Mô tả

Note: Students who complete this course have an option to apply for the certification exam by Quality Gurus Inc. and can achieve the Verified Certification from Quality Gurus Inc. It is optional and there is no separate fee for that.

Statistical Process Control (SPC) is one of the core IATF 16949 tools.

To confirm if the process is in statistical control, we use Control Charts.

To check if the process is capable of producing output that meets specifications, we perform Process Capability Studies.

This course covers both aspects of the Statistical Process Control (SPC): Control charts and Process Capability Studies.

This is the basics-to-advanced course on Statistical Process Control (SPC).

In fact, this is a 4-in-1 course.

Course 1: Statistics Foundation: To understand Control Charts and Process Capability, you need to have a basic understanding of statistical concepts including the probability distributions. Section B of this covers all that you need to understand SPC better.

Course 2: Control Charts/Process Capability Using Minitab: Minitab is the most advanced tool used by professionals to plot Control Charts and perform the Process Capability Analysis.

Course 3: Control Charts/Process Capability Using Excel: In addition to Minitab, you will understand how to perform all these calculations using Microsoft Excel. Minitab is costly and not everyone might have access to Minitab. Microsoft Excel is widely accessible. In addition, when you perform calculations using Excel, you get a much better understanding of what is happening under the hood.

Course 4: Process Capability Analysis: Control Charts just tell if the process is in control or not. To check if the process is capable or not, you need to perform the Process Capability Analysis. This course covers all the calculations using Excel and Minitab.




Bạn sẽ học được gì

Basic statistics concepts including probability distributions (Normal, Binomial and Poisson)

Statistical Process Control (SPC): Control Charts + Process Capability Analysis using Excel and Minitab

Most commonly used Control Charts such as I-MR, Xbar-R, Xbar-S, np, p, c, and u chart with a detailed explanation of theory behind these plots

Less commonly used Control Charts such as Pre Control Chart, Short Run Control Chart, Moving Average Control Chart, EWMA and CUSUM Charts are also covered.

Process Capability Analysis - Calculate Cp, Cpk, Pp, Ppk using Excel or Minitab. Non-Normal Distribution is also covered.

Yêu cầu

  • This course is from basics to advanced course. Before teaching Control Charts and Process Capability, in this course you will first learn the basics.
  • Some basic industrial experience will be helpful to fully appreciate the learnings.

Nội dung khoá học

5 sections

Section A: Basics of SPC

8 lectures
A1 Section and Course Introduction
03:35
A2 What is Quality
03:22
A3 Understanding a Process
05:00
A4 Variation Part 1
03:42
A4 Variation Part 2
07:19
A6 Process Control vs Process Capability
05:53
Download Course Slides
00:01
Quiz 1: Basics of SPC
4 questions

Section B - Basics of Statistics

20 lectures
B1 Basics of Statistics Section Intro
04:11
B2 Data Types
06:35
B3 Central Tendency
04:44
B4 Measurement of Dispersion
06:20
B5 Excel for Data Summary
09:26
B6 Standard Deviation Alternate Approaches
09:46
Quiz 2: Basic Statistics
8 questions
B7 Plotting Data
07:55
B8 Probability Distributions
02:14
B9 Binomial Theory
07:27
B10 Binomial Calculations
09:17
B11 Poisson Theory
08:06
B12 Poisson Calculations
06:13
B13 Normal Theory
05:26
B14 Normal Tables
05:38
B15 Normal Calculations
06:13
B16 Central Limit Theorem
08:44
B17 Subgroup Size
07:43
B18 Types of Errors
06:49
Quiz 3: Probability Distributions
10 questions

Section C: Control Charts

29 lectures
C1 Control Charts Section Introduction
02:46
C2 Control Limit vs Specification Limit
06:56
C3 Two Phases of Control Charts
04:33
C4 Selecting a Control Chart
07:53
C5 np Chart Theory
06:40
C6 np Chart Using Excel and Minitab
11:09
C7 p Chart Theory
03:38
C8 p Chart Using Excel and Minitab
10:34
C9 c Chart Theory
04:15
C10 c Chart Using Excel and Minitab
05:10
C11 u Chart Theory
03:03
C12 u Chart Using Excel and Minitab
06:11
C13 Xbar R Chart Theory
11:00
C14 Xbar R Chart Using Excel Minitab
12:43
C15 Xbar S Chart Theory
03:26
C16 Xbar S Chart Using Excel Minitab
07:15
C17 I MR Chart Theory
03:22
C18 I-MR Chart Using Excel Minitab
06:29
C19 Nelson Rules Part 1
02:40
C20 Nelson Rules Part 2
06:38
C21 Nelson Rules Part 3
06:06
C22 Pre Control Charts
06:43
C23 Short Run Charts Theory
07:37
C24 Short Run Charts Using Excel Minitab
06:48
C25 EWMA Chart Theory
08:13
C26 EWMA Charts Using Excel Minitab
08:16
C27 CUSUM Theory
03:59
C28 CUSUM Chart Using Excel Minitab
06:44
Quiz 4: Control Charts
9 questions

Section D: Process Capability Analysis

15 lectures
D1 Process Capability Section Introduction
02:59
D2 Control Charts and Process Capability
05:43
D3 Control Charts and Histogram
06:03
D4 Process Capability Indices Introduction
07:30
D5 Calculate Cp Using Minitab
09:24
D6 Sigma Within and Overall
06:56
D7 Calculate Cp Using Excel
04:49
D8 The problem with Cp
05:54
D9 Calculating Cpk
08:20
D10 Process Performance Pp Ppk
08:26
D11 Checking Normality
05:05
D12 Normality Test - Excel and Minitab
04:18
D13 Non-Normal Data - Example Part 1
05:19
D14 Non-Normal Data - Example Part 2
05:03
Quiz 5: Process Capability Analysis
8 questions

BONUS

1 lectures
BONUS LECTURE
01:26

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