This depends on the type of potato you opt for. If you're using Yukon Golds or waxy potatoes, you can chop them first, which cuts way back on prep time. If you're using russet potatoes, however, I suggest you boil them whole, remove their peels after cooking, and then chop them to help retain a better shape.