Smoothing
linear, exponential, and damped trends (TRENDSMOOTH)
Exponential smoothing with a trend
works much like simple smoothing except that two components
must be updated each period: level and trend. The
level is a smoothed estimate of the value of the data
at the end of each period. The trend is a smoothed
estimate of average growth at the end of each period.
To explain this type of forecasting,
let's review an application at Alief Precision Arms,
a company that manufactures high-quality replicas
of the Colt Single-Action Army revolver and other
revolvers from the nineteenth century. Alief was founded
in 1987 and experienced rapid growth through about
1994. Since 1994, growth has slowed and Alief is uncertain
about the growth that should be projected in the future.
The worksheet was developed to help
Alief compare several different types of trend forecasts.
This worksheet can produce a linear or straight-line
trend, a damped trend in which the amount of growth
declines each period in the future, or an exponential
trend in which the amount of growth increases each
period in the future.
TRENDSMOOTH is a robust model, relatively
insensitive to smoothing parameters provided that
they are approximately correct.