Pareto Charts

Pareto (pa-RAY-toe) analysis is named after Vilfredothe left vertical axis in increments from zero to the
Pareto, an Italian economist who lived in the late 19thgrand total of all the problem classifications. Mark the
and early 20th centuries. In 1897, he presented aright vertical axis in increments from zero to 100%.
formula that showed that income was distributed9. Construct the vertical bar diagram beginning on the
unevenly, with about 80% of the wealth in the handsleft with the highest percentage classification and
of about 20% of the people.progressing to the lowest and ending with
In a similar way, a disproportionately large percentage“other.” The height of each bar should
of errors or defects in any process are usually causedcorrespond with the value or number of occurrences
by relatively few problems. Pareto analysis helpson the left axis and the percentage of the total on the
identify those significant few problems so people canright axis. The width of the bars should be the same
target them for action. It is particularly helpful in theand they should be touching.
measure and control phases of Six Sigma10. Label the bars under the horizontal axis.
methodology.11. Beginning at the left zero point, plot a line showing
What can it do for you?the cumulative percentage total reached with the
There are so many aspects of work that can beaddition of each problem classification. The line should
improved, knowing where to begin is often difficult.end at the 100% mark on the right axis.
Pareto analysis will help you:12. Title the chart. It is also a good idea to write a brief
• Categorize and stratify such things as errors,summary telling how and when you collected the data
defects, delays, customer complaints or any otheryou used to produce your Pareto chart.
measures of the resulting quality of your process soNOTE: The first pass at a Pareto chart may identify a
that you can identify different classes or types ofsignificant problem that is still too big to work on. A
problems.second Pareto analysis may be necessary to break
• Graphically display your results so that thethis most significant problem into workable pieces.
significant few problems emerge from the generalNow what?
background.If everyone tried to make improvements individually
How do you do it?with no definite basis for what they were doing, much
1. Decide how to classify your problems. This mayenergy would produce disappointing results. A Pareto
involve looking at the reasons cited for returned orchart is a useful tool to draw the attention and
rejected material, talking to your customer, orcooperation of all concerned to target the most
examining the rework aspects of your process.important problems affecting quality.
2. Create a preliminary list of problem categories. Try• Use the Pareto chart as a basis to “divide and
to keep this list to no more than six or seven. (Youconquer” problems. It tells you what to work on first.
may find yourself modifying this list as you continue• It is normally easier to reduce a tall bar by half
your analysis.)than to reduce a short bar to zero. Use the Pareto
3. Decide on a time frame or other scope limitations onchart like a map to “island hop.” Significantly
the material you will consider. The time frame or scopereduce one big problem, then hop to the next. Leave
you choose should be representative of the wholethe smaller problems for “mopping up” later.
process you are examining.• Of course, if you find a small problem that is easy
4. Tally the occurrences in each problem classification.to fix, don’t ignore it. But don’t get tangled in
(If cost or time is an issue, you may wish to tally thechasing small problems or trying to fix everything at
cost or time involved in each problem classification.) If aonce.
problem does not fit in any of your classifications, tally• After you have worked on the problems for a
it as “other.”while, use the same techniques to collect data again
5. Determine the total occurrences (or total cost orand create a new Pareto chart.
total time) in each classification. Add these totals toThe new chart will tell you how you are doing. Use the
produce a grand total.data on the new chart to identify and target the new
6. Divide each classification total by the grand total tomost significant problems.
determine the percentage that each individual problemPareto charts can be used to identify problems to
classification represents of all the problems.work on. They can help you produce greater
7. Arrange the problem classifications in order fromefficiency, conserve materials, reduce costs or
highest value or most frequent to lowest value or leastincrease safety. They are most meaningful, however,
frequent. The “other” category should alwaysif your customer–the person or organization that
be put last even if it is larger than some of the others.receives your work–helps define the problem
8. Draw a horizontal axis and two vertical axes. Markcategories.