ResearchHub · Scientist Ranking Academy
Ranking Scientists in Small Specialties
Why tiny comparison groups create uncertainty and demand cautious statistical interpretation.
The instability problem
In a specialist area with few eligible researchers, a single new profile or citation update can substantially change relative positions. A percentile calculated from a tiny sample should not be treated as a stable summary of the entire field.
Coverage can skew the cohort
Researchers outside major journal indexes may be underrepresented, particularly when the discipline relies on books, local-language materials or specialist proceedings. An apparently complete leaderboard may therefore represent only a subset of valid scholars.
Methodology choices
RSIS documents a field-baseline rule and a fallback when enough comparable field records are unavailable. The fallback is a practical approximation, not proof that researchers across different fields are directly equivalent.
How readers should respond
Look for cohort size, source coverage and field definition alongside the result. Consider publication context before interpreting small positional differences, and avoid absolute claims based on sparse datasets.