Variability, Irregular Publisher Metadata, and the Ongoing Evolution of Databases Complicates Reproducibility in Bibliometrics Research
Bibliometric databases are essential tools for research and publishing strategy. But the variability in how they parse publisher metadata and their constant evolution makes it difficult, if not impossible, to exactly reproduce any given piece of research.