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Articles / Pareto analysis
When faced with a range of issues, it is often difficult
to know which to work on first. To resolve this dilemna, the most useful
thing to do is to apply Pareto's rule. This rule says - "eighty percent
of your troubles will come from 20 per cent of your problems". In other
words, problems will rarely have equal impact, so it is best to first
concentrate on the most important.
The value of this rule is not that it provides a
scientifically accurate estimation of the weightings which attach to a range
of alternatives (which it does not), but simply that it is a reminder to
always look for 'the vital few' issues, and to separate them from 'the
trivial many', before attempting to solve problems. The next step is to
identify which particular problems are the most important. This is done by
collecting appropriate data and displaying it in the form of a histogram
with each measured characteristic shown in descending order of magnitude.
Such a histogram is known as a Pareto chart. An example is shown below.

The high value items to the left hand side of the chart
are the ones you need to concentrate on first. Pareto's rule is also known
as the 80/20 rule. It was named after Vilfredo Pareto who, in the late 18th
century, studied the distribution of wealth in Europe and found that 80% was
held by 20% of the population. A number of well publicised business studies
during this century showed similar 80%/20% relationships, and claimed for
example that, "managers spend only 20% of their time to complete 80% of
their work", and "80% of a company's business comes from 20% of
its customers". These studies served to confirm the rule as an accepted
part of management folklore.
Use the Rule whenever you need to make a choice
Apply Pareto's rule, and complete a Pareto chart, whenever
a choice has to be made between a number of alternative directions for
action. This may be after an analytical exercise has been completed to
uncover the possible sources of a particular problem, or after a
brainstorming session to generate creative ideas to address an issue.
How to use the rule
After an analysis or ideas generating session, you will
have a laundry list of items to evaluate. If the list is a long one (say
more than five or six items), try to get it down to a manageable size by
putting to one side any factors you reasonably suspect are of lesser
significance. Don't discard them entirely because without proper measurement
you will never know for certain how significant the factors are. Better just
to put them to one side and return to them later if the selected
alternatives don't prove successful. For the remaining factors, decide on
the best way to measure their relative significance and collect the data
required. Plot the data on a histogram in descending order of importance.
Completing the histogram is particularly important if you
are working with a team, or need to communicate the results of the data
collection in a report or presentation. If you are working with a team, the
histogram becomes the focal point for discussing the validity of the
findings and how to pursue the issues involved.
Listed step-by-step below is an example of the development of a Pareto
chart.
In this case, an analysis session was completed on the
reasons why customers experienced undue delays in delivery of their goods
from the time a picking slip is generated in the warehouse. This session
yielded a laundry list of possible causes.
-
picking errors
-
missing stock
-
sent to wrong address
-
part-supply refused
-
refused at delivery address/no receiving authority
-
goods returned/exceeded use-by date
-
goods returned/damaged
-
goods returned/servicing or preparation not done
-
goods mislaid by carrier
-
delivery delayed by carrier
-
goods returned/damaged in transit
To reduce the list to a manageable number of items, some
less likely causes were put aside and others were aggregated to produce the
following final list.
-
goods returned/incorrect items
-
goods returned/defective
-
goods returned/wrong address
-
goods not found in warehouse
A data collection program was then undertaken to find out
how much time was being taken to correct these problems for the customer,
and the results plotted in the histogram shown below.

The Pareto chart shows that the priority problem, the one
causing greatest delays to customers, is incorrect goods being sent.Reducing
the incidence of this problem will yield the greatest benefit to customers.
After improvements have been made, another analysis can be made to determine
if the problem has been reduced and confirm that "goods not found in
the warehouse" is the next most important problem to address.
Other references
For a more extensive treatment of the concept of "the
vital few versus the trivial many" see J M Juran, "Juran's Quality
Control Handbook", McGraw-Hill, 1988
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