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Quick reference
Lean Six Sigma Metrics
Lean Six Sigma has introduced some new metrics into the common business vocabulary including process sigma, DPMO, cycle time and value-added effort.
When to use
The metrics are used throughout the project. The high-level targets are set in Define. Data is collected and the metrics are measured in Measure. The values are analyzed in Analyze to determine areas for improvement. Changes are made and the measures are taken again in the Improve phase. The control plan for monitoring them is put in place during the Control phase.
Instructions
“You get what you measure.” This principle is true in Lean Six Sigma just like in every other part of business. Lean Six Sigma has brought several of the Six Sigma metrics into common use in business:
- Sigma: The standard deviation of a population of data. It is used as a scaling factor to compare the process variation against specification limits.
- DPU – Defects per Unit: The average number of observed defects on a unit in production.
- DPMO – Defects per Million Opportunities: The average number of observed defects in a production run divided by the total number of opportunities to create a defect in that run, normalized to 1,000,000.
Lean Six Sigma has also introduced many businesses to the Lean Manufacturing metrics of:
- Cycle Time: The total amount of time required to move a unit through all the steps in a process including both active working time and delay time.
- Value-added Time: Time spent on a process step in which the process resources are directly creating customer value in a unit.
- FTY – First Time Yield: The probability that given unit can successfully pass through a process step without rework or repair.
- RTY – Rolled Throughput Yield: The probability that a given unit can pass through all the steps in a process without ever experiencing a defect. That is the product of the FTY for each step.
Lean Six Sigma project metrics are set by the stakeholders during the Define phase and then progress towards achieving the goals while being tracked throughout the process. While some of the metrics are the new ones derived from the Six Sigma and Manufacturing; most of the metrics will be typical process improvement metrics. Most projects have several key measures they are used as the primary project objective.
Hints & tips
- The stakeholders should identify which metrics to focus upon and they should line up with the justification for the project in the business case.
- Ideally, focus on only three or four metrics. If you get too many, the team gets confused about what they should consider most important when trade-offs must be made.
- 00:05 Hi, this is Ray Sheen.
- 00:07 There's one other fundamental element of Lean Six Sigma that I would like to
- 00:10 discuss, and that is the measurements that are used.
- 00:13 These are used throughout all phases of a Lean Six Sigma project.
- 00:17 I'll start with the Six Sigma measures.
- 00:21 Now there are lots of things that are measured and lots of data that is thrown
- 00:25 around with statistics, but these are the key measures for
- 00:28 understanding the variation in the process.
- 00:30 The first is the sigma.
- 00:33 Sigma is the Greek letter that is used to represent the standard deviation
- 00:36 of a set of data.
- 00:38 I know, I haven't discussed how to calculate it yet.
- 00:41 But we'll have the basic statistic session soon, and I'll address it then.
- 00:45 The key for us is that the value of sigma represents how much
- 00:48 variation is in the data.
- 00:49 The higher the sigma, the more variation.
- 00:53 We often refer to a process sigma as a number of sigma levels that will
- 00:57 fit within the allowable spec limits for a process input or output.
- 01:01 So a Six Sigma process is one where the span
- 01:04 from minus Six Sigma to plus Six Sigma will fit within the specification limits.
- 01:10 Another measure that is frequently used is DPU, which stands for Defects per Unit.
- 01:15 This is the average number of defects that are observed in a typical unit or
- 01:20 item that goes through the process.
- 01:22 This measurement implies that a unit or
- 01:24 item could have no defects, one defect, or many defects.
- 01:29 It gives us a sense of the ability of the process to produce defect-free results.
- 01:34 The third Six Sigma measure is DPMO, which means Defects per Million Opportunities.
- 01:41 This is the number of things that went wrong in a production run,
- 01:44 divided by the total number of things that could have gone wrong in that run.
- 01:49 And then normalizing that to a million opportunities.
- 01:53 DPMO let's us know how often something goes wrong, whereas DPU gives us a sense
- 01:57 of how likely we are to make the unit correctly on the first try.
