Sweet Potato Casserole Recipe Pecans : Looking for a crowd-pleasing dish to include on your Thanksgiving menu this year?  This sweet potato casserole recipe pecans included, of course, is a must-have at our house every Thanksgiving. It’s the perfect blend of sweet potatoes and pecans, creating a traditional favorite with a sweet southern crunch.