Subfield Normalization in the Multiplicative Case: Average-Based Citation Indicators

Working Paper: CEPR ID: DP8715

Authors: Neus Herranz; Javier Ruiz-Castillo

Abstract: This paper investigates the citation impact of three large geographical areas -- the U.S., the European Union (EU), and the rest of the world (RW) -- at different aggregation levels. The difficulty is that 42% of the 3.6 million articles in our Thomson Scientific dataset are assigned to several sub-fields among a set of 219 Web of Science categories. We follow a multiplicative approach in which every article is wholly counted as many times as it appears at each aggregation level. We compute the crown indicator and the Mean Normalized Citation Score (MNCS) using for the first time sub-field normalization procedures for the multiplicative case. We also compute a third indicator that does not correct for differences in citation practices across sub-fields. It is found that: (1) No geographical area is systematically favored (or penalized) by any of the two normalized indicators. (2) According to the MNCS, only in six out of 80 disciplines -- but in none of 20 fields -- is the EU ahead of the U.S. In contrast, the normalized U.S./EU gap is greater than 20% in 44 disciplines, 13 fields, and for all sciences as a whole. The dominance of the EU over the RW is even greater. (3) The U.S. appears to devote relatively more -- and the RW less -- publication effort to subfields with a high mean citation rate, which explains why the U.S./EU and EU/RW gaps for all sciences as a whole increase by 4.5 and 5.6 percentage points in the un-normalized case.

Keywords: citation analysis; European paradox; journal classification; normalization; research performance; Web of Science categories

JEL Codes: O31; Y80; Z00


Causal Claims Network Graph

Edges that are evidenced by causal inference methods are in orange, and the rest are in light blue.


Causal Claims

CauseEffect
Higher publication efforts in certain subfields (A14)Increased citation impacts (A14)
EU is ahead of the US in only six out of 80 disciplines (O52)Limited competitive edge in specific fields (L19)
Normalized EU-US gap exceeds 20 in 44 disciplines (F55)Substantial relative performance difference favoring the US (P17)
No geographical area is systematically favored or penalized by either normalized indicator (P47)Normalized citation performance does not consistently advantage one area over another (A14)

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