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Advanced Industrial
Problem Solving
Data
Data Distributions
Data Types
Data Analyses
Case Study: Use of small
data set to solve a
problem
Applied Statistics
Linear Regression
Multiple Linear
Regression
Logistic Regression
Statistical Process
Control
Cost of Poor Quality
(we're losing what??)
Manufacturing is
Rocket Science
Case Study: a small
worn out part caused a
million dollars in losses
(that happens a lot
more often that you
might think)
Looking at Existing
Data
Easy, insightful plots
everyone can do.
Look at your Y's
Look at your X's
R and RStudio
Software
Excel
Free Tools
Interactive Reports
Clue Generators
Creating Covariates
Weight as a Covariate
Tukey - Duckworth
Case Study: Very
complex, months-long
problem solved in a day.
(you'll find this stuff
very useful)
A multitude of X's for
each Y. How can we
figure out what's
driving?
Case Study: Finding a
variable not on the list
and suddenly
connecting the dots.
Probability
Distributions used in
Manufacturing
Human Error (how bad
are we?)
Take a closer look
Case Study: Simple
technique leads to
astonishing results
Common Process
Behaviours
Patterns in continuous
processes
Tampering
Case Study: Lock out
those dials and see
what happens.
Barrier Analysis
Looking at New Data
Testing your Changes
(what happens when we
do this?)
Simulations
Hypothesis Testing
Knowing the risks of
wrong conclusions and
what you can do to
minimize them.
Sample Size in Testing
Important insight from
Dr. Deming's Red Bead
Experiment
Experimental Design
Case Study: Battery
Capacity
Process Variation
Variance Components
Analysis
Reducing Process
Variation
Finding the Dominant
Source
Statistical Thinking
(what is it? how does it
help?)
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