Our analysis highlights the difficulties associated with comprehensively characterizing the exact nature of oxygenated species on the catalyst. These challenges arise from the simultaneous presence of many types of oxygenated species, particularly at higher coverages where the Pt skeleton displays a diverse electronic structure. This picture increases in complexity as such a variety of species will interact differently with electrochemical phenomena (here absent) in various ways, leading to a range of observable effects.