2. The method with which users were next most satis¯ed is ex-

ponential smoothing. This ¯nding is consistent with empir- exponential ical studies reporting that exponential smoothing is capable smoothing of considerable accuracy, is easy to understand, and can be used routinely and with little e®ort to forecast for many, often thousands, of items.