Welcome to this course on Data Analytics for Lean Six Sigma.
In this course you will learn data analytics techniques that are typically useful within Lean Six Sigma improvement projects. At the end of this course you are able to analyse and interpret data gathered within such a project. You will be able to use Minitab to analyse the data. I will also briefly explain what Lean Six Sigma is.
I will emphasize on use of data analytics tools and the interpretation of the outcome. I will use many different examples from actual Lean Six Sigma projects to illustrate all tools. I will not discuss any mathematical background.
The setting we chose for our data example is a Lean Six Sigma improvement project. However data analytics tools are very widely applicable. So you will find that you will learn techniques that you can use in a broader setting apart from improvement projects.
I hope that you enjoy this course and good luck!
Dr. Inez Zwetsloot & the IBIS UvA team
教學大綱 - 您將從這門課程中學到什麼
週
1完成時間為 2 小時
Data and Lean Six Sigma
This module introduces Lean Six Sigma and shows you where data and data analytics have their place within the DMAIC framework. It also introduces the software package Minitab. This package is used throughout the videos for data analytics. It is not mandatory to use this package. I just really like it!
11 個視頻 （總計 54 分鐘）, 4 個閱讀材料, 2 個測驗
11 個視頻
Let me introduce myself!1分鐘
M1-V1 Introduction to Lean Six Sigma5分鐘
M1-V2 Data and DMAIC4分鐘
M1-V3 Selecting CTQs6分鐘
M1-V4 Units and operational definition5分鐘
M1-V5 Sampling8分鐘
M1-V6 Organizing your data5分鐘
M1-V7 Installing Minitab3分鐘
M1-V8 Introduction to Minitab6分鐘
M1-V9 Loading data into Minitab2分鐘
4 個閱讀材料
Let me introduce IBIS UvA5分鐘
Overview videos2分鐘
Minitab: what is it?10分鐘
Explanation quizzes1分鐘
2 個練習
Practice quiz - Data and Lean Six Sigma35分鐘
Graded quiz - Data and Lean Six Sigma30分鐘
週
2完成時間為 2 小時
Understanding and visualizing data
This module explains how to visualize data. It discusses visualizing single variables as well as visualizing two variables. You will learn to select the appropriate graph. For this it is essential to first learn the distinction between numerical and categorical data.
8 個視頻 （總計 48 分鐘）, 3 個閱讀材料, 2 個測驗
8 個視頻
M2-V2 Descriptive statistics7分鐘
M2-V3 Visualizing numerical data6分鐘
M2-V4 Visualizing categorical data5分鐘
M2-V5 Pareto analysis5分鐘
M2-V6 Visualizing two variables9分鐘
M2-V7 Exercise - Investigation time4分鐘
M2-V8 Exercise - Coffee batch3分鐘
3 個閱讀材料
Data needed for the next videos!10分鐘
Video exercises5分鐘
Explanation quizzes1分鐘
2 個練習
Practice quiz - Understanding and visualizing data35分鐘
Graded quiz - Understanding and visualizing data30分鐘
週
3完成時間為 2 小時
Using probability distributions
In this module on using probability distributions, you will learn how to quantify uncertainty. Furthermore you will learn to answer an important business question: “what percentage of products or cases meet our specifications?".
7 個視頻 （總計 42 分鐘）, 1 個閱讀材料, 2 個測驗
7 個視頻
M3-V2 Estimation and confidence intervals9分鐘
M3-V3 Normal, Lognormal and Weibull distribution4分鐘
M3-V4 Probability plot6分鐘
M3-V5 Empirical CDF6分鐘
M3-V6 Properties of the normal distribution4分鐘
M3-V7 Exercise - Length of Stay5分鐘
1 個閱讀材料
Explanation quizzes1分鐘
2 個練習
Practice quiz - Using probability distributions40分鐘
Graded quiz - Using probability distributions30分鐘
週
4完成時間為 1 小時
Introduction to testing
You will learn to model your CTQ and influence factor(s) and to use a decision tree to select the appropriate tool for data based testing of this model. Furthermore, causality is introduced.
3 個視頻 （總計 22 分鐘）, 1 個閱讀材料, 1 個測驗
1 個閱讀材料
Explanation quizzes1分鐘
1 個練習
Practice quiz - Introduction to testing20分鐘
完成時間為 2 小時
Testing: numerical Y and categorical X
In this module on statistical testing, you will learn how to establish relationship between a numerical Y variable (the CTQ) and categorical influence factors (the X variables).
8 個視頻 （總計 54 分鐘）, 1 個閱讀材料, 2 個測驗
8 個視頻
M5-V2 ANOVA analysis7分鐘
M5-V3 ANOVA residual analysis6分鐘
M5-V4 Kruskal-Wallis test5分鐘
M5-V5 Two sample t-test8分鐘
M5-V6 Test for equality of variances6分鐘
M5-V7 Exercise - Productivity7分鐘
M5-V8 Exercise - Department5分鐘
1 個閱讀材料
Explanation quizzes1分鐘
2 個練習
Practice quiz - Testing: numerical Y and categorical X12分鐘
Graded quiz - Introduction to testing & Testing: numerical Y and categorical X30分鐘
4.8
280 個審閱41%
完成這些課程後已開始新的職業生涯
32%
通過此課程獲得實實在在的工作福利
熱門審閱
創建者 RM•Apr 30th 2017
An amazing course .Very crisp and clear. Thank you Dr.Inez for making learning so much easier and fun.Examples gave a better understanding.I'm sure I'll be able to apply it in my research. Thank you.
創建者 RK•Jul 2nd 2017
Amazing course to refresh the statistical knowledge especially if you wish you take up Lean Six Sigma career path. It gave me enough time and chance to prepare and learn. It is a must for everyone.
講師
Inez Zwetsloot
Dr.Amsterdam Business School, Economics & Business
關於 阿姆斯特丹大学
A modern university with a rich history, the University of Amsterdam
(UvA) traces its roots back to 1632, when the Golden Age school Athenaeum
Illustre was established to train students in trade and philosophy. Today,
with more than 30,000 students, 5,000 staff and 285 study programmes
(Bachelor's and Master's), many of which are taught in English, and a
budget of more than 600 million euros, it is one of the largest
comprehensive universities in Europe. It is a member of the League of
European Research Universities and also maintains intensive contact with
other leading research universities around the world.
常見問題
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我购买证书后会得到什么？
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退款政策是如何规定的？
有助学金吗？
Do I need Minitab?
No, it is not a requirement to pass the course. However I do recommend everybody to install (the free trial version of) Minitab. It makes this course a lot more fun if you can actually do all the data analyses yourself as well.
還有其他問題嗎？請訪問 學生幫助中心。
