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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.
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