Minimum 1-year job Experience
Course Outline:
Overview
· The Basics of Six Sigma
· Meanings of Six Sigma
· General History of Six Sigma & Continuous Improvement
· Deliverables of Lean Six Sigma Project
· The Problem Solving Strategy Y=f(x)
· Voice of the Customer, Business and Employee
· Six Sigma Roles & Responsibilities
· The Fundamentals of Six Sigma
Define Phase
· Defining a Process
· Critical to Quality Characteristics (CTQ’s)
· Cost of Poor Quality(COPQ)
· Pareto Analysis(80:20)
· Basic Six Sigma Metrics including DPU, DPMO, FTY, RTY, Cycle Time, Deriving these metrics and these metrics
· Selecting Lean Six Sigma Projects
· Building a Business Case & Project Charter
· Developing Project Metrics
· Financial Evaluation & Benefits Capture
· The Lean Enterprise
· Understanding Lean
· The History Of Lean
· Lean & Six Sigma
· The Seven Elements of Waste: Overproduction, Correction, Inventory, Motion, Over processing, Conveyance, Waiting.
· 5S: Straighten, Shine, Standardize, Self-Discipline, Sort
Measure Phase
· Process Definition
· Cause & Effect/Fishbone Diagrams
· Process Mapping, SIPOC, Value Stream Map
· X-Y Diagram
· Failure Modes & Effects Analysis (FMEA)
· Six Sigma Statistics
· Basic Statistics
· Descriptive Statistics
· Normal Distributions & Normality
· Graphical Analysis
· Measurement System Analysis
· Precision & Accuracy
· Bias, Linearity & Stability
· Gage Repeatability & Reproducibility
· Variable & Attribute MSA
· Process Capability
· Capability Analysis
· Concept of Stability
· Attribute & Discrete Capability
· Monitoring Techniques
Analyze Phase
· Patterns of Variation
· Multi-Vari Analysis
· Classes of Distributions
· Inferential Statistics
· Understanding Inference
· Sampling Techniques & Uses
· Central Limit Theorem
· Hypothesis Testing
· General Concepts & Goals of Hypothesis Testing
· Significance; Practical vs Statistical
· Risk; Alpha & Beta
· Types of Hypothesis Test
· Hypothesis Testing with Normal Data
· 1 & 2 sample t-test
· 1 sample variance
· One Way ANOVA; Including Tests of Equal Variance; Normality Testing and Sample Size calculation, performing tests and interpreting results
Improve Phase
· Simple Linear Regression
· Correlation
· Regression Equations
· Residuals Analysis
· Non-Linear Regression
· Multiple Linear Regression
· Confidence & Prediction Intervals
· Residuals Analysis
· Data Transformation, Box Cox
Control Phase
· Lean Controls
· Control Methods for 5S
· Kanban
· Poka-Yoke(Mistake Proofing)
· Statistical Process for SPC
· I-MR Chart
· Xbar-R Chart
· U Chart
· P Chart
· NP Chart
· X-S Chart
· CumSum Chart
· EWMA Chart
· Control Chart Anatomy
· Six Sigma Control Plans
· Cost-benefit Analysis
· Elements of the Control Plan
· Elements of the Response Plan