While the adsorption properties of transition metal catalysts have been widely studied, leading to the discovery of various scaling relations, descriptors of catalytic activity, and well-established computational models, a similar understanding of semiconductor catalysts has not yet been achieved. In this work, we present a high-throughput density functional theory investigation into the adsorption properties of 5 oxides of interest to the photocatalytic CO2 reduction reaction: TiO2 (rutile and anatase), SrTiO3, NaTaO3, and CeO2. Using a systematic approach, we exhaustively identify unique...