The second descriptor is a hysteresis-based measure that quantifies the difference between the forward and reverse scan, shown in Figure . This descriptor is inspired by the minimal hysteresis and characteristic shape of the KS zone voltammograms. Unlike the error-based descriptor, this approach does not require any pre-training of a model and can be calculated directly from experimental data using equation 7: