Supported transition metal oxides are an important class of catalysts with a wide range of industrially relevant applications. However, commonly used synthesis techniques to prepare these catalysts often result in a complex mixture of surface species. This inhomogeneity makes it difficult to understand what specific structures might be responsible for...