Peel potatoes and cut into large chunks; place in a shallow 2-qt baking pan. Pour butter over and toss until well coated. Sprinkle with paprika, salt and pepper. Bake, uncovered, at 350 degrees F for 45-60 minutes or until potatoes are tender.