Contents of Black Belt Edition.

1  INTRODUCTION



2 MEASUREMENT SYSTEMS


Graphical breakdown of Measurement Error

Gage R&R Review

Gage R&R  

Gage R&R Expanded

Type 1 Gage Study

Gage Linearity and Bias Study

Attribute Agreement Analysis



3 PROCESS CAPABILITY

 

Review Overall and Within Process Capability  

Summary of Process Capability within the Green Belt Edition

Normality of the Underlying Data

Process Capability for Non-normal Data



4 ANOVA


Review of ANOVA

Intro to General Linear Model  

ANOVA GLM

Covariates and Alternative Coding

Mixed Effects Model Intro


5 STANDARD MULTIPLE LINEAR REGRESSION


Review of Regression within the Green Belt Edition

Multiple Linear Regression  

Multicollinearity and Variance Inflation Factors  



6 Poisson Regression


Poisson Regression

Poisson Regression Link Functions



7 Logistic Regression


Intro to Logistic Regression  

Binary Logistic Regression

Binary Fitted Plot  

Binary Logistic Model  

Ordinal Logistic Regression  

Nominal Logistic Regression  



8 Design of Experiment


Review of  DOE within the Green Belt Edition

DOE Terminology

DOE structure

Definitive Screening Design Structure

Plackett Burman Design Structure

Characterisation Design Structure

Response Surface Design Structure

Sequential DOE

Targeting the DOE



9 Monte Carlo Simulation


Monte Carlo Simulation



10 Non-Parametric Testing


Sample Sign and Wilcoxon Test

Mann-Whitney Test

Kruskal-Wallis Test

Mood’s Median Test

Friedman’s Test