Roughness thus enters the model as a central key parameter, designed to effectively capture the influence of catalyst morphology on the resulting product selectivity. Importantly, as a commonly measurable quantity (e.g. through capacitive charging, or measured current densities), this parameter ρ also allows us to draw a direct relation to experimental trends in the following.