Peel and cut 3 pounds potatoes into 1-inch pieces. Place in a large heavy-duty zip-top plastic bag; add 1/4 cup vegetable oil. Seal and shake to coat. Add 3 tablespoons Old Bay seasoning; seal and shake to coat. Place in a lightly greased 13- x 9-inch pan. Bake at 350° for 45 minutes.