This publication describes the development of standardized contextual data quality-control (QC) tags by PHA4GE to support the responsible sharing and reuse of lower-quality or purpose-specific genomic datasets. Implemented using ontologies and adopted by public health networks such as FDA’s GenomeTrakr, the tags improve dataset discoverability, interpretation, and transparency across public repositories.