Inequality in measuring scholarly success: Variation in the h-index within and between disciplines

Ryan Light, Aaron Gullickson and Jill Ann Harrison

PLOS ONE, 2025, vol. 20, issue 1, 1-16

Abstract: Scholars and university administrators have a vested interest in building equitable valuation systems of academic work for both practical (e.g., resource distribution) and more lofty purposes (e.g., what constitutes “good” research). Well-established inequalities in science pose a difficult challenge to those interested in constructing a parsimonious and fair method for valuation as stratification occurs within academic disciplines, but also between them. The h-index, a popular research metric, has been formally used as one such method of valuation. In this article, we use the case of the h-index to examine how the distribution of research metrics reveal within and between discipline inequalities. Using bibliometric data from 1960-2019 on over 50,000 high performing scientists—the top 2% most frequently cited authors—across 174 disciplines, we construct random effects within-between models predicting the h-index. Results suggest significant within-discipline variation in several forms, specifically sole-authorship and female penalties. Results also show that a sole authorship penalty plays a significant role in well-known between-discipline variation. Field-specific models emphasize the “apples-to-oranges,” or incommensurable, property of cross-discipline comparison with significant heterogeneity in sole-authorship and female penalties within fields. In conclusion, we recommend continued caution when using the h-index or similar metrics for valuation purposes and the prioritization of substantive valuations from disciplinary experts.

Date: 2025
References: Add references at CitEc
Citations:

Downloads: (external link)
https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0316913 (text/html)
https://journals.plos.org/plosone/article/file?id= ... 16913&type=printable (application/pdf)

Related works:
This item may be available elsewhere in EconPapers: Search for items with the same title.

Export reference: BibTeX RIS (EndNote, ProCite, RefMan) HTML/Text

Persistent link: https://EconPapers.repec.org/RePEc:plo:pone00:0316913

DOI: 10.1371/journal.pone.0316913

Access Statistics for this article

More articles in PLOS ONE from Public Library of Science
Bibliographic data for series maintained by plosone ().