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In-The-Classroom Words

 

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AMERICAN SOCIETY FOR QUALITY
Section #810
4919 Mt. Pleasant Road
North Canton, OH 44720

Picture of Robert Skillman At the June 2009 ASQ Section 810 meeting, held at the 356th Fighter Group Restaurant in North Canton, Ohio, Robert Skillman, a Certified Lean Six Sigma Master Black Belt and Lean Sensei, gave a talk on "Demystifying Capability Indexes."

Bob introduced capability indexes as having two things in common; the voice of the customer (tolerances) and the voice of the process (data studies).

Capability ChartThe Lower Specification Limit (LSL) and the Upper Specification Limit (USL) define the voice of the customer (VOC). The vertical bars and curve define the voice of the process (VOP).

Bob went on to say that in order to do a capability analysis the data collected (VOP) needs to meet certain key requirements (gates) in order to produce valid results.

These requirements include:

A Capable Measurement System

Bob described how Measurement System Analysis (MSA) studies are used to determine the amount of variation introduced by the measurement system. Specifically, he introduced Repeatability (variation due to the measuring device) and Reproducibility (variation due to the operator).

Data is Free of Special Causes

Bob described how control charts can be used to identify Special Cause variation (excursions beyond the control limits).

Data is Normally Distributed (Symmetrical)

The Anderson Darling test was introduced as the accepted method for determining whether or not the data is normally distributed. Data transformation techniques and subgroup sampling strategies can be used when the data is not normal.

Lastly, Bob introduced the various capability index calculations (Cp, Cpk, Pp, and Ppk). He defined each one, describing how and when they are used to compare the VOP with the VOC as well as interpreting the results.


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