Combine potatoes, 1 teaspoon olive oil, 1/4 teaspoon salt, and 1/4 teaspoon pepper in a large bowl; toss well to coat potatoes. Arrange potatoes in a single layer on a jelly-roll pan coated with cooking spray.
Bake at 450 for 30 minutes or until potatoes are tender and golden, stirring after 15 minutes.