Assessing real-world medication data completeness

•Real-world patient data is increasingly used secondarily for research.•Data quality assessment methods have been studied, including data completeness.•The focus of our research was on the completeness of medication data.•Implicitly missing data studied, such as no insulin data for type 1 diabetic.•Method to assess degree of missing medication data provided.