This paper proposes a new accountability and transparency evaluation framework (AccTEF) for ontology-based systems (OSysts). AccTEF is based on an analysis of the relation between set widely accepted data governance principles, i.e. findable, accessible, interoperable, reusable (FAIR) concepts. The input ontologies vocabularies OSysts are addressed by analyzing vocabulary ontology quality metri...