Preheat oven to 400°F. Peel shrimp (leaving tails on) and toss with olive oil, salt and pepper in a bowl.
Place shrimp in a single layer on a cookie sheet. Bake for 8-10 minutes until cooked thru. Allow to cool before serving with your favorite dipping sauce or eat immediately.