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What they don’t teach you at Lean and Six Sigma School. Bill Hooper Elkay Manufacturing President, William Hooper Consulting Inc. ASQ CSSMBB, CSSBB, CRE, CQE, CMQ. So what do they teach you in LSS school. Computer generated analysis and design. A language only a few can understand. - PowerPoint PPT Presentation
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What they don’t teach you at Lean
and Six Sigma School
Bill HooperElkay ManufacturingPresident, William Hooper Consulting Inc. ASQ CSSMBB, CSSBB, CRE, CQE, CMQ
So what do they teach you in LSS school
Computer generated analysis and design
A language only a few can understand
Statistics! Statistics! Statistics!
4-6 months to get results
30 days for the rebound
Fractional Factorial Design
Factors: 8 Resolution: IVRuns: 67 Replicates: 2 Fraction:
1/8Blocks: 1 Center
pts (total): 3
Design Generators: F = ABC, G = ABD, H = BCDE
How many understand the following?
Dr. George Box’s analysis
What is typically needed
Typical LSS courses teach
to
What if we taught statistical based process improvement to the 95% that need it and
don’t get it?
The real Customer
Un-geeking the teaching process
Hypothesis theory
Gauge R and R
Probability theory
Capability Analysis
Design of Experiments
Hypothesis Theory – Un-Geeking
What is an Alpha error?
What is a Beta error?
Rejection of the null hypothesis when the null hypothesis is true.
Failure to reject the null hypothesis when the null hypothesis is false.
What the jury found
He did it
guilty Not guilty
He did not do it
What really
happened
Alpha vs. Beta Errors
Alpha ErrorBeta Error
Power
Reduction in Variation
Probability Theory – Multiplication principle
P(A and B) = P(A) X P(B/A)
Ugly!
….but what if this could be explained by card magic?
Probability of a pair of kings
P(K and K) = P(first King) x P(second King given the first King) =
.5 % or 5 out of a thousand
… and on a control chart
So what to do with the process?
Nothing!
Probability of drawing three kings
P(K and K) = P(first King) x P(second King given the first King) x P(third King given the
first two)
= .02% or 2 out of a 10,000
… and on a control chart
….. And what should happen?
What if that was process flowed?
What if that was probability plotted by group exercise?
Probability of drawing four kings
P(K-K-K-K) = P(first King) x P(second King given the first King) x P(third King given the first two) x P(fourth given the first three)
= .0000036 or 3.6 PPM
… and on a control chart
What is easier to learnP(K-K-K-K) = P(first King) x P(second King given the first King) x P(third King
given the first two) x P(fourth given the first three)= .0000036 or 3.6 PPM
or
Design of Experiments
What if we could all learn the basics of a 2 level – 3 factor DOE?
What if interaction effect was understood by everyone?
Reverse hand experiment
(or the solution may not be obvious and it may hurt)
A very simple but effective DOEBowl
wrinkle
Bowl Break
Breaks
Bowl Wrinkle
Deck Wrinkles
Possible sweet spot
The basics of a 2 level – 3 factor DOE
Additional runs to define sweet spot
…and it does work
So one more time – the reverse hand experiment
Probability theory/Capability Analysis
Probability Theory
Hypothesis/Design of Experiments
Hypothesis/Probability Theory
How to make it work – how to make it stick
Finally
Probability of you beating my 4 kings :
.0000005 or .5 PPM
Bill Hooper
Principle Engineer, Elkay Manufacturing
President, William Hooper Consulting Inc.
Visit his website at
www.williamhooperconsulting.org
To learn more about innovative techniques to teach statistics and process improvement
methodology.