Going beyond bulk ICOHP has also significant downside for rapid screening, however knowledge of the limitations is necessary to advance this method. These challenges highlight the need for further refinement and approximations in ICOHP-based descriptors to capture the complexity of catalytic behavior in transition metal oxides. This research provides a more robust framework for understanding the reactivity and stability of electrode materials for oxidative catalysis.