Residuals of the stellar-mass prediction for individual galaxies as a function of halo mass for five test SAM catalogs at four redshifts. Dashed curves and shaded regions show the median and 16th–84th percentile range within each halo-mass bin. For visual clarity, the displayed points are randomly subsampled, while the summary curves use all available galaxies.