Pareto analysis is a statistical technique that is used in decision making for the selection of the limited number of tasks that produce the most significant overall effect.
- Pareto analysis is a statistical technique that is used in decision making for the selection of the limited number of tasks that produce the most significant overall effect.
- It uses the concept based on identifying the top 20% of causes that need to be addressed in order to resolve 80% of the problems.
- In any series of elements to be controlled, a selected small factor in terms of the number of elements almost always accounts for a large factor in terms of effort’.
It is a methodology that could be used for separating the vital few problems from the trivial many problems and hence by the identification and the ordering according to their importance, it could show where to focus scarce manufacturing problem solving resources.
It could be used for the identification of areas where; the greatest reliability improvements can be employed or where the time between failures or the repair times are excessive.
- Root Cause Investigation
By using a reiterative multilayered approach, the Pareto concept can assist in root cause investigations by helping to identify the principal causes of the principal failures.
- Risk Analysis
In risk analysis, it is used to identify the principal risks that have the most impact on a project.
The analyse and prioritization of quality defects frequently uses the Pareto concept in situations where a few operations frequently account for the bulk of the quality defects.
- Cost Analysis
Pareto Analysis in cost analysis is used for the identification of the critical warranty repairs of a product and the items they are attributable to.
- Supply Chain Management
In supply chain management, the top percentage of the items inventoried represents the bulk of the total cost or the majority of the usage.
- Setting Work Priorities
In setting work priorities when the Pareto distribution is used to list work tasks in order of money lost (including the risk for money lost) it becomes a priority list for attacking business problems that have the greatest impact on the enterprise.
- Pareto Analysis can be further enhanced by combining with other analytical tools such as Failure Mode and Effects Analysis and Fault Tree Analysis, Fishbone diagrams, Scatter Diagram, Run Charts and Flow Charts in order to correctly identify critical areas.
- The method of carrying out a Pareto Analysis is normally by the construction of a Pareto diagram.
- The steps necessary to construct a Pareto diagram are as follows:
-Define the purpose of using the diagram and the type of category to use.
-Identify the most appropriate measurement parameter.
-If necessary group categories into a workable amounts. A further breakdown of each category can be carried out at a later stage.
-List each category with its associated data count.
-Sort the categories in descending order placing the one with the largest count first.
-Label the left-hand vertical axis. Make sure the labels are spaced in equal intervals from 0 to a round number equal to or just larger than the cumulative total of all counts.
-Label the horizontal axis. Make the widths of all of the bars the same and label the categories from largest to smallest.
-Plot a bar for each category.
-Plot the cumulative counts.
-Draw a line at 80% of the cumulative value onto the x-axis. This point on the x-axis separates the important causes on the left and less important causes on the right.
4. Further Considerations
- The numbers don’t have to be 20% and 80% exactly – the purpose is to identify the categories accounting for the majority of the results, then tools like the Ishikawa diagram or Fishbone Analysis can be used to identify the root causes of the problems.
- If there are any categories marked ‘other’ in the list of possible causes, make sure that this category does not become too large. If the ‘other’ category accounts for more than 25% it should be broken down.
- Regular reviews of the Pareto distribution are important in order to keep account of who has solved what problems and to define what new failures have come over the horizon that require immediate attention.
5. When To Use A Pareto Chart
- When you want to break a big effort into smaller pieces and identify major contributors
- When you want to focus and prioritize your efforts
- When there are multiple problems or reasons and you want to focus on the most significant
- When analyzing the frequency of causes or reasons
- When data can be categorized and you can determine the number of incidents in each category
- When you want to communicate
6. How To Create A Pareto Chart
- Collect your data
- Analyze and categorize your data
- Add your data to Excel
- Sort your data in descending order
- Determine percentages
- Graph your data
- Polish your graph
- Communicate your findings
Although Pareto analysis is a creative way of looking at the causes of problems; it can be limited by; the exclusion of possibly important problems which may be small initially, but which grow with time. It can also be limited by a lack of understanding of how it should be best applied to particular problems or by the choice of the wrong category of the data
- Working smarter is good – working smarter on the right things is better
- Determining the 20% of things that are really important can help show where to concentrate improvement efforts
- The 80/20 rule can apply to nearly every aspect of both your work and personal lives
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