Data Analytics for Lean Six Sigma by Coursera
Skills you will learn!
Curriculum
17 Topics
Introduction to Data Analytics for Lean Six Sigma
Let me introduce myself!
M1-V1 Introduction to Lean Six Sigma
M1-V2 Data and DMAIC
M1-V3 Selecting CTQs
M1-V4 Units and operational definition
M1-V5 Sampling
M1-V6 Organizing your data
M1-V7 Installing Minitab
M1-V8 Introduction to Minitab
M1-V9 Loading data into Minitab
Let me introduce IBIS UvA
Overview videos
Minitab: what is it?
Explanation quizzes
Graded quiz - Data and Lean Six Sigma
Practice quiz - Data and Lean Six Sigma
13 Topics
M2-V1 Numerical and categorical data
M2-V2 Descriptive statistics
M2-V3 Visualizing numerical data
M2-V4 Visualizing categorical data
M2-V5 Pareto analysis
M2-V6 Visualizing two variables
M2-V7 Exercise - Investigation time
M2-V8 Exercise - Coffee batch
Data needed for the next videos!
Video exercises
Explanation quizzes
Graded quiz - Understanding and visualizing data
Practice quiz - Understanding and visualizing data
10 Topics
M3-V1 Population versus sampling
M3-V2 Estimation and confidence intervals
M3-V3 Normal Lognormal and Weibull distribution
M3-V4 Probability plot
M3-V5 Empirical CDF
M3-V6 Properties of the normal distribution
M3-V7 Exercise - Length of Stay
Explanation quizzes
Graded quiz - Using probability distributions
Practice quiz - Using probability distributions
5 Topics
M4-V1 Introduction to data analysis
M4-V2 Hypothesis testing
M4-V3 Causality
Explanation quizzes
Practice quiz - Introduction to testing
11 Topics
M5-V1 Introduction to ANOVA
M5-V2 ANOVA analysis
M5-V3 ANOVA residual analysis
M5-V4 Kruskal-Wallis test
M5-V5 Two sample t-test
M5-V6 Test for equality of variances
M5-V7 Exercise - Productivity
M5-V8 Exercise - Department
Explanation quizzes
Graded quiz - Introduction to testing & Testing: numerical Y and categorical X
Practice quiz - Testing: numerical Y and categorical X
9 Topics
M6-V1 Correlation
M6-V2 Introduction to regression
M6-V3 Regression analysis
M6-V4 Regression residual analysis
M6-V5 Regression prediction interval
M6-V6 Quadratic regression
M6-V7 Exercise - picking
Explanation quizzes
Practice quiz - Testing: numerical Y and numerical X
7 Topics
M7-V1 Chi-square analysis
M7-V2 Logistic regression
M7-V3 Exercise - printers
M7-V4 Exercise - students
Explanation quizzes
Graded quiz - Testing: numerical Y and numerical X & Testing: categorical Y
Practice quiz - Testing: categorical Y
Data Analytics for Lean Six Sigma
Related Lean Courses
Thank You!
Your review has been submitted successfully.