The shelter issue some have raised is valid but I believe a bit over-rated. Every contestant already has "shelter" in terms of good winter clothing and a good sleeping bag / tarp. A quick shelter that uses minimum calories on the first day is probably wise. Then scout / hunt / fish until you know the area better. Picking a good shelter location could make a big difference, especially if a lot of calories were not already invested in making the original shelter.