課程信息
4.8
601 ratings
230 reviews
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...
Globe

100% 在線課程

立即開始,按照自己的計劃學習。
Calendar

可靈活調整截止日期

根據您的日程表重置截止日期。
Beginner Level

初級

Clock

建議:5 weeks of study, 2-4 hours per week.

完成時間大約為14 小時
Comment Dots

English

字幕:English

您將獲得的技能

StatisticsLean Six SigmaData AnalysisMinitab
Globe

100% 在線課程

立即開始,按照自己的計劃學習。
Calendar

可靈活調整截止日期

根據您的日程表重置截止日期。
Beginner Level

初級

Clock

建議:5 weeks of study, 2-4 hours per week.

完成時間大約為14 小時
Comment Dots

English

字幕:English

教學大綱 - 您將從這門課程中學到什麼

1

章節
Clock
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!...
Reading
11 個視頻(共 54 分鐘), 4 個閱讀材料, 2 個測驗
Video11 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
Reading4 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
Quiz2 個練習
Practice quiz - Data and Lean Six Sigma35分鐘
Graded quiz - Data and Lean Six Sigma30分鐘

2

章節
Clock
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. ...
Reading
8 個視頻(共 48 分鐘), 3 個閱讀材料, 2 個測驗
Video8 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
Reading3 個閱讀材料
Data needed for the next videos!10分鐘
Video exercises5分鐘
Explanation quizzes1分鐘
Quiz2 個練習
Practice quiz - Understanding and visualizing data35分鐘
Graded quiz - Understanding and visualizing data30分鐘

3

章節
Clock
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?"....
Reading
7 個視頻(共 42 分鐘), 1 個閱讀材料, 2 個測驗
Video7 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
Reading1 個閱讀材料
Explanation quizzes1分鐘
Quiz2 個練習
Practice quiz - Using probability distributions40分鐘
Graded quiz - Using probability distributions30分鐘

4

章節
Clock
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....
Reading
3 個視頻(共 22 分鐘), 1 個閱讀材料, 1 個測驗
Video3 個視頻
M4-V2 Hypothesis testing7分鐘
M4-V3 Causality9分鐘
Reading1 個閱讀材料
Explanation quizzes1分鐘
Quiz1 個練習
Practice quiz - Introduction to testing20分鐘
Clock
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). ...
Reading
8 個視頻(共 54 分鐘), 1 個閱讀材料, 2 個測驗
Video8 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
Reading1 個閱讀材料
Explanation quizzes1分鐘
Quiz2 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
Direction Signs

43%

完成這些課程後已開始新的職業生涯
Briefcase

83%

通過此課程獲得實實在在的工作福利

熱門審閱

創建者 RMApr 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 RKJul 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 University of Amsterdam

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

  • Once you enroll for a Certificate, you’ll have access to all videos, quizzes, and programming assignments (if applicable). Peer review assignments can only be submitted and reviewed once your session has begun. If you choose to explore the course without purchasing, you may not be able to access certain assignments.

  • When you purchase a Certificate you get access to all course materials, including graded assignments. Upon completing the course, your electronic Certificate will be added to your Accomplishments page - from there, you can print your Certificate or add it to your LinkedIn profile. If you only want to read and view the course content, you can audit the course for free.

  • 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