LAUSR

Spinel oxides have attracted growing interest over the years for catalysing the oxygen evolution reaction (OER) due to their efficiency and cost-effectiveness, but fundamental understanding of their structure–property relationships remains elusive. Here we demonstrate that the OER activity on spinel oxides is intrinsically dominated by the covalency competition between tetrahedral and octahedral sites. The competition fabricates an asymmetric M T −O−M O backbone where the bond with weaker metal–oxygen covalency determines the exposure of cation sites and therefore the activity. Driven by this finding, a dataset with more than 300 spinel oxides is computed and used to train a machine-learning model for screening the covalency competition in spinel oxides, with a mean absolute error of 0.05 eV. [Mn] T [Al 0.5 Mn 1.5 ] O O 4 is predicted to be a highly active OER catalyst and subsequent experimental results confirm its superior activity. This work sets mechanistic principles of spinel oxides for water oxidation, which may be extendable to other applications. Spinel oxides have attracted interest as water oxidation catalysts due to their efficiency and cost-effectiveness. Now, the covalency competition between tetrahedral and octahedral sites is shown to dominate the OER activity on spinel oxides, and the design principle is used to predict and confirm the superior activity of [Mn]T[Al 0.5 Mn 1.5 ] O O 4 .