FAIROs, a framework for assessing the compliance of a Research Object (and its constituents) against the FAIR principles. FAIROs reuses existing FAIR validators for individual resources and proposes i) two scoring methods for assessing the fairness of Research Objects, ii) an initial implementation of the scoring methods in the FAIROs framework, and iii) an explanation-based approach designed to visualize the obtained scores.