Process Capability Expert Course

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

What you'll 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

Requirements

Minitab (Trial Access)

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 checkAll Analysis Practice  - Follow the Instructor step by step and do it on yourself Download more than 6 practice dataset filesBasic Concepts covered:Process CapabilityIndices – Cp, Cpk, Cpm, Z ScoresLong term/Short term CapabilityInterpretation & Improvement StrategiesConduct Process Capability StudyStep by Step ProcedurePre-requisites Testing - Normality and StabilityMS-Excel Based CalculationAdvanced ConceptsDecision with skewed data, outliers, non-normal, not able to identify distribution, defects & defectives dataDetailed Minitab based treatmentsTypes of Process CapabilityNormal Process Capability - Observed, OverallWithin/Between Weibull Process CapabilityBinomial Process CapabilityData Transformation Box-Cox TransformationJohnson TransformationLambda Hyper tuningThis course material will be very helpful if you are preparing for ASQ CQE, CQT or CQIA exams

Overview

Section 1: Welcome

Lecture 1 Introduction

Section 2: Basic Concepts of Process Capability

Lecture 2 Process Capability - What & Why

Lecture 3 Step by Step Process to Perform Process Capability Study

Lecture 4 Class Files

Lecture 5 Process Capability Indices - Computing Cp, Cpk and Z Scores in Excel

Lecture 6 Long Term Vs Short Term Process Capability

Lecture 7 How Process Capability Assessment can be Useful

Section 3: Advanced Concepts of Process Capability with Minitab

Lecture 8 How to Selection which Process Capability Study to Perform

Lecture 9 Performing Normal Process Capability in Minitab (1)

Lecture 10 Performing Normal Process Capability in Minitab (2) - Cpm Computation

Lecture 11 Performing Normal Process Capability in Minitab (3) - Six Pack Analysis

Lecture 12 Results of Process Capability in Minitab - Observed, Expected, Overall, Within

Lecture 13 Improvement Strategies Based on Cp, Cpk, Pp, Ppk, Cpm

Section 4: Data Transformation to handle non-normal data

Lecture 14 Transforming Non-Normal Data with Box Cox Transformation

Lecture 15 Hyper parameter tuning of Box-Cox and Johnson Transformation

Lecture 16 How to select between Box-Cox & Johnson Transformation - Practical Dataset

Section 5: Weibull, Binomial & Poisson Process Capability

Lecture 17 Performing Weibull Process Capability & Interpretation of Results

Lecture 18 Performing Binomial Process Capability & Interpreting results

Lecture 19 Performing Poisson Process Capability in Minitab

Process Engineers & Manufacturing Managers,Quality Engineers,Supply Chain Managers,Business Excellence and Process Improvement Professionals across sectors