Inequality in measuring scholarly success: Variation in the h-index within and between disciplines.
Inequality in measuring scholarly success: Variation in the h-index within and between disciplines.
Blog Article
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 Air Fresheners 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 Booster Seats 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.