Statistics & Minitab for Lean Six Sigma Certification -BB&GB

Minitab and statistics for process improvement , software metrics improvement , business statistics and decision making

5.00 (1 reviews)
Udemy
platform
English
language
Data & Analytics
category
Statistics & Minitab for Lean Six Sigma Certification -BB&GB
34
students
17.5 hours
content
May 2023
last update
$49.99
regular price

What you will learn

Master Minitab - Introduction and functionalities of Minitab ( Data Entry , Data Stacking , Split worksheet , Brushing etc..)

Basic statistics - Measure of central tendencies , Measure of spread , Measure of location - Descriptive statistics

Inferential statistics - Confidence level , Confidence interval , importance of p value , Hypothesis testing

Pareto Chart , Trend analysis , Run chart , Statistical process control - Control charts

Description

This course will make you an expert  in using Minitab software to perform all statistical analysis required in your area of work or business or process. This is a "MUST BE" skill set  for all business analysts , quality analyst or  any other professional who deals with small data or big data. This skill set is  high in demand across across all the industries including banking , e retail , retail , ITES , IT , Manufacturing , Telecom , IT etc..  All statistical concepts are explained in depth with relevant examples from various industries for easy understanding and application of it in your area of work. This course is designed using all the experience gathered by the trainer from more than 6 industries over 20 years. Application of hypothesis testing covers examples from industries including  IT , ITES and Manufacturing sector.  This course covers all required details for you to use Minitab and also become a leader and guide your team in using the same. Minitab is also widely used in the area of Machine Learning and AI and can be easily integrated to SQL , python and R.  This is a Menu driven software , especially for people who are not interested in writing lines of codes to work on a predictive modelling project , Minitab will do the same job for you by applying a few clicks. Minitab will be an excellent also a good match for resources currently  working in or aspiring to work as business analyst or SQL expert. The stored data has to be interpreted and analyzed , knowing Minitab will always give you added  advantage and make you really smart in making business decisions using data and statistical analysis. Recently certified six sigma green belts and Black Belts too can benefit out of this course by strengthening their data analysis Minitab skills.

Content

Introduction

Introduction to Minitab
Menu summary of Minitab
Basic data handling in Minitab
Basic data handling in Minitab continued
Basic data handling in Minitab continued

Basic statistics with Minitab

Introduction to basic statistics
Impact of shape on Mean and Median
Basic statistics continued
Basic statistics continued
Calculate basics statistics with Minitab
Introduction to box plot
Box plot continued - Excercise
Introduction to Pareto chart
Introduction to Time series
Introduction to Dot plots
Introduction to Run Charts
Tools used to perform basic statistics

Introduction to distribution (Shape)

Introduction to distribution and how to identify the same
Normal distribution
Calculate PDF and CDF in Minitab for normal distribution
Calculate PDF and CDF for non normal distributions
Normality test using Minitab
Box Cox transformation
Check your understanding of distributions

Measurement System analysis - MSA

Introduction to MSA
Gauge R&R for Discrete data
Gauge R&R - Continuous data (for manual measurement ,gauge and gauge operators)
Check your understanding in MSA

Introduction to process capability

Introduction Process capability and sigma score
Process sigma - Z score for normal data
Process capability for Normal data - Cp , Cpk , pp and Ppk
Process capability for Non - Normal data - Z , Pp , PPk
Process capability for discrete data
Process capability

Introduction to Hypothesis testing

Introduction to Hypothesis testing
Introduction to P value
1 Sample t test
2 Sample t test
Paired t test
Anova
1 Proportion test
2 Proportion test
Chi Square test

Non parametric hypothesis testing

1 Sample sign test
Mann-Whitney
Moods Median
Kruskal Wallis
Test your understanding in Hypothesis testing

Introduction to regression

Introduction to Simple linear regression
Scatter plot, coefficients of correlation and determination
Simple Linear regression in Minitab
Key aspects of Multiple linear regression
Multiple linear regression in Minitab
Test your understanding in Linear regression

Introduction to statistical process control - Control Charts

Introduction to statistical process control - Control charts
Control charts for continuous data
Control charts for Attribute data
Test your understating in SPC

Charts

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5118490
udemy ID
1/28/2023
course created date
5/27/2023
course indexed date
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