Winter's exponential smoothing This method uses three parameters to obtain forecasts: a smoothing constant for the data (alpha), a smoothing constant for the seasonal estimate (beta), and a smoothing constant for the trend estimate (gamma). This method predicts very accurately in some cases. It is useful when quick forecasts of a number of series are needed.