This method is appropriate for nonseasonal time series data with no obvious upward or downward trend. The current level of a series is calculated as a weighed average of all observations. A simple exponential smoothing forecast for any future time period is the estimated value of the current level. Therefore the forecast will be constant for all future values of a time series.

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