Process Capability Expert Course

Hands-on Practice with Normal, Weibull, Binomial Process Capability (Cp, Cpk, Pp, Ppk, Cpm, Z Scores), Box Cox & Johnson

4.44 (9 reviews)
Udemy
platform
English
language
Operations
category
45
students
2 hours
content
Dec 2021
last update
$54.99
regular price

What you will learn

Basic Concepts of Process capability - Cp, Cpk, Pp,Ppk, Cpm, Z Scores, USL, LSL

Step by Step Process to conduct study - Analysis in MS-Excel & Minitab

Process Capability Concepts - Normality, Stability, Six Pack Analysis, Long Term Vs Short Term, Observed, Expected, Overall, Within, Z Bench

Data Transformation Techniques - Box-Cox and Johnson Transformation, Hypertuning Lambda

Decisioning which Process Capability Study to perform for all practical challenging situations - Normal, Weibull, Binomial

Lot of Practice Files and Practical Improvement Strategies/Tips

Description

The purpose of this course is simply to make you an expert of 'Process Capability' in your organization or professional network.

Process Capability is a fascinating concept because it links Customer Needs to Process Performance and helps to create futuristic view of process performance that business leaders love. It is also an useful measure to benchmark processes. While developing  new process, 6-sigma projects, Statistical Process Control, process monitoring and proving machine capability this concept will be applicable.

You will learn practical tips and strategies that go beyond textbook definition of process capability in this course.

Two Assignments for your practice and solution keys to check

All Analysis Practice  - Follow the Instructor step by step and do it on yourself

Download more than 6 practice dataset files

Basic Concepts covered:

  • Process Capability

  • Indices – Cp, Cpk, Cpm, Z Scores

  • Long term/Short term Capability

  • Interpretation & Improvement Strategies

  • Conduct Process Capability Study

    • Step by Step Procedure

    • Pre-requisites Testing - Normality and Stability

    • MS-Excel Based Calculation

Advanced Concepts

  • Decision with skewed data, outliers, non-normal, not able to identify distribution, defects & defectives data

  • Detailed Minitab based treatments

  • Types of Process Capability

    • Normal Process Capability - Observed, Overall

    • Within/Between

    • Weibull Process Capability

    • Binomial Process Capability

  • Data Transformation

    • Box-Cox Transformation

    • Johnson Transformation

    • Lambda Hyper tuning

This course material will be very helpful if you are preparing for ASQ CQE, CQT or CQIA exams

Content

Welcome

Introduction

Basic Concepts of Process Capability

Process Capability - What & Why
Step by Step Process to Perform Process Capability Study
Class Files
Process Capability Indices - Computing Cp, Cpk and Z Scores in Excel
Long Term Vs Short Term Process Capability
How Process Capability Assessment can be Useful

Advanced Concepts of Process Capability with Minitab

How to Selection which Process Capability Study to Perform
Performing Normal Process Capability in Minitab (1)
Performing Normal Process Capability in Minitab (2) - Cpm Computation
Performing Normal Process Capability in Minitab (3) - Six Pack Analysis
Results of Process Capability in Minitab - Observed, Expected, Overall, Within
Improvement Strategies Based on Cp, Cpk, Pp, Ppk, Cpm

Data Transformation to handle non-normal data

Transforming Non-Normal Data with Box Cox Transformation
Hyper parameter tuning of Box-Cox and Johnson Transformation
How to select between Box-Cox & Johnson Transformation - Practical Dataset

Weibull & Binomial Process Capability

Performing Weibull Process Capability & Interpretation of Results
Performing Binomial Process Capability & Interpreting results

Screenshots

Process Capability Expert Course - Screenshot_01Process Capability Expert Course - Screenshot_02Process Capability Expert Course - Screenshot_03Process Capability Expert Course - Screenshot_04

Reviews

Jayalakshmi
December 30, 2021
Excellent course.. very comprehensive. Covers all topics of process capability incl Poisson Process Capability. I conducted one process capability study last week after doing this course in our company.
Vasanth
November 30, 2021
Expectation was high when you saying its advance capability study, Poisson distribution itself is not included, most of the thing was known to us

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4410202
udemy ID
11/23/2021
course created date
11/24/2021
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