practical applications for applying six sigma using minitab · title: basic quality tools author:...
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1 Copyright SixSigma.us 2016
Peter Peterka
Global Six Sigma USA LP
Practical Applications for Applying Six
Sigma Using Minitab
2 Copyright SixSigma.us 2016
Six Sigma & Minitab:
Legibility of Success
• 2015 Book Applying Six Sigma Using Minitab – Bruce
Gilbert and Peter Peterka
• The Six Sigma process improvement methodology
demonstrates the critical importance of properly
• Collecting and analyzing data. From its roots in
manufacturing environment, the power of Six Sigma
has
• Found its way into virtually all areas of business,
government and nonprofit entities. Individuals and
• Organizations everywhere are recognizing that they can
improve processes using Six Sigma. D
M
A
I
C
3 Copyright SixSigma.us 2016
Peter Peterka, who I am, and why
did I get into Statistical Methods
Chemical Engineering ‘85
Dr. Deming MS in
Statistics or Equivalent ‘87
ISU Statistics ‘89
3M 1999-2000
The Six Sigma Call 98’
4 Copyright SixSigma.us 2016
Global Six Sigma USA LP
2001 Peter Peterka founded the company
Global Six Sigma USA LP (aka
SixSigma.us)
TODAY:
25 countries – geography of the company’s
activity
More than 5,000 companies became our
clients
More than 20,000 students
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Global Six Sigma USA LP
Company successfully implements Lean and Six
Sigma in various industries: • Agriculture
• Construction and Engineering
• Consulting
• Education
• Financial Services
• Governmental Services
• Healthcare and Hospitals
• HR Services
• Innovation and Technologies
• IT Systems and Technologies
• Logistics and Transportation
• Manufacturing
• Media
• Natural Resources – Energy
• Non-Commercial Organizations/Foundations
6 Copyright SixSigma.us 2016
Global Six Sigma USA LP
Company is an approved provider for educational
programs on Lean and Six Sigma by International
Organizations IACET® & PMI®, so the students can
earn PDU and CEU units.
PMI Registered Education Provider logo is a registered mark of the
Project Management Institute, Inc.
7 Copyright SixSigma.us 2016
Global Six Sigma USA LP
8 Copyright SixSigma.us 2016
Support companies in solving problems with
unknown solutions to achieve the breakthrough
performance
OUR MISSION
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Practical Advice and Tips for Effectively
Using Minitab
• How to introduce new users to Minitab including the best short cuts
a. Default 12 Bold FONT SIZE in Session Window
b. Atl M in session window to copy one column
c. Do it by hand first, create the building blocks and use automatic features.
d. The PEN http://epic-pen.com/
e. The Windows 10 magnifier
f. Do it four times, say it four times, be neighborly
g. Have click throughs and screen images on slides
h. Don’t skip steps in beginning classes. Students want everything to match 100%
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How to Introduce New Users to Minitab
Including The Best Short Cuts
• Ctrl D
• Ctrl M
• Ctrl E
• The all famous F3
• If you don’t know what to do then click okay
• Use courier new font for Minitab Output
Dead
Sea
Scrolls
Show
Work
Sheets
Show
Graphs
Folder
Info Show
History
Report
Pad
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Click-Throughs and Images
• In order to visualize the relationship of the X (Predictor)
to the Y (Response) variable use the Fitted Line Plot
Open worksheet Regress
Stat > Regression > Fitted Line Plot
Shear Strength (psi)
Age of Propellant (weeks)
12 Copyright SixSigma.us 2016
Multi-Vari Data Analysis
• Investigate the performance of process Ys looking for sources of variation with three basic analysis steps:
• 1. PRACTICAL
Look at the raw data for abnormalities and errors
• 2. GRAPHICAL
Plot the data to get a visual sense of the data
Start with basic quality tools (from the first week)
• 3. ANALYTICAL
SPC and basic statistical tools are often used
Additional graphical and analytical tools will be covered throughout the remainder of this week
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Roll No.
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Boxplot of Brightness
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Roll No.
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Boxplot of Brightness
Hint: try right mouse clicking and then selecting panel and choose 1 row and 4 columns.
Hint: try right mouse clicking on box Add > Data Display > Individual Symbols.
How to Enhance Minitab Graphs
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How to Enhance Minitab GraphsHint: Xbar Chart Options > Display > Check Box – Display control limits at all stages
Hint: Graph > Probability Plot > Distribution > Data Display > Uncheck Show Confidence .
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Checking Stability, Shape, Spread and Centering
Minitab tools exercise: List all the Minitab tools
I-MR Control Chart
Normality Test
2 Variances or
Test for Equal Variance
Two Sample t-Test or
One Way ANOVA
Comparisons
involving 2 levels
of the X
Study Stability
Study Shape
Study Spread
Study Centering
Minitab roadmap - 2 samples
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Organizing Graphs
• Layout Tool from Show Graphs Folder
• Layout Tool from Show Session
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Sample Size Calculation vs Pareto Principle
• An Effect is average high minus average low
• Pareto vs. p-values
• Lenth’s theory has problems
• Eyeball method is better
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P-value Disease for Design of Experiments
Factorial Regression: Yield versus Temp, Speed, Type
Analysis of Variance
Source DF Adj SS Adj MS F-Value P-Value
Model 7 1317.50 188.21 * *
Linear 3 1112.50 370.83 * *
Temp 1 1058.00 1058.00 * *
Speed 1 50.00 50.00 * *
Type 1 4.50 4.50 * *
2-Way Interactions 3 204.50 68.17 * *
Temp*Speed 1 4.50 4.50 * *
Temp*Type 1 200.00 200.00 * *
Speed*Type 1 0.00 0.00 * *
3-Way Interactions 1 0.50 0.50 * *
Temp*Speed*Type 1 0.50 0.50 * *
Error 0 * *
Total 7 1317.50
19 Copyright SixSigma.us 2016
Vilfredo Pareto and the p-value in the Use of
Factorial Experiments
• The 80/20 works
• No need for Minitab sample size calculator
• Use the eyeball method first to reduce model.
Factorial Regression: Yield versus Temp, Speed, Type
Analysis of Variance
Source DF Adj SS Adj MS F-Value P-Value
Model 4 1312.50 328.13 196.88 0.001
Linear 3 1112.50 370.83 222.50 0.001
Temp 1 1058.00 1058.00 634.80 0.000
Speed 1 50.00 50.00 30.00 0.012
Type 1 4.50 4.50 2.70 0.199
2-Way Interactions 1 200.00 200.00 120.00 0.002
Temp*Type 1 200.00 200.00 120.00 0.002
Error 3 5.00 1.67
Total 7 1317.50
20 Copyright SixSigma.us 2016
Ideas and suggestions for future
improvements for Minitab
• Lean Minitab out
• Add by variable to normal plot
• DOE – add cube plot to Factorial Plots, use Full Factorial by
default
21 Copyright SixSigma.us 2016
Ideas and Suggestions for Future
Improvements for Minitab
Remember The power of Minitab in the information, graphic
organization and not the statistical power
Error proof it – DOE order should be full factorial – click-click if you
don’t know what to do click okay
Be consistent – some menus do the same function but different output
Improve the menu system not just the assistant
Not everyone is a statistician – model regression way-way to complex
button crazy
Character graphs having meaning – One Way
Get the cost down. Maybe a use by day or number of uses.
Have training companies evaluate new versions to learn how effect
training. Minitab is holding meetings how to confuse my students
Easy share function by email
Peter button – color button interquartile range
Shade the line of brushed data points
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Thank you!Peter Peterka
512-415-3697
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Notes
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Notes