I always take the skin off as well. We caught some small ones at Santee a few years back and cleaned them whole like small bream and they did not taste as good. I think they have a stronger fish taste in the skin like the stripers so I always take the skin off. Besides, I can do that quicker than I can scale them anyway.
When they are filleted and skinned we cannot taste any difference in them and other pan fish. They are all good.
By the way, you probably know this already but the bio info on the white perch says it's closest relative is the striped bass. The perch name was a misnomer.
Kind of ironic the white perch is not a perch and the LM bass is not a bass.
Mark 1:17 ...I will make you fishers of men