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Cautious explorers generate more future academic impact
2023-06-29
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摘要

Some scientists are more likely to explore unfamiliar research topics while others tend to exploit existing ones. In previous work, correlations have been found between scientists' topic choices and their career performances. However, literature has yet to untangle the intricate interplay between scientific impact and research topic choices, where scientific exploration and exploitation intertwine. Here we study two metrics that gauge how frequently scientists switch topic areas and how large those jumps are, and discover that 'cautious explorers' who switch topics frequently but do so to 'close' domains have notably better future performance and can be identified at a remarkably early career stage. Cautious explorers who balance exploration and exploitation in their first four career years have up to 19% more citations per future paper. Our results suggest that the proposed metrics depict the scholarly traits of scientists throughout their careers and provide fresh insight, especially for nurturing junior scientists.

DOIarXiv:2306.16643
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出处Arxiv
WOS记录号PPRN:73639158
WOS类目Computer Science, Information Systems ; Physics, Applied
文献类型预印本
条目标识符https://kms.shanghaitech.edu.cn/handle/2MSLDSTB/348072
专题信息科学与技术学院
信息科学与技术学院_硕士生
信息科学与技术学院_PI研究组_张海鹏组
作者单位
1.ShanghaiTech Univ, Sch Informat Sci & Technol, Shanghai, Peoples R China
2.City Univ Hong Kong, Sch Data Sci, Hong Kong, Peoples R China
3.Fudan Univ, Shanghai Ctr Math Sci, Sch Data Sci, Shanghai, Peoples R China
推荐引用方式
GB/T 7714
Yang, Xingsheng,Ke, Zhaoru,Ke, Qing,et al. Cautious explorers generate more future academic impact. 2023.
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