In our previous two studies 1,2 , we first investigated correlation between adsorption energies and bulk ICOHP values of MO2 metal oxides. Following this, we expanded our research to include a broader range of oxidation states of transition metals expanding from +2 to +6 (extended dataset). Our findings showed that in most cases bulk ICOHP values can predict surface reactivity.