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Lean Six Sigma has introduced some new metrics into the common business vocabulary including process sigma, DPMO, cycle time, and value-added effort.
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Quick reference
Project 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 remeasured in the Improve phase; and 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:
- Process Sigma: The level of variation within a process as compared to the allowable specification variation.
- Defect: Anything that does not meet the expected standard.
- Defective: A unit or process cycle with one or more defects.
- Opportunity: Any product or process characteristic that is measured and could fail.
- Unit: A completed product or completed process cycle.
- DPU – Defects per Unit: The average number of observed defects on a unit in production.
- DPO – Defect per Opportunity: the percentage of opportunities that record a defect
- 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.
- PPM – Part Per Million: The percentage of parts (units) that recorded a defect multiplied by 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 a 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 similar to project metrics found in other improvement projects. These include:
- Performance: Business results such as output, first-pass yield, field failures, returns
- Quality: Yield, defects, Cpk, returns, rework/repair
- Schedule: Missed dates, fill rate, process cycle time
- Cost: Product cost, support cost, scrap cost
- Customer: Retention, receivables turns, complaints
- Materials: Inventory cost, Expedite $, Inventory turns
- Labor: Overtime, absenteeism, grievances
- Operations: Productivity, safety incidents, QA audit findings
- Logistics: Shipping cost, damage cost, shipping cycle time
Hints & tips
- The stakeholders should identify which metrics to focus on 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.
- 00:04 Hi, this is Ray Sheen.
- 00:05 There's one other fundamental element of Lean Six Sigma that I would like to
- 00:09 discuss, and that is the measurements that are used.
- 00:12 These are used throughout all phases of a Lean Six Sigma project.
- 00:17 I'll start with the Lean Six Sigma project metrics.
- 00:20 These are similar to many of the more commonly found metrics in business
- 00:24 improvement projects.
- 00:26 One project will not use all of these metrics,
- 00:29 rather the stakeholders will decide which subset of these to use on a project.
- 00:34 So I've listed here a number of categories of typical project metrics.
- 00:39 Most projects will only have a few of these categories.
- 00:42 But depending upon the business case behind your project,
- 00:45 it could be almost any combination.
- 00:48 Let me quickly highlight one or two in each of the categories.
- 00:51 Performance normally means process performance tied to quality or yield.
- 00:57 Quality is the actual quality statistic for the product or
- 01:00 item that is produced in the process.
- 01:02 So defects, rework, returns, and process capability are typical measures.
- 01:08 Schedule is usually process cycle time,
- 01:10 although some organizations are pretty strict about project completion schedule,
- 01:15 especially if capital equipment must be procured.
- 01:18 Cost is normally product cost or
- 01:20 one of the categories of cost of quality, such as scrap costs.
- 01:25 Sometimes, the project is focusing on things happening right at the point
- 01:30 of customer interface, so
- 01:31 customer interactions such as retention or complaints are measured.
- 01:36 Material is normally measured in financial terms.
- 01:40 Although, occasionally, inventory term measurements are used.
- 01:44 When I say labor, I'm not talking about labor costs of project work,
- 01:49 but rather labor issues, such as overtime or grievances.
- 01:53 All the previous measures are a form of operational measures.
- 01:56 But in this category of operations, I'm talking about the management of
- 02:01 the operations, not necessarily the management of the process.
- 02:05 So items like safety and audit findings are often used in this category.
- 02:10 Finally, if the process includes elements of inter-facility logistics,
- 02:15 the logistics cost or cycle time may be measured.
- 02:18 The next measurement to discuss is the Bg Y measurement and
- 02:23 how it is refined and defined to identify other project measures.
- 02:28 A structured approach is used to translate the Big Y into the other measures.
- 02:33 The Big Y was the goal or objective that is found in the project charter or
- 02:37 business case.
- 02:38 It is the business level impact of the project.
- 02:42 Many times the Big Y already has a targeted performance element and
- 02:46 does not need further refinement.
- 02:49 However, sometimes we need to go through a process to get actionable measures.
- 02:54 When this is the case, we start with the Level 1 measures, which are often
- 02:59 a corporate or organizational measure, for instance, total customer complaints.
- 03:04 The Level 2 measure breaks that down to business unit or product category, for
- 03:09 example, complaints about customer service.
- 03:12 Then we further refine that measure to count for
- 03:14 each of the applicable functions and their contribution to the measurement.
