Wipe out skillet, and return to stovetop over medium-low heat. Add olive oil. In large bowl, beat eggs, milk, and salt and pepper with whisk. Pour into skillet and cook 5 to 7 minutes, stirring occasionally, until eggs are a soft scramble. Remove from heat; stir in 1 cup of the shredded cheese. Spread evenly over top of mixture in baking dish.