Preheat oven to 450°. Combine potatoes, carrots, and parsnips in a medium bowl. Add olive oil, salt, pepper, and garlic; toss well to coat. Arrange vegetable mixture on a rack placed in a broiler pan. Bake at 450° for 28 minutes, stirring after 10 minutes.