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By curating a unique data set from China\u2019s 10-year talent recruitment program, we employed multiple matching designs to quantify the effects of the cross-border recruitment with talent hats on early-career STEM scholars. Our findings indicate that the cross-border talents perform better than their comparable contenders who move without talent hats and those who do not move in terms of publication numbers, citation, publication quality, and collaborator numbers, given equivalent scientific performance before relocation. Moreover, we observed that scholars in experimental fields derive more significant benefits from the talent program than those in nonexperimental fields. Finally, we investigated how the changes in the scientific environment of scientists affect their future performance. We found that talents who reassembled their collaboration network with new collaborators in new institutions after job replacement experienced significant improvements in their academic performance. However, shifting research directions entails risks, which results in a subsequent decrease in future academic performances following the relocation. This study has significant implications for young scientists, research institutions, and governments concerning cultivating cross-border talents.<\/jats:p>","DOI":"10.1162\/qss_a_00312","type":"journal-article","created":{"date-parts":[[2024,5,6]],"date-time":"2024-05-06T14:12:47Z","timestamp":1715004767000},"page":"516-532","update-policy":"https:\/\/doi.org\/10.1162\/mitpressjournals.corrections.policy","source":"Crossref","is-referenced-by-count":4,"title":["Talent hat, cross-border mobility, and career development in China"],"prefix":"10.1162","volume":"5","author":[{"ORCID":"https:\/\/orcid.org\/0009-0001-0800-4175","authenticated-orcid":true,"given":"Yurui","family":"Huang","sequence":"first","affiliation":[{"name":"Department of Statistics and Data Science, Southern University of Science and Technology, Shenzhen, 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