Evidence map›Paper›PMID 40215276›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2025

Global subnational estimates of migration of scientists reveal large disparities in internal and international flows.

Aliakbar Akbaritabar, Maciej J Dańko, Xinyi Zhao, Emilio Zagheni

Abstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Article
  2. Global subnational estimates of migration of scientists reveal large disparities in internal and international flows.Proceedings of the National Academy of Sciences of the United States of America · 2025
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Aliakbar AkbaritabarDepartment of Digital and Computational Demography, Max Planck Institute for Demographic Research, Rostock 18057, Germany.ORCID 0000-0003-3828-1533
Maciej J DańkoDepartment of Digital and Computational Demography, Max Planck Institute for Demographic Research, Rostock 18057, Germany.ORCID 0000-0002-7924-9022
Xinyi ZhaoDepartment of Digital and Computational Demography, Max Planck Institute for Demographic Research, Rostock 18057, Germany.ORCID 0000-0002-2552-7795
Emilio ZagheniDepartment of Digital and Computational Demography, Max Planck Institute for Demographic Research, Rostock 18057, Germany.ORCID 0000-0002-7660-8368

Funding

Bundesministerium für Bildung und Forschung (BMBF) 16WIK2101A
6 · The paper itself

Abstract

Researchers are key contributors to innovation. Their migration results in talent circulation and recombination of ideas. Due to data shortage, little is known about subnational mobility of scientists and the interrelationships between their internal and international migration patterns. We used data on 30+ million Scopus publications of 19+ million authors to infer migration from changes in affiliations. Our publicly shared database of global subnational estimates of migration reveals relevant disparities in the attractiveness of subnational regions. While, at the country level, some countries have acted as a global hub that attracts scholars from throughout the world, at the subnational level, some of their regions have negative net migration rates, with implications for scientific output and regional development, as well as the perpetuation of migration corridors. On average, subnational inequalities in attracting and sending scholars have increased for international but decreased for internal migration. In most countries, there is no single trend such that all subnational regions have been sending or receiving more scholars. Instead, a mix of patterns has been simultaneously at work, on the backdrop of globalization of migration, which is an asymmetric process where specific regions and subpopulations have higher access to international migration. For most subnational regions, when they are attractive for international migrants, they are also attractive for internal migrants, which is not always the case for emigration. Our results have implications for the global circulation of academic talent by adding the dimension of internal migration to "brain drain" and "brain circulation" in international migration.

Indexed as

Emigration and ImmigrationInternationalityResearch PersonnelHumansbibliometric datainternal migrationinternational migrationsubnational scientific mobility

Identifiers

PMID40215276
PMCPMC12012457

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.