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Inez Zwetsloot
頂尖授課教師

49,472 人已註冊

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Data Analytics for Lean Six Sigma

阿姆斯特丹大学

課程信息

48,269 次近期查看

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

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立即開始，按照自己的計劃學習。

初級

完成時間大約為11 小時

英語（English）

字幕：阿拉伯語（Arabic）, 法語（French）, （歐洲人講的）葡萄牙語, 意大利語, 越南語, 德語（German）, 俄語（Russian）, 英語（English）, 西班牙語（Spanish）, 羅馬尼亞語

您將獲得的技能

Statistics
Lean Six Sigma
Data Analysis
Minitab

可靈活調整截止日期

根據您的日程表重置截止日期。

可分享的證書

完成後獲得證書

100% 在線

立即開始，按照自己的計劃學習。

初級

完成時間大約為11 小時

英語（English）

授課教師

授課教師評分

4.89/5 （696 個評分）

Inez Zwetsloot
頂尖授課教師

Dr.

Amsterdam Business School, Economics & Business

49,472 個學生

1 門課程

提供方

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 39,000 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.

授課大綱 - 您將從這門課程中學到什麼

內容評分98%（6,872 個評分）

週

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!

完成時間為 2 小時

11 個視頻（總計 54 分鐘）, 4 個閱讀材料, 2 個測驗

11 個視頻

Introduction to Data Analytics for Lean Six Sigma4分鐘

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

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.

完成時間為 2 小時

8 個視頻（總計 48 分鐘）, 3 個閱讀材料, 2 個測驗

8 個視頻

M2-V1 Numerical and categorical data5分鐘

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

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?".

完成時間為 2 小時

7 個視頻（總計 42 分鐘）, 1 個閱讀材料, 2 個測驗

7 個視頻

M3-V1 Population versus sampling5分鐘

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

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.

完成時間為 1 小時

3 個視頻（總計 22 分鐘）, 1 個閱讀材料, 1 個測驗

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).

完成時間為 2 小時

8 個視頻（總計 54 分鐘）, 1 個閱讀材料, 2 個測驗

8 個視頻

M5-V1 Introduction to ANOVA6分鐘

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 X30分鐘

Graded quiz - Introduction to testing & Testing: numerical Y and categorical X30分鐘

審閱

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851 條評論

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來自DATA ANALYTICS FOR LEAN SIX SIGMA的熱門評論

由 HA 提供2020年7月14日

Love it!! I haven't been this much confident with statistical analysis and hypothesis testing. I like this learning material as its practical (the cases and scenarios) part was very helpful. Thank you

由 RM 提供2017年4月29日

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.

由 RK 提供2017年7月1日

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.

由 DG 提供2021年8月31日

very tough and interesting course...i have only a basic knowledge about analyst, but this course i learn so much thing about analyst. really tense, tough and interesting at same time. thank so much

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有助学金吗？
是的，Coursera 可以向无法承担学费的学生提供助学金。点击左侧‘注册’按钮下的‘助学金’链接即可申请助学金。您可以根据屏幕提示完成申请，申请获批后会收到通知。了解详情。
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.

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Data Analytics for Lean Six Sigma

Data Analytics for Lean Six Sigma

課程信息

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