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Null Hypothesis
Difference in measurements is unrelated
to change of location of scale.
Gage R&R Study
Method
Parts: 10 Operators: 3
Replicates: 2 Total runs: 60
RAUL DARIO GERMAN
Each one of the operators measured ten parts twice in random order. Each
operator placed the scale in a different location in the plant.
Gage R&R Study - ANOVA Method
Two-Way ANOVA Table With Interaction
Source DF SS MS F P
Parts 9 0.0002437 0.0000271 21.1329 0.000
Operators 2 0.0000089 0.0000045 3.4855 0.053
Parts * Operators 18 0.0000231 0.0000013 2.4028 0.016
Repeatability 30 0.0000160 0.0000005
Total 59 0.0002917
α to remove interaction term = 0.05
If the p-value for the operator and part interaction is 0.05 or
higher, the interaction is not significant.
The p-value for the operator and part interaction is less than 0.05.
This means that operator-part interaction exists.
Low p-values are indications of strong evidence against the null
hypothesis.
Gage R&R Study - ANOVA Method
Variance Components
%Contribution
Source VarComp (of VarComp)
Total Gage R&R 0.0000011 19.88
Repeatability 0.0000005 9.94
Reproducibility 0.0000005 9.94
Operators 0.0000002 2.97
Operators*Parts 0.0000004 6.97
Part-To-Part 0.0000043 80.12
Total Variation 0.0000054 100.00
Ideally, very little of the variability should be due to repeatability
and reproducibility. Differences between parts (Part-to-Part) should
account for most of the variability.
When the %Contribution from part-to-part variation is high, the
measurement system can reliably distinguish between parts.
Gage R&R Study - ANOVA Method
Gage Evaluation
Study Var %Study Var %Tolerance
Source StdDev (SD) (6 × SD) (%SV) (SV/Toler)
Total Gage R&R 0.0010328 0.0061968 44.58 105.63
Repeatability 0.0007303 0.0043818 31.52 74.69
Reproducibility 0.0007303 0.0043818 31.52 74.69
Operators 0.0003991 0.0023944 17.23 40.81
Operators*Parts 0.0006116 0.0036697 26.40 62.55
Part-To-Part 0.0020736 0.0124419 89.51 212.08
Total Variation 0.0023166 0.0138996 100.00 236.93
Because the %Study Var and the %Tolerance are greater than 10%,
we conclude that the measurement system needs improvement.
Gage R&R study Scales Location

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Gage R&R study Scales Location

  • 1. Null Hypothesis Difference in measurements is unrelated to change of location of scale.
  • 2. Gage R&R Study Method Parts: 10 Operators: 3 Replicates: 2 Total runs: 60 RAUL DARIO GERMAN Each one of the operators measured ten parts twice in random order. Each operator placed the scale in a different location in the plant.
  • 3. Gage R&R Study - ANOVA Method Two-Way ANOVA Table With Interaction Source DF SS MS F P Parts 9 0.0002437 0.0000271 21.1329 0.000 Operators 2 0.0000089 0.0000045 3.4855 0.053 Parts * Operators 18 0.0000231 0.0000013 2.4028 0.016 Repeatability 30 0.0000160 0.0000005 Total 59 0.0002917 α to remove interaction term = 0.05 If the p-value for the operator and part interaction is 0.05 or higher, the interaction is not significant. The p-value for the operator and part interaction is less than 0.05. This means that operator-part interaction exists. Low p-values are indications of strong evidence against the null hypothesis.
  • 4. Gage R&R Study - ANOVA Method Variance Components %Contribution Source VarComp (of VarComp) Total Gage R&R 0.0000011 19.88 Repeatability 0.0000005 9.94 Reproducibility 0.0000005 9.94 Operators 0.0000002 2.97 Operators*Parts 0.0000004 6.97 Part-To-Part 0.0000043 80.12 Total Variation 0.0000054 100.00 Ideally, very little of the variability should be due to repeatability and reproducibility. Differences between parts (Part-to-Part) should account for most of the variability. When the %Contribution from part-to-part variation is high, the measurement system can reliably distinguish between parts.
  • 5. Gage R&R Study - ANOVA Method Gage Evaluation Study Var %Study Var %Tolerance Source StdDev (SD) (6 × SD) (%SV) (SV/Toler) Total Gage R&R 0.0010328 0.0061968 44.58 105.63 Repeatability 0.0007303 0.0043818 31.52 74.69 Reproducibility 0.0007303 0.0043818 31.52 74.69 Operators 0.0003991 0.0023944 17.23 40.81 Operators*Parts 0.0006116 0.0036697 26.40 62.55 Part-To-Part 0.0020736 0.0124419 89.51 212.08 Total Variation 0.0023166 0.0138996 100.00 236.93 Because the %Study Var and the %Tolerance are greater than 10%, we conclude that the measurement system needs improvement.