When impact signals become noisy: RI² as an early warning framework for university rankings

The changing meaning of bibliometric indicators For many years, publication and citation indicators, such as those used in the CWTS Leiden Ranking, could be interpreted in relatively straightforward terms. Publication counts were treated as a proxy for research activity and volume. Citation impact was generally understood as a marker of scientific influence and visibility.