The Tilted Playing Field for Women in Science

2026-06-24

AI Summary

This study investigates the asymmetric impact of institutional prestige on collaborative opportunities and high-impact research output for male and female scientists. Leveraging a dataset of nearly five million papers and 6.5 million authors, the analysis integrates bibliometric methods, co-authorship network clustering, and distribution-sensitive statistical modeling. It reveals, for the first time, that the benefits conferred by institutional prestige are gendered: men consistently accrue advantages across all institutional tiers, with gains amplifying as their achievements grow, whereas women experience comparable benefits only at elite institutions. Furthermore, women’s collaboration networks are more confined within their home institutions, while men engage more extensively in cross-institutional collaborations. The study also demonstrates that the relationship between prestige and high-impact output is nonlinear, underscoring entrenched structural inequities in scientific recognition and opportunity.

Abstract

Institutional prestige shapes access to resources, visibility, and collaboration opportunities in science. Yet whether prestige benefits researchers equally, and how it relates to differences in scientific productivity and collaboration, remains unclear. Here, we quantify prestige advantage as the relative likelihood that researchers at higher-ranked institutions have more collaborators and produce more high-impact papers compared to their lower-ranked peers. Analyzing nearly 5 million papers by 6.5 million authors across more than 65,000 institutions, we present a distributional, tail-sensitive framework to compare prestige advantage across groups. We find that the association between prestige and scientific achievement differs systematically by gender. While both men and women benefit from prestige, the returns are not gender-neutral: women experience comparable advantages only at the most elite institutions, whereas men retain persistent advantages across the broader hierarchy, with disparities widening at higher levels of achievement. Prestige advantage also grows nonlinearly, disproportionately benefiting authors at the most elite institutions. These differences align with collaboration patterns: women's networks are more locally clustered and focused on their own institution, while men collaborate more broadly across institutional strata. Together, these findings reveal a tilted playing field in science: one where prestige amplifies success unevenly and network structure shapes who can access its benefits.

Problem

• prestige advantage
• gender disparity
• scientific productivity
• collaboration networks
• institutional hierarchy

Innovation

• prestige advantage
• gender disparity
• scientific collaboration
• institutional hierarchy
• network structure