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About this lesson
The Pareto principle is a widely accepted technique for prioritizing effort and activity. The Pareto principle will typically be applied in every phase of a Lean Six Sigma project, including this initial Define phase where it is used to prioritize the areas of focus for the project.
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Quick reference
Pareto Principle
The Pareto principle is a widely accepted technique for prioritizing effort and activity. The Pareto principle will typically be applied in every phase of a Lean Six Sigma project, including this initial Define phase where it is used to prioritize the areas of focus for the project.
When to use
The Pareto principle is used whenever the team needs to prioritize effort or actions among items in a set based upon a measured attribute of each item in the set.
Instructions
The Pareto principle, also known as the 80/20 rule, is a prioritization principle that is used to focus the efforts of activity of the Lean Six Sigma team. The principle, named after Vilfredo Pareto, an Italian engineer, economist, and behavior scientist, states that 80% of a particular impact on a business or process is caused by just 20% of the underlying processes or causes. Based upon the Pareto Principle analysis, the team selects the 20% of items for improvement. Fixing those will have the largest impact on improving the business.
The Pareto principle analysis is conducted in this manner:
- Start by identifying a set of processes, causes, or any other characteristic that the team would like to prioritize. For instance, the stakeholder could consider a set of business processes for improvement.
- A measure is made of each identified item using a metric that is meaningful to the goals of the project. Using the example, a count could be made of the number of errors that occurred in each of the processes during the past three months.
- The items are then ordered from highest to lowest based on the metric.
- The results are plotted in order on a vertical bar chart with the highest item on the left and the lowest item on the right.
- Often a cumulative percentage line is also plotted that shows the cumulative percentage value of all the items to the left of a point in the line.
The phrase 80 / 20 reflects the principle that normally the bars that add up to 80% of the cumulative effect only represent about 20% of the items in the set.
Hints & tips
- The cumulative percentage line can be tricky to plot using Excel, so many teams don’t plot the line.
- The graph is a great way of turning the numbers into a picture. This graph is very easy to construct and when explaining to stakeholders the priority decision, it can be very impactful.
- 00:04 Hi, this is Ray Sheen.
- 00:06 And I want to take a few minutes to discuss a principle we will use again and
- 00:10 again, it's called the Pareto principle.
- 00:14 One thing that we continually find we must do is prioritize our work.
- 00:18 We don't have unlimited time and money, so
- 00:21 we need an easy method to decide what to work on and what to ignore.
- 00:25 The Pareto principle does this for us.
- 00:28 I mentioned that we will use this again and again on our Lean Six Sigma projects.
- 00:31 The first time it is used is by the stakeholders to help them decide which
- 00:36 process the team should work on next.
- 00:38 One of the nice points about Pareto is that it works with any type of
- 00:41 measurement.
- 00:42 It could be cost, customer impact such as sales, business process
- 00:46 impact such as defects, or even the number of people needed to work on the project.
- 00:51 The stakeholders can decide what metric is most important based upon the business
- 00:55 strategy and pain points.
- 00:57 Then all of the potential Lean Six Sigma projects are gathered up, and a quick
- 01:01 count is made of how each project measures up based upon the stakeholder's metric.
- 01:06 Taking the value for each process, we can create a Pareto chart and
- 01:10 be able to visually see which process should be the next one to
- 01:13 work on in our now prioritized list.
- 01:17 Let me show you how the Pareto process works.
- 01:19 In a Pareto analysis we first list all the potential projects, or
- 01:23 list whatever else it is that we are trying to prioritize.
- 01:27 You will find in a later phase we prioritize root causes with Pareto.
- 01:31 Now based upon the selected metric, we create a score or account for
- 01:35 each of the processes.
- 01:37 Let's say our metric is errors, and we have ten processes.
- 01:41 We could look at the last three months and
- 01:43 count the number of times an error occurred in each process.
- 01:47 Now we plot those on a vertical bar chart.
- 01:51 The process with the highest number of errors is in the farthest left position.
- 01:55 Then the next highest number, and the next, and the next.
- 01:59 Until we get to the process with the fewest number of errors,
- 02:02 which is in the farthest right column.
- 02:04 Now take a minute and look at this graph.
- 02:07 There are two vertical scales.
- 02:09 The left scale is the actual count of whatever you are measuring,
- 02:13 in our case it's errors.
- 02:14 The blue bars are using this scale, and you can see the process A has 76 errors.
- 02:20 The next process only has 28 errors.
- 02:22 We keep going down until we get to the last two processes,
- 02:26 each with only one error in the past three months.
- 02:29 The right-hand vertical scale has units of percentage,
- 02:33 the red line is using this scale.
- 02:35 The scale shows the cumulative percentage of all errors across all processes
- 02:40 that are included to the left of the position on the line.
- 02:44 So the first process, process A, represents 62% of all errors.
- 02:50 And processes A and B combined represent 81% of all errors.
- 02:54 This line will always end at 100%, because by the time we have included all of
- 02:59 the processes we have accounted for all of the errors.
- 03:03 Priority is given to the leftmost column.
- 03:05 This is because if I can reduce or eliminate that column,
- 03:08 it will have the biggest impact on the overall number of errors.
- 03:12 So in our example, if we can expect the Lean Six Sigma project to reduce errors to
- 03:17 just 25% of what they had been initially, doing project A would eliminate 57 errors,
- 03:22 whereas doing project B would only eliminate 21.
- 03:26 If the amount of work was the same,
- 03:28 we would get a much larger business impact working on project A.
- 03:33 Now you may say to yourself but why do we need a chart,
- 03:36 why not just use the numbers in a table?
- 03:39 Well the reason is that many people understand a picture of data faster than
- 03:42 they can understand numbers in a data table.
- 03:45 The chart improves communication, and it isn't hard to make.
- 03:50 Now you may be wondering why is it called a Pareto chart?
- 03:53 It was developed by Vilfredo Pareto, an Italian engineer,
- 03:57 economist, and behavioral scientist.
- 03:59 Pareto was studying the Italian economy and found a consistent
- 04:02 pattern across the country, 20% of the population controlled 80% of the wealth.
- 04:07 The principle became known as the 80/20 rule, and people found that that principle
- 04:12 applied to much more than just wealth in a country.
- 04:15 In almost any kind of ranking there were a few major items with a large value,
- 04:20 and lots of items with a small value.
- 04:23 Within the process improvement community, the 80/20 rule is often applied to root
- 04:29 causes where we find 80% of the defects come from just 20% of the defect causes.
- 04:34 So whether we are prioritizing processes, root causes,
- 04:38 or impact of solutions, we will find the Pareto principle to be a quick and
- 04:42 simple analysis that graphically displays what is most important to work upon.
- 04:49 The Pareto principle is one of the easiest and yet
- 04:51 most powerful tools that we'll use with Lean Six Sigma projects.
- 04:54 And that just shows that advanced statistics are not always required to have
- 04:59 a successful Lean Six Sigma project.
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