Knowledge graphs nimbly connect diverse data sources and types in order to facilitate new insights. To have confidence in the output, it is imperative to understand the quality of our data in a quantifiable way. Drawing on our own experience building a knowledge graph of authors, we present an evaluation and assessment of the data quality of one, commonly used data source in the life sciences: PubMed bibliographic citations.