arXiv:2605.12514cs.SIcs.CV2026-05

团队结构多样性越高,越容易产生颠覆性创新。

Structural Diversity Drives Disruptive Scientific Innovation

论文配图:Structural Diversity Drives Disruptive Scientific Innovation
图 1 · 摘自论文原文
  • 用结构多样性衡量团队跨知识社群的连接程度。
  • 结构多样性显著提升突破性成果,且能化解规模越大越难创新的问题。
  • 适合关注科研组织、团队设计的研究者和管理者阅读。

科学创新日益依赖协作,但促进突破性想法的组织结构仍不清晰。现有指标如团队规模或构成多样性仅反映表面特征,未能揭示协作网络的深层架构。本文提出结构多样性(SD):衡量团队在其过往合作网络中连接多个不同知识社群的程度。基于1900至2025年涵盖2.6亿篇科学论文的百年数据集,结合因果推断与美国国家科学基金会2012年政策变化这一准自然实验,我们发现SD是颠覆性创新的强大且稳健预测因子,优于传统指标如团队新颖性与边密度。此外,SD与团队规模正相关,可将规模从负担转化为创造性融合的资源。其机制之一是学科整合(DI):高结构多样性的团队更善于将异质知识组合成新构型。研究将SD确立为新的理论概念与可操作的协作设计原则,揭示了集体智能如何通过团队结构系统性地激发颠覆性创新。

原文摘要 · Abstract (English)

Scientific innovation increasingly depends on collaboration, yet the organizational structure that fosters breakthrough ideas remains poorly understood. Existing metrics - such as team size or compositional diversity - capture readily observable characteristics but not the deeper architecture of collaboration. We introduce Structural Diversity (SD): the extent to which a team bridges multiple distinct knowledge communities within its prior collaboration network. Using a century-scale dataset of 260 million scientific publications (1900-2025) and combining causal inference with a quasi-natural experiment based on a U.S. National Science Foundation policy change in 2012, we show that SD is a powerful and robust predictor of disruptive innovation, outperforming traditional team novelty indicators such as team freshness and edge density. Moreover, SD positively interacts with team size and is able to mitigate the well-known "curse of scale" by transforming scale from a liability into a resource for creative synthesis. We find that one mechanism underlying this effect is Disciplinary Integration (DI): teams with higher SD can more effectively combine heterogeneous knowledge into novel configurations. Our findings position SD as both a new theoretical construct and an actionable design principle for organizing scientific collaboration. By linking the architecture of team assembly to the dynamics of creative discovery, our work offers a structural explanation for how collective intelligence can be systematically engineered to foster disruptive innovation.

科研创新团队结构学科整合

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