Acerca de este Curso
4.8
630 calificaciones
239 revisiones
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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Beginner Level

Nivel principiante

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Approx. 14 hours to complete

Sugerido: 5 weeks of study, 2-4 hours per week....
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Subtítulos: English...

Habilidades que obtendrás

StatisticsLean Six SigmaData AnalysisMinitab
Globe

Cursos 100 % en línea

Comienza de inmediato y aprende a tu propio ritmo.
Calendar

Fechas límite flexibles

Restablece las fechas límite en función de tus horarios.
Beginner Level

Nivel principiante

Clock

Approx. 14 hours to complete

Sugerido: 5 weeks of study, 2-4 hours per week....
Comment Dots

English

Subtítulos: English...

Programa - Qué aprenderás en este curso

Week
1
Clock
2 horas para completar

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 videos (Total: 54 min), 4 readings, 2 quizzes
Video11 videos
Let me introduce myself!1m
M1-V1 Introduction to Lean Six Sigma5m
M1-V2 Data and DMAIC4m
M1-V3 Selecting CTQs6m
M1-V4 Units and operational definition5m
M1-V5 Sampling8m
M1-V6 Organizing your data5m
M1-V7 Installing Minitab3m
M1-V8 Introduction to Minitab6m
M1-V9 Loading data into Minitab2m
Reading4 lecturas
Let me introduce IBIS UvA5m
Overview videos2m
Minitab: what is it?10m
Explanation quizzes1m
Quiz2 ejercicios de práctica
Practice quiz - Data and Lean Six Sigma35m
Graded quiz - Data and Lean Six Sigma30m
Week
2
Clock
2 horas para completar

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 videos (Total: 48 min), 3 readings, 2 quizzes
Video8 videos
M2-V2 Descriptive statistics7m
M2-V3 Visualizing numerical data6m
M2-V4 Visualizing categorical data5m
M2-V5 Pareto analysis5m
M2-V6 Visualizing two variables9m
M2-V7 Exercise - Investigation time4m
M2-V8 Exercise - Coffee batch3m
Reading3 lecturas
Data needed for the next videos!10m
Video exercises5m
Explanation quizzes1m
Quiz2 ejercicios de práctica
Practice quiz - Understanding and visualizing data35m
Graded quiz - Understanding and visualizing data30m
Week
3
Clock
2 horas para completar

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 videos (Total: 42 min), 1 reading, 2 quizzes
Video7 videos
M3-V2 Estimation and confidence intervals9m
M3-V3 Normal, Lognormal and Weibull distribution4m
M3-V4 Probability plot6m
M3-V5 Empirical CDF6m
M3-V6 Properties of the normal distribution4m
M3-V7 Exercise - Length of Stay5m
Reading1 lectura
Explanation quizzes1m
Quiz2 ejercicios de práctica
Practice quiz - Using probability distributions40m
Graded quiz - Using probability distributions30m
Week
4
Clock
1 hora para completar

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 videos (Total: 22 min), 1 reading, 1 quiz
Video3 videos
M4-V2 Hypothesis testing7m
M4-V3 Causality9m
Reading1 lectura
Explanation quizzes1m
Quiz1 ejercicio de práctica
Practice quiz - Introduction to testing20m
Clock
2 horas para completar

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 videos (Total: 54 min), 1 reading, 2 quizzes
Video8 videos
M5-V2 ANOVA analysis7m
M5-V3 ANOVA residual analysis6m
M5-V4 Kruskal-Wallis test5m
M5-V5 Two sample t-test8m
M5-V6 Test for equality of variances6m
M5-V7 Exercise - Productivity7m
M5-V8 Exercise - Department5m
Reading1 lectura
Explanation quizzes1m
Quiz2 ejercicios de práctica
Practice quiz - Testing: numerical Y and categorical X12m
Graded quiz - Introduction to testing & Testing: numerical Y and categorical X30m
4.8
Direction Signs

43%

comenzó una nueva carrera después de completar estos cursos
Briefcase

83%

consiguió un beneficio tangible en su carrera profesional gracias a este curso

Principales revisiones

por 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.

por 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.

Instructor

Inez Zwetsloot

Dr.
Amsterdam Business School, Economics & Business

Acerca de 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....

Preguntas Frecuentes

  • 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.

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