ACB is plenty experienced for this position. The fact of the matter is an appellate level justice (e.g. a scotus justice) isn’t a technically complex position that requires managing complex calendars or cases or even facts like say a trial court judge.
What it does require is being intelligent, able to conduct legal research, and ability to articulate the legal position being taken. Indeed, raw intelligence is a better qualifier for an appellate justice than bench experience.