Lean Six Sigma Certification Exam Preparation Guide based on IASSC Black Belt Body of Knowledge
Lean Six Sigma Training Guide (sixsigmatrainingfree.com) is a free study guide for Lean Six Sigma Green Belt and Black Belt certification exams. It follows the IASSC Black Belt Body of Knowledge and links each topic, from DMAIC and the 8 wastes to hypothesis testing and control charts, to a study page, with free practice exams and statistical tables.
About International Association for Six Sigma Certification (IASSC)
IASSC Lean Six Sigma Training Guide1.0 Define Phase
1.1 The Basics of Six Sigma 1.1.1 Meanings of Six Sigma1.1.2 General History of Six Sigma & Continuous Improvement
1.2 The Fundamentals of Six Sigma 1.2.1 Defining a Process 1.2.2 Critical to Quality Characteristics (CTQ’s)
a. including DPU, DPMO, FTY, RTY Cycle Time, deriving these metrics and these metricsRead more:
1.3 Selecting Lean Six Sigma Projects 1.3.1 Building a Business Case & Project Charter
1.4 The Lean Enterprise 1.4.1 Understanding Lean
Body of Knowledge 1.4.4 The Seven Elements of Waste a. Overproduction, Correction, Inventory, Motion, Overprocessing, Conveyance, Waiting.
a. Straighten, Shine, Standardize, Self-Discipline, Sort 2.0 Measure Phase 2.1 Process Definition 2.1.1 Cause & Effect / Fishbone Diagrams 2.1.2 Process Mapping, SIPOC, Value Stream Map
2.2 Six Sigma Statistics 2.2.1 Basic Statistics
2.3 Measurement System Analysis 2.3.1 Precision & Accuracy2.3.2 Bias, Linearity & Stability2.3.3 Gage Repeatability & Reproducibility
2.4 Process Capability 2.4.1 Capability Analysis
3.0 Analyze Phase
3.1 Patterns of Variation
3.2 Inferential Statistics 3.2.1 Understanding Inference3.2.2 Sampling Techniques & Uses
3.3 Hypothesis Testing 3.3.1 General Concepts & Goals of Hypothesis Testing3.3.2 Significance; Practical vs. Statistical3.3.3 Risk; Alpha & Beta
3.4 Hypothesis Testing with Normal Data3.4.1 1 & 2 sample t-tests
3.5 Hypothesis Testing with Non-Normal Data3.5.1 Mann-Whitney3.5.2 Kruskal-Wallis3.5.3 Mood’s Median3.5.4 Friedman3.5.5 1 Sample Sign3.5.6 1 Sample Wilcoxon3.5.7 One and Two Sample Proportion3.5.8 Chi-Squared (Contingency Tables) http://math.hws.edu/javamath/ryan/ChiSquare.html a. Including Tests of Equal Variance, Normality Testing and Sample Size calculation,performing tests and interpreting results.
4.0 Improve Phase
4.1 Simple Linear Regression4.1.1 Correlation4.1.2 Regression Equations
4.2 Multiple Regression Analysis 4.2.1 Non- Linear Regression4.2.2 Multiple Linear Regression4.2.3 Confidence & Prediction Intervals4.2.4 Residuals Analysis
4.3 Designed Experiments
4.4 Full Factorial Experiments 4.4.1 2k Full Factorial Designs
4.5 Fractional Factorial Experiments4.5.1 Designs
5.0 Control Phase
5.1 Lean Controls 5.1.1 Control Methods for 5S5.1.2 Kanban5.1.3 Poka-Yoke (Mistake Proofing) 5.2 Statistical Process Control (SPC)
5.2.2 I-MR Chart
5.2.4 U Chart 5.2.5 P Chart 5.2.6 NP Chart 5.2.7 X-S chart 5.2.8 CumSum Chart
5.2.11 Control Chart Anatomy5.2.12 Subgroups, Impact of Variation, Frequency of Sampling
5.3 Six Sigma Control Plans 5.3.1 Cost Benefit Analysis5.3.2 Elements of the Control Plan5.3.3 Elements of the Response Plan |
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See also: Work in progress (WIP) · Flowchart symbols · Six Sigma symbols · Gemba board · Value stream mapping · Study materials · Statistical distributions · Design of experiments · Process capability · Measurement system analysis · Hypothesis testing · Sample size and sampling · Normality and data transformation · Correlation and regression · ANOVA and non-parametric tests · Attribute MSA (agreement analysis)
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