- 03:19 Continuing with our example, one element of the service complaints could be based
- 03:23 on hold times with the customer call center.
- 03:26 Now, within this function, the process can be reviewed and
- 03:29 the functional measure applied to that process.
- 03:33 For instance, it could be hold times for
- 03:35 customers calling the inbound customer service call center.
- 03:39 Finally, specific actions or activities in the process can be isolated for
- 03:43 their contribution to the measurement.
- 03:45 Using our example, we could investigate the call routing routine and
- 03:50 whether it is prioritizing calls so that there is a minimum hold time.
- 03:55 Once the refining and defining are done, the Pareto principle can be
- 03:59 used to decide which of the measurements will be the focus for the project.
- 04:04 Next, we will look at the Six Sigma process measures.
- 04:07 These are the key measurements for understanding variation in the process.
- 04:13 First is process Sigma.
- 04:15 This is a metric that represents how much variation is in the process data.
- 04:20 The higher the process sigma value, the lower the process variation.
- 04:24 It is a measure of process capability and
- 04:27 indicates the likelihood of first pass yield.
- 04:30 Defects are any attribute in the product or
- 04:33 process that does not measure up to the expected standard.
- 04:36 This is not to be confused with defective, this is for a product or
- 04:41 process that has one or more defects.
- 04:44 So defects are at the attribute level,
- 04:47 defectives are at the full product or process unit level.
- 04:51 Opportunity refers back to the attribute level, and it is an attribute or
- 04:55 characteristic that is inspected or tested,
- 04:58 therefore, it creates an opportunity to pass or fail.
- 05:01 Finally, a unit is a completed product or process cycle.
- 05:05 It represents the full deliverable.
- 05:08 Now, we can combine some of these measures to create ratios.
- 05:12 A measure that is frequently used is DPU, which stands for defects per unit.
- 05:17 This is the average number of defects that are observed in a typical unit or
- 05:21 item that goes through the process.
- 05:24 This measurement implies that a unit or an item could have no defects,
- 05:28 one defect, or many defects.
- 05:30 It gives us a sense of the ability of the process to produce defect-free results.
- 05:36 Next is DPO, which stands for defects per opportunity.
- 05:41 This is the average number of defects that occur based on the measurement
- 05:44 opportunities.
- 05:45 It's usually a very tiny number, so we modify it to make it more usable.
- 05:51 The modification is DPMO, which means defects per million opportunities.
- 05:56 This is the number of things that actually went wrong in a production run divided by
- 06:01 the total number of things that could have gone wrong in that run, and
- 06:04 then normalizing it to 1 million opportunities.
- 06:07 DPMO lets us know how often something goes wrong, whereas DPU gives us a sense
- 06:13 of how likely we are to make any given unit correctly on the first try.
- 06:19 Finally, PPM stands for parts per million.
- 06:21 Because it's working with parts, it uses the defective measure, and like DPMO,
- 06:27 it multiplies the ratio of defective parts over total parts by 1 million.
- 06:32 Well, those were some Six Sigma measurements.
- 06:35 Now, let's look at Lean measurements.
- 06:37 The first one I want to discuss is cycle time.
- 06:40 This is the average amount of time that it takes an item to go
- 06:44 all the way from step one to step last through the process.
- 06:48 It includes nights, weekends, and
- 06:51 any time that is spent waiting at a process step to be worked on.
- 06:55 It is the time that the customer experiences waiting for
- 06:59 something to get done.
- 07:00 The second is value-added time,
- 07:03 we will discuss this in more detail in later lessons.
- 07:07 But the quick version is that it is the time spent in the process when
- 07:11 process resources are actually working on the item to add
- 07:15 characteristics that the customer values.
- 07:19 It's not uncommon for this to be a tiny fraction of the total process cycle time.
- 07:24 FTY stands for First Time Yield, and it represents the number of
- 07:29 occurrences within a process step that completes its work on an item in
- 07:34 a defect-free manner when the item is first processed in that process step.
- 07:40 An additional quality measure that is frequently used is RTY,
- 07:44 which stands for Roll Throughput Yield.
- 07:47 This is the probability that a given unit will go through every process step
- 07:51 error-free on its first try.
- 07:53 It is the product of multiplying together all the FTY, or
- 07:57 First Time Yield values from every step.
- 08:00 There's an old saying that you get what you measure, and that's why it's
- 08:04 important for us to understand our Lean Six Sigma measurements,
- 08:09 then we can take actions to deliver on them.
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