I think like JimmyHAD if I were actively honing I might leave the tape on. Just in case for whatever reason I discovered after stropping I needed to revisit the rocks.

But if we're talking daily maintenance stropping I imagine the leather should give enough to make up the difference created by a layer or 2 of tape. So I wouldn't fuss over re-taping a razor for daily shave stropping.