2. Performance Indices - Pp/Cp (Normal Data)

This tool is used to evaluate the capacity of a process using the normal probability distribution.

Example 1:

The data set used in this example was taken from a statistical process with the specifications 37±13. We have that LSL = 24; μ = 37; USL = 50.

Sample Reading1 Reading2 Reading3 Reading4 Reading5
1 36 35 34 33 32
2 31 31 34 32 30
3 30 30 32 30 32
4 32 33 33 32 35
5 32 34 37 37 35
6 32 32 31 33 33
7 33 33 36 32 31
8 23 33 36 35 36
9 43 36 35 24 31
10 36 35 36 41 41
11 34 38 35 34 38
12 36 38 39 39 40
13 36 40 35 26 33
14 36 35 37 34 33
15 30 37 33 34 35
16 28 31 33 33 33
17 33 30 34 33 35
18 27 28 29 27 30
19 35 36 29 27 32
20 33 35 35 39 36

We will upload the data to the system.

Configuring as shown in the figure below to perform the analysis.

  • In Select tests we can choose the tests we want to perform.

Then click Calculate to get the results. You can also generate the analyses and download them in Word format.

The results are:

Specifications

Valor
Sample: 100
Lower Limit 24
Upper Limit 50

Estimates

Estimate
Mean 33.550
Standard Deviation (Short term) 2.9724
Standard Deviation (Long term) 3.5377

Performace Indices (Long term)

Performace Indices (Total Variability)
PP 1.225
PPL 0.8998
PPU 1.550
PPK 0.8998

Capability Indices (Short term)

Capacity Indexes (Variability Inherent)
CP 1.4579
CPL 1.071
CPU 1.8448
CPK 1.071

Observed Indices

Observed Indices
PPM < LSL 10000
PPM > USL 0
Total PPM 10000

Expected Indices (Long term)

Expected Indice (Total Variability)
PPM < LSL 3471.964
PPM > USL 1.660
Total PPM 3473.624

Expected Indices (Short term)

Expected Indicess (Inherent Variability)
PPM < LSL 656.9802
PPM > USL 0.0156
Total PPM 656.9958

SIGMA LEVEL

SIGMA Level
Zbench (long term) 2.6994
Zbench (Short term) 3.2129
Zshift 1.500
Sigma metrics 4.1994

Out-of-control points - X-Bar Graph

Subgrupo Valor Teste
10 37.8 1 point more than 3 Sigmas from the center line
12 38.4 1 point more than 3 Sigmas from the center line
18 28.2 1 point more than 3 Sigmas from the center line

Out-of-control points - Standad-Deviation Graph

Subgroup Value Test
8 5.5045 1 point greater than 3 Sigmas from the center line
9 6.9785 1 point greater than 3 Sigmas from the center line

Exemplo 2:

Consider a process at the start of development, where we collected a sample of 30 units. These units were measured and the data is shown in the table below. For this case we have USL = 4.

Data
1.278258
0.017442
1.763441
0.350306
0.499543
0.009417
4.47932
0.096113
1.503284
3.618302
0.19454
1.845016
2.035204
0.992143
0.714152
1.084793
1.195303
1.707286
3.757334
5.958947
1.973829
0.680619
0.088677
0.360242
1.985193
3.193834
4.359103
0.645437
1.003296
0.309148

We will upload the data to the system.

Configuring as shown in the figure below to perform the analysis.

  • In “select tests” we can choose the tests we want to carry out.

Then click Calculate to get the results. You can also generate the analyses and download them in Word format.

The results are:

Box-Cox Transformation
V1
Lambda 0.328
P-Value (Anderson-Darling) 0.922

Transformed Data

Data
0.256
-2.240
0.623
-0.887
-0.621
-2.388
1.937
-1.634
0.436
1.600
-1.267
0.678
0.800
-0.008
-0.319
0.082
0.184
0.585
1.658
2.427
0.762
-0.361
-1.671
-0.868
0.769
1.414
1.893
-0.408
0.003
-0.974

Specifications

Value
1 Sample: 30
3 Upper Limit 1.75557675336065

Estimates

Estimates
Mean 0.082
Standard Deviation (Short term) 1.228
Standard Deviation (Long term) 1.241

Performance Indices (Long Term)

Performance Indices (Total Variability)
PPU 0.449
PPK 0.449

Capability Indices (Short term)

Capacity Indexes (Variability Inherent)
CPU 0.454
CPK 0.454

Observed Indices

Observed Indices
PPM > USL 100.000
Total PPM 100.000

Expected Indices (Long term)

Expected Indices (Total Variability)
PPM > USL 88813.8411
Total PPM 88813.8411

Expected Indices (Short term)

Expected Indices (Inherent Variability)
PPM > USL 86477.2784
Total PPM 86477.2784

SIGMA LEVEL

SIGMA LEVEL
Zbench (long term) 1.348
Zbench (short term) 1.363
Zshift 1.500
Sigma metric 2.848

Last modified 19.11.2025: Atualizar Manual (288ad71)