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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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