16 Alexander Subbotin , Samin Aref

In this article we analyze the global flow of migrants from 206 source countries to 145 destination countries (2006-2010) and focus on the differences in the migration network pattern between destination and source counters as represented…

Physics and Society · Physics 2015-11-18 Idan Porat , Lucien Benguigui

In this work we study international migrations of researchers, scientists, and academics from a complex-network perspective to identify the central countries involved in the migration phenomenon. We define the scientific migration network…

Social and Information Networks · Computer Science 2021-10-08 Alessandra Urbinati , Edoardo Galimberti , Giancarlo Ruffo

The sustainability of the academic ecosystem relies on researcher demographics and gender balance, yet assessing these dynamics in a timely manner for policy is challenging. Here, we propose a researcher population pyramid framework for…

Digital Libraries · Computer Science 2026-03-17 Kazuki Nakajima , Takayuki Mizuno

Studying abroad has become very popular among students. The ERASMUS mobility program is one of the largest international student exchange programs in the world, which has supported already more than three million participants since 1987. We…

Physics and Society · Physics 2016-04-27 L. Böttcher , N. A. M. Araújo , J. Nagler , J. F. F. Mendes , D. Helbing , H. J. Herrmann

Differences in the social and economic environment across countries encourage humans to migrate in search of better living conditions, including job opportunities, higher salaries, security and welfare. Quantifying global migration is,…

Physics and Society · Physics 2021-07-07 Luis E C Rocha , Petter Holme , Claudio D G Linhares

International mobility in academia can enhance the human and social capital of researchers and consequently their scientific outcome. However, there is still a very limited understanding of the different mobility patterns among scholars…

Digital Libraries · Computer Science 2022-03-30 Fakhri Momeni , Fariba Karimi , Philipp Mayr , Isabella Peters , Stefan Dietze

The phenomenon of brain drain, that is the emigration of highly skilled people, has many undesirable effects, particularly for developing countries. In this study, an agent-based model is developed to understand the dynamics of such…

Physics and Society · Physics 2021-03-30 Furkan Gürsoy , Bertan Badur

Scientific mobility shapes individual research careers and national innovation by enabling knowledge exchange, fostering collaborations, and providing access to leading research environments. Studying international mobility patterns of…

Physics and Society · Physics 2025-09-23 Siraj TM , Harikrishnan S , Mathew Vincent , Sandeep Chowdhary , Chandrakala Meena

Problem, Research Strategy, and Findings: Planning professions in the United States navigate complex and dynamic career landscapes under rapid urban changes, yet comprehensive evidence regarding their career trajectories, advancement…

Computers and Society · Computer Science 2026-05-14 Yan Wang , Su Jeong Jo

Germany has become a major country of immigration, as well as a research powerhouse in Europe. As Germany spends a higher fraction of its GDP on research and development than most countries with advanced economies, there is an expectation…

Digital Libraries · Computer Science 2021-04-28 Xinyi Zhao , Samin Aref , Emilio Zagheni , Guy Stecklov

Our understanding of gender differences in mobility is marked by a clear tension: surveys portray women's movements as more complex than men's, while digital traces suggest less diverse travel. Here, we resolve the contradiction by modeling…

Physics and Society · Physics 2026-04-02 Sílvia de Sojo , Sune Lehmann , Laura Alessandretti

Scientific knowledge flows enable cumulative progress by connecting researchers across disciplines, institutions, and countries. Yet it remains unclear how geography and national structures continue to shape these exchanges in an…

General Economics · Economics 2026-04-03 Leyan Wu , Yong Huang , Wei Lu , Akrati Saxena , Vincent Traag

The Brain Drain phenomenon is particularly heterogeneous and is characterized by peculiar specifications. It influences the economic fundamentals of both the country of origin and the host one in terms of human capital accumulation. Here,…

Physics and Society · Physics 2014-05-22 A. E. Biondo , A. Pluchino , A. Rapisarda

Novel data has been leveraged to estimate socioeconomic status in a timely manner, however, direct comparison on the use of social relations and talent movements remains rare. In this letter, we estimate the regional economic status based…

Physics and Society · Physics 2019-06-12 Jun Wang , Jian Gao , Jin-Hu Liu , Dan Yang , Tao Zhou

The web radically changed the dissemination of information and the global spread of news. In this study, we aim to reconstruct the connectivity patterns within nations shaping news propagation globally in 2022. We do this by analyzing a…

Social and Information Networks · Computer Science 2024-01-19 Shayan Alipour , Niccolò Di Marco , Michele Avalle , Gabriele Etta , Matteo Cinelli , Walter Quattrociocchi

Thanks to the widespread availability of large-scale datasets on scholarly outputs, science itself has come under the microscope with the aim of capturing a quantitative understanding of its workings. In this study, we leverage…

Social and Information Networks · Computer Science 2021-05-17 Pavlos Paraskevopoulos , Chiara Boldrini , Andrea Passarella , Marco Conti

Online professional social networking platforms provide opportunities to expand networks strategically for job opportunities and career advancement. A large body of research shows that women's offline networks are less advantageous than…

Social and Information Networks · Computer Science 2023-08-28 Ghazal Kalhor , Hannah Gardner , Ingmar Weber , Ridhi Kashyap
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