Getting started with Six Sigma
Chapters
Six Sigma Defect Metrics
A unit of product can be defectives if it contains one or more defects. A unit of product can have more than one opportunity to have defects.
Determine all the possible opportunities for problems
Pare the list down by excluding rare events, grouping similar defect types, and avoiding the trivial
Define opportunities consistently between different locations
Proportion Defective (p):
p = Number Of Defective Units / Total Number of Product Units
Yield ( Y1st-pass or Yfinal or RTY)
Y = 1 – p
The Yield proportion can converted to a sigma value using the Z tables
Defects Per Unit – DPU, or u in SPC
DPU = Number Of Defects / Total Number Of Product Units
The probability of getting ‘r’ defects in a sample having a given dpu rate can be predicted with the Poisson Distribution.
Defects Per Opportunity – DPO
DPO = no. of defects / (no. of units X no. of defect opportunities per unit)
Defects Per Million Opportunities (DPMO, or PPM)
DPMO = dpo x 1,000,000
Defects Per Million Opportunities or DPMO can be then converted to sigma & equivalent Cp values in the next page. The DPMO, DPM, Sample Size, CI Calculator will help you calculate the metrics.
If there are 10 defects among 160 invoices, and there are 7 opportunities for errors for every invoice, what is the dpmo? dpu = no. of defects / total no. of product units = 10/160 = .0625dpu dpo = no. of defects /(no. of units X no. of defect oppurtunities per unit) = 10/(160 X 7) = .0023dpodmpo = dpo x 1,000,000 = .0023 X 1,000,000 = 23,809dpmo What are the equivalent Sigma and CP values? See Sigma Table.
Converting Yield to sigma &Cp Metrics – Example
Given: a proportion defective of 1%
Yield = 1 – p = .990
Z Table value for .990 = 2.32σ
Estimate process capability by adding 1.5 σ to reflect the ‘real-world’ shift in the process mean 2.32σ + 1.5σ = 3.82σ
This σ value can be converted to an equivalent CP by dividing it by 3σ : CP = 3.82σ/3σ = 1.27 Note: Cpk cannot be estimated by this method
Sigma Table
Yield |
dpmo |
Sigma (σ) |
Cp Equiv. |
COPQ (Cost of Poor Quality) |
.840 |
160,000 |
2.50 |
0.83 |
40% |
.870 |
130,000 |
2.63 |
0.88 |
|
.900 |
100,000 |
2.78 |
0.93 |
|
.930 |
70,000 |
2.97 |
0.99 |
|
.935 |
65,000 |
3.01 |
1.00 |
|
.940 |
60,000 |
3.05 |
1.02 |
|
.945 |
55,000 |
3.10 |
1.03 |
30% |
.950 |
50,000 |
3.14 |
1.05 |
|
.955 |
45,000 |
3.20 |
1.06 |
|
.960 |
40,000 |
3.25 |
1.08 |
|
.965 |
35,000 |
3.31 |
1.10 |
|
.970 |
30,000 |
3.38 |
1.13 |
|
.975 |
25,000 |
3.46 |
1.15 |
|
.980 |
20,000 |
3.55 |
1.18 |
20% |
.985 |
15,000 |
3.67 |
1.22 |
|
.990 |
10,000 |
3.82 |
1.27 |
|
.995 |
5,000 |
4.07 |
1.36 |
|
.998 |
2,000 |
4.37 |
1.46 |
|
.999 |
1,000 |
4.60 |
1.53 |
10% |
.9995 |
500 |
4.79 |
1.60 |
|
.99975 |
250 |
4.98 |
1.66 |
5% |
.9999 |
100 |
5.22 |
1.74 |
|
.99998 |
20 |
5.61 |
1.87 |
|
.9999966 |
3.4 |
6.00 |
2.00 |
|
Description
This tutorial is an overview on Six Sigma. Six Sigma is a disciplined, data-driven approach and methodology for eliminating defects (driving toward six standard deviations between the mean and the nearest specification limit) in any process. There are 13 parts to this tutorial as given below
- Six Sigma Introduction
- Six Sigma Key Elements
- Six Sigma Organization
- Six Sigma Get Started
- Six Sigma Methodology
- Six Sigma Define Phase
- Six Sigma Measure Phase
- Six Sigma Analyses Phase
- Six Sigma Improve Phase
- Six Sigma Control Phase
- Six Sigma Technical Tools
- Six Sigma Defect Metrics
- Six Sigma Summary
Audience
If you want to get an overview on Six Sigma, this tutorial series is for you to read.
Author: Subject Coach
Added on: 18th Feb 2015
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