Comparison of the shift parameters obtained from the KiDS-Legacy data and the SOM bias obtained from SKiLLS. The short grey and blue lines indicate the bias in the mean and median SOM redshift, the red data points the shift-fit parameters D_z when fitting CC measurements with the N_SOM(z). The black data points represent the difference between the empirical median SOM bias estimate and the shift-fit parameter.