The pervasive impact–innovation mismatch in individual scientific careers

A deep understanding of scientists’ career trajectories is fundamental to advancing science, guiding career advancement, award selection, and funding allocation. Academic impact and innovativeness represent two critical dimensions for assessing a scholar’s career contributions, while their intrinsic relationship at the individual level remains unclear. By utilizing large-scale bibliometric data, we uncover a pervasive negative correlation between the citation impact of paper sequences over the course of a scholar’s career and their innovativeness, captured by the disruption index and corroborated by the atypical journal combination index, indicating that a scientist’s more disruptive work tends to receive fewer citations on average. This mismatch is robust across most scientific disciplines, has been intensifying over recent decades, and is most pronounced for scholars with higher average citations and larger team sizes. We further propose a simple mechanistic model, grounded in the recognition delay for disruptive work and the limited attention of scholars, which reproduces the observed empirical patterns. Our findings uncover a fundamental tension between garnering widespread attention and producing disruptive work at the individual level, while also offering new perspectives for academic evaluation and promoting the dissemination of innovation.

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Publication Details

Journal
Chaos Solitons & Fractals
Published
2026-10-16
DOI
https://doi.org/10.1016/j.chaos.2026.119314
Primary Topic
scientometrics and bibliometrics research
Type
article
Field-Weighted Citation Impact
0.00

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article

The pervasive impact–innovation mismatch in individual scientific careers

Yuhao Zhou, An Zeng, Ruijie Wang, Tao Zhu et al.
Chaos Solitons & Fractals
scientometrics and bibliometrics research
article

The pervasive impact–innovation mismatch in individual scientific careers

Yuhao Zhou, An Zeng, Ruijie Wang, Tao Zhu, Wenhui Li
article en

Abstract

A deep understanding of scientists’ career trajectories is fundamental to advancing science, guiding career advancement, award selection, and funding allocation. Academic impact and innovativeness represent two critical dimensions for assessing a scholar’s career contributions, while their intrinsic relationship at the individual level remains unclear. By utilizing large-scale bibliometric data, we uncover a pervasive negative correlation between the citation impact of paper sequences over the course of a scholar’s career and their innovativeness, captured by the disruption index and corroborated by the atypical journal combination index, indicating that a scientist’s more disruptive work tends to receive fewer citations on average. This mismatch is robust across most scientific disciplines, has been intensifying over recent decades, and is most pronounced for scholars with higher average citations and larger team sizes. We further propose a simple mechanistic model, grounded in the recognition delay for disruptive work and the limited attention of scholars, which reproduces the observed empirical patterns. Our findings uncover a fundamental tension between garnering widespread attention and producing disruptive work at the individual level, while also offering new perspectives for academic evaluation and promoting the dissemination of innovation.

Chaos Solitons & FractalsVol. 213
Beijing Normal University (CN), Guangzhou University (CN), China University of Petroleum, East China (CN)
National Natural Science Foundation of China, Fundamental Research Funds for the Central Universities
Openalex Percentile: Top 10%
scientometrics and bibliometrics research
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