Scholarlink

<p>Some scientists explore unfamiliar topics, while others exploit existing ones, yet the link between these choices and academic performance remains unclear. Prior studies offer conflicting evidence, often relying on single metrics and overlooking confounding factors. To address this, we complement the traditional switch frequency metric with switch distances, control for confounders, and establish a clear connection between past switching behaviors and future performance. We identify a group, ‘conservative adventurers’, who frequently switch topics within close domains, excelling in future performance compared to others (up to 19% more citations per future paper). This rare behavioral pattern suggests an effective balance between exploration and exploitation. Beyond correlations, we question whether conservative adventuring can be intentionally adopted as a strategy. While proving intentionality is challenging, individuals who drastically transition to conservative adventurers likely do so purposefully, achieving significant performance gains. Our findings, based on three datasets covering 31,780,857 papers in physics, biomedicine, and chemistry primarily since the twentieth century (1976–2015 for physics; 1900–2021 for biomedicine and chemistry), provide insights for scientific career understanding and planning, particularly for junior scientists.</p>

错误：搜索内容不能为空，请输入英文关键词
错误：关键词超出字数限制，请精简
高级检索

Conservative adventurers have more future academic impact

  • 期刊论文

  • 发表日期：

    2026年7月28日

查看全文
  • Xingsheng Yang,
  • Zhaoru Ke,
  • Xiangyi Xiao,
  • Qing Ke,
  • Fengnan Gao,
  • Haipeng Zhang

摘要

Some scientists explore unfamiliar topics, while others exploit existing ones, yet the link between these choices and academic performance remains unclear. Prior studies offer conflicting evidence, often relying on single metrics and overlooking confounding factors. To address this, we complement the traditional switch frequency metric with switch distances, control for confounders, and establish a clear connection between past switching behaviors and future performance. We identify a group, ‘conservative adventurers’, who frequently switch topics within close domains, excelling in future performance compared to others (up to 19% more citations per future paper). This rare behavioral pattern suggests an effective balance between exploration and exploitation. Beyond correlations, we question whether conservative adventuring can be intentionally adopted as a strategy. While proving intentionality is challenging, individuals who drastically transition to conservative adventurers likely do so purposefully, achieving significant performance gains. Our findings, based on three datasets covering 31,780,857 papers in physics, biomedicine, and chemistry primarily since the twentieth century (1976–2015 for physics; 1900–2021 for biomedicine and chemistry), provide insights for scientific career understanding and planning, particularly for junior scientists.