Several strategies can be employed to minimize over oxidation. One approach is the design of catalysts that are highly selective towards the desired intermediate oxidation states. This can be achieved through the use of bimetallic catalysts, core-shell structures, or catalysts with tailored active sites. Additionally, optimizing reaction conditions such as temperature, pressure, and oxygen concentration can help in reducing over oxidation.