- 02:02 Well, those were some of the Six Sigma measures.
- 02:04 Now let's look at the lean measurements.
- 02:06 The first one I wanna discuss is Cycle Time.
- 02:08 This is the average amount of time that it takes an item to go
- 02:12 all the way from the first step through the last step of the process.
- 02:16 It includes nights, weekends,
- 02:18 and any time that is spent waiting at a process step to be worked on.
- 02:22 It is the time that the customer experiences waiting for
- 02:25 something to get done.
- 02:26 The second is value-added Time.
- 02:29 We'll discuss this in more detail in a later module.
- 02:31 But the quick version is that this is the time spent on a process
- 02:35 when process resources are actually working on an item
- 02:38 to add characteristics that the customer values.
- 02:41 It's not uncommon for this to be a tiny fraction of the total process cycle time.
- 02:48 FTY stands for First Time Yield, and it represents the percentage of time that
- 02:52 a process step completes its work on an item, in a defect-free manner,
- 02:57 when that item is first presented to the process step.
- 03:01 An additional quality measurement that is frequently used is RTY, which stands for
- 03:05 Rolled Throughput Yield.
- 03:08 This is the probability that a given unit will go all the way through the process,
- 03:12 error-free, from step one to step last.
- 03:16 It is the product of multiplying together all the FTY values for every step.
- 03:23 These were the measurements developed in Six Sigma and Lean manufacturing to
- 03:27 measure variation and waste.
- 03:29 But Lean Six Sigma projects will also use many of the more commonly
- 03:32 found metrics in business management of projects.
- 03:35 One project will not use all of these metrics.
- 03:38 Rather, the stakeholders will decide which subset of these,
- 03:41 in the uniquely Lean Six Sigma measures, to use on a project.
- 03:45 Whatever metrics are selected by the stakeholders,
- 03:47 they are used throughout the project.
- 03:49 The high-level targets for the metrics are set in the Define stage.
- 03:53 Data is collected, and the metrics are measured in the Measure phase.
- 03:56 The values are analyzed in the Analyze phase to determine the areas for
- 04:00 improvement.
- 04:01 Changes are made, and measures are remeasured in the Improve phase, and
- 04:06 the control plan for monitoring them is put into place in the Control phase.
- 04:10 So I've listed here a number of categories for typical project metrics.
- 04:14 Most projects will only have a few of these categories, but depending upon
- 04:18 the business case behind your project, it could be almost any combination.
- 04:22 Let's quickly highlight just one or two in each category.
- 04:25 Performance normally measures process performance tied to quality or yield.
- 04:30 Quality is the actual quality, statistically, for the product or
- 04:33 item that is produced in the process.
- 04:35 So, defects, reworks, returns,
- 04:38 or in-process capability, are typical measures.
- 04:41 Schedule is usually the process cycle time, although some organizations
- 04:45 are pretty strict about project schedules and completing those on time, also.
- 04:50 Especially if capital equipment must be procured.
- 04:53 Cost is normally product cost, or
- 04:55 one of the categories of cost, such as scrap or rework.
- 04:58 Sometimes the project is focusing on things happening
- 05:01 right at the point of customer interface.
- 05:04 So customer interaction, such as retention or complaints, are measured.
- 05:08 Material is normally measured in financial terms, although, occasionally,
- 05:11 inventory turns are also measured.
- 05:14 When I say labor, I'm not talking about labor costs, but rather,
- 05:18 labor issues such as overtime or grievances.
- 05:21 All the previous measurements are a form of operating measurements.
- 05:26 But when I say operations, here, I'm talking about the management
- 05:29 of the operation, not necessarily the management of the process.
- 05:33 So items like safety and audit findings are often used in this category.
- 05:37 And then, finally, if the process includes an element of inter-facility logistics,
- 05:42 the logistics cost or cycle time is also measured.
- 05:47 There's an old saying that you get what you measure, and that's why it's important
- 05:51 for us to understand our Lean Six Sigma measurements.
- 05:55 Then we can take actions to deliver on them.
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