This release introduces the FAIRness quality measures, a common FAIR vocabulary, and the FAIRness Quality Maturity Matrix (FAIR-QMM) as established by Peng et al. (2024; DOI: 10.1080/17538947.2024.2390431 as a systematic approach to assessing FAIR-compliance of digital datasets and reporting assessment results in a machine actionable fashion.