Smoothing with Trend and Seasonality
Single exponential smoothing is for trendless data.
For data with a trend, use Holt’s method with two smoothing constants (one for trend and one for level).
For data with both trend and seasonality, use Winters’s method with three smoothing constants (for trend, level, and seasonality.