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Data Analytics for Lean Six Sigma
Beginner
Online
1 Weeks
Free Quick Facts
| Medium Of Instructions | Mode Of Learning | Mode Of Delivery |
|---|---|---|
| English | Self Study | Video and Text Based |
Courses and Certificate Fees
| Fees Informations | Certificate Availability | Certificate Providing Authority |
|---|---|---|
| INR 2421 | yes | Coursera |
The Syllabus
Videos
- 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
Readings
- Let me introduce IBIS UvA
- Overview videos
- Minitab: what is it?
- Explanation quizzes
Practice Exercises
- Practice quiz - Data and Lean Six Sigma
- Graded quiz - Data and Lean Six Sigma
Videos
- 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
Readings
- Data needed for the next videos!
- Video exercises
- Explanation quizzes
Practice Exercises
- Practice quiz - Understanding and visualizing data
- Graded quiz - Understanding and visualizing data
Videos
- 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
Reading
- Explanation quizzes
Practice Exercises
- Practice quiz - Using probability distributions
- Graded quiz - Using probability distributions
Videos
- M4-V1 Introduction to data analysis
- M4-V2 Hypothesis testing
- M4-V3 Causality
Reading
- Explanation quizzes
Practice Exercise
- Practice quiz - Introduction to testing
Videos
- 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
Reading
- Explanation quizzes
Practice Exercise
- Practice quiz - Testing: numerical Y and categorical X
- Graded quiz - Introduction to testing & Testing: numerical Y and categorical X
Videos
- 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
Reading
- Explanation quizzes
Practice Exercise
- Practice quiz - Testing: numerical Y and numerical X
Videos
- M7-V1 Chi-square analysis
- M7-V2 Logistic regression
- M7-V3 Exercise - printers
- M7-V4 Exercise - students
Reading
- Explanation quizzes
Practice Exercise
- Practice quiz - Testing: categorical Y
- Graded quiz - Testing: numerical Y and numerical X & Testing: categorical Y