Abstract The average Category Normalised Citation Impact (CNCI) of an institution’s publication output is a widely used indicator for research performance benchmarking. However, it combines all entity contributions, obscuring individual inputs and preventing clear insight sound policy recommendations if not correctly understood. Here, variations (Fractional Collaboration [Collab] CNCI)—which ai...