Fairness is increasingly recognized as an important property of information access systems. Pairwise fairness is a measure of equity in ranking whose normative grounding has not been clearly studied nor discussed in the literature. In this work, we target this gap by providing a clear interpretation for this family of measures, by demonstrating and remedying its key limitations, and by analysing its relationship to other measures of fair ranking.