In the on-board HP printer profile. You would do that for every frequently used profile any time you change a head (hence the preference to change multiple heads) . I think some on here even re-calibrate daily or weekly although that seems excessive to me.
Also, you mentioned panels not matching. As mentioned elsewhere in this forum, rotating every other panel 180 will lessen the appearance of color shift panel to panel. (e.g. - bottom of panel 1 is followed by print of bottom of panel 2) Haven't had that issue but we do that anyway as a best practice.