There are many methods of forecasting that
predict a variety of things. Extrinsic methods involve factors
outside a company, such as economic conditions or the sale of
other goods. Attempts are made to show some pattern or correlation
linking products with these factors to forecast the demand for
your products. Qualitative forecasting techniques involve
judgment, intuition and informal opinions and are used mainly by
senior managers. Also, while this method must be used for new
products, since no historical data exist, it is not specific
enough to forecast many different manufactured products for
extended periods of time. Most forecasting that is done for
manufacturers, however, is related to a products sales history
and, typically, does not recognize any outside factors. There are
some simple techniques that can be used to apply some of these
outside factors to traditional methods that, most important, can
improve the reliability and trust in the company's forecasts.
Characteristics
Forecasts have six major characteristics or
principles that, when sufficiently understood, can provide insight
into the need for further enhancements of a purely mathematical
projection:
Principle 1
Forecasts are almost always wrong. With the
exception of sheer luck, it is very difficult to project future
unknown events exactly. We must learn to accept this first
principle and not use incorrect forecasts as an excuse for other
problems. Late shipments, backorders and excess inventories can be
the result of problems on the shop floor. Small errors in
forecasting often take the blame, which leaves the real problems
unattended.
Principle 2
Forecasts must include some measure of error.
Since they will be wrong, the second question is "by how
much?" Estimates of the forecast error can be made
statistically by studying past performance of actual demand to
forecast. This estimate of error can be used for capacity planning
and, of course, for estimating safety stocks.
Principle 3
Forecasts are more accurate for families or
groups. The behavior of individuals within a group is random even
when there is stability in the overall group. For manufacturing
purposes, the group should be based on the similarity of process
or equipment used. This is often difficult to do since marketing
personnel will base their group designation on customer patterns
and not on commonality of manufacturing process.
Principle 4
Forecasts are more accurate for nearer periods
of time. It is far easier to predict tomorrow's weather than it is
to predict the weather a month or a year away. The same holds true
for forecasting the demand for a company's products.
Principle 5
Forecasts are more accurate for longer periods
of time. The total demand for a product can be more accurately
predicted over a number of periods than for individual periods. As
an example the
forecast of rainfall for a given month is more
accurate than the individual daily predictions. Or as another
example, early sales of a product are often offset by reduced
sales later on since most of the total demand for a product has
already been satisfied.
Principle 6
Forecasts are no substitute for calculated demand.
Manufacturers have a definite need to forecast finished products.
However, the demand for subassemblies is entirely dependent on the
demand
for finished products and can be calculated more accurately than
can any attempts to forecast.
To be Continued
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