Data and Lean Six Sigma-Introduction
Introduction to Data Analytics for Lean Six Sigma
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Let me introduce myself!
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Let me introduce IBIS UvA
Data and Lean Six Sigma-Video lectures - Data and Lean Six Sigma
M1-V1 Introduction to Lean Six Sigma
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M1-V2 Data and DMAIC
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M1-V3 Selecting CTQs
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M1-V4 Units and operational definition
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M1-V5 Sampling
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M1-V6 Organizing your data
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Overview videos
Data and Lean Six Sigma-Software Minitab: Introduction and installation
Minitab: what is it?
M1-V7 Installing Minitab
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M1-V8 Introduction to Minitab
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M1-V9 Loading data into Minitab
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Data and Lean Six Sigma-Quizzes: Data and Lean Six Sigma
Explanation quizzes
Understanding and visualizing data-Video lectures - Understanding and Visualizing data
M2-V1 Numerical and categorical data
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Data needed for the next videos!
M2-V2 Descriptive statistics
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M2-V3 Visualizing numerical data
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M2-V4 Visualizing categorical data
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M2-V5 Pareto analysis
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M2-V6 Visualizing two variables
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Understanding and visualizing data-Video exercises - Understanding and visualizing data
Video exercises
M2-V7 Exercise - Investigation time
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M2-V8 Exercise - Coffee batch
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Understanding and visualizing data-Quizzes - Understanding and visualizing data
Explanation quizzes
Using probability distributions-Video lectures - Using probability distribution
M3-V1 Population versus sampling
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M3-V2 Estimation and confidence intervals
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M3-V3 Normal, Lognormal and Weibull distribution
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M3-V4 Probability plot
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M3-V5 Empirical CDF
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M3-V6 Properties of the normal distribution
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Using probability distributions-Video exercises - Using probability distribution
M3-V7 Exercise - Length of Stay
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Using probability distributions-Quizzes - Using probability distributions
Explanation quizzes
Introduction to testing-Video lectures - Introduction to testing
M4-V1 Introduction to data analysis
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M4-V2 Hypothesis testing
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M4-V3 Causality
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Introduction to testing-Quiz
Explanation quizzes
Testing: numerical Y and categorical X-Video lectures - Testing: numerical Y and categorical X
M5-V1 Introduction to ANOVA
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M5-V2 ANOVA analysis
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M5-V3 ANOVA residual analysis
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M5-V4 Kruskal-Wallis test
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M5-V5 Two sample t-test
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M5-V6 Test for equality of variances
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Testing: numerical Y and categorical X-Video exercises
M5-V7 Exercise - Productivity
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M5-V8 Exercise - Department
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Testing: numerical Y and categorical X-Quizzes
Explanation quizzes
Testing: numerical Y and numerical Y-Video lectures - Testing: numerical Y and numerical X
M6-V1 Correlation
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M6-V2 Introduction to regression
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M6-V3 Regression analysis
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M6-V4 Regression residual analysis
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M6-V5 Regression prediction interval
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M6-V6 Quadratic regression
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Testing: numerical Y and numerical Y-Video exercise - Testing: numerical Y and numerical X
M6-V7 Exercise - picking
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Testing: numerical Y and numerical Y-Quizzes
Explanation quizzes
Testing: categorical Y-Video lectures - Testing: categorical Y
M7-V1 Chi-square analysis
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M7-V2 Logistic regression
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Testing: categorical Y-Video exercises - Testing: categorical Y
M7-V3 Exercise - printers
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M7-V4 Exercise - students
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Testing: categorical Y-Quizzes
Explanation quizzes