defect reduction for the defibrillator - st. cloud state

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St. Cloud State University theRepository at St. Cloud State Culminating Projects in Mechanical and Manufacturing Engineering Department of Mechanical and Manufacturing Engineering 8-2016 Defect Reduction for the Defibrillator Saqib Burhan Mao Follow this and additional works at: hps://repository.stcloudstate.edu/mme_etds is Starred Paper is brought to you for free and open access by the Department of Mechanical and Manufacturing Engineering at theRepository at St. Cloud State. It has been accepted for inclusion in Culminating Projects in Mechanical and Manufacturing Engineering by an authorized administrator of theRepository at St. Cloud State. For more information, please contact [email protected]. Recommended Citation Mao, Saqib Burhan, "Defect Reduction for the Defibrillator" (2016). Culminating Projects in Mechanical and Manufacturing Engineering. 55. hps://repository.stcloudstate.edu/mme_etds/55

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St. Cloud State UniversitytheRepository at St. Cloud StateCulminating Projects in Mechanical andManufacturing Engineering

Department of Mechanical and ManufacturingEngineering

8-2016

Defect Reduction for the DefibrillatorSaqib Burhan Matto

Follow this and additional works at: https://repository.stcloudstate.edu/mme_etds

This Starred Paper is brought to you for free and open access by the Department of Mechanical and Manufacturing Engineering at theRepository at St.Cloud State. It has been accepted for inclusion in Culminating Projects in Mechanical and Manufacturing Engineering by an authorized administratorof theRepository at St. Cloud State. For more information, please contact [email protected].

Recommended CitationMatto, Saqib Burhan, "Defect Reduction for the Defibrillator" (2016). Culminating Projects in Mechanical and ManufacturingEngineering. 55.https://repository.stcloudstate.edu/mme_etds/55

1

Defect Reduction for the Defibrillator

by

Saqib Burhan Matto

A Starred Paper

Submitted to the Graduate Faculty of

St. Cloud State University

in Partial Fulfillment of the Requirements

for the Degree of

Master of Science

In Engineering Management

August, 2016

Starred Paper Committee: Dr. Hiral Shah, Chairperson

Dr. Ben Baliga Dr. Balasubramanian Kasi

2

Abstract

The report includes Corrective and Preventive Actions implemented as a result of

a customer product complaint. Customer product complaint was received related to

cosmetic defects of the Dura-Padz assembly. The defects found were scratches, dents,

molding flash, de-bonding and stains. Supplier Corrective Action Report (SCAR) was

issued by the customer to figure out the root cause of the problem and implement

effective measures to address the root cause of the defects. The purpose of the project

was to determine the root cause of the above mentioned defects and take corrective

and preventive actions to address the root cause. 5 why methodology and

Measurement System Analysis (attribute gage R&R) was used to determine the root

cause of each of the defects. After the root cause was determined for the defects,

corrective and preventive actions were implemented to address the root cause. After the

implementation of corrective and preventive actions, effectiveness check was performed

to see if the actions implemented were effective in addressing the root causes. The

results from the effectiveness check showed that all the corrective and preventive

actions implemented were effective in addressing the root causes.

3

Acknowledgements

This project was completed with the help of Product Development Engineers,

Process Engineer and Management team at Company ABC.

4

Table of Contents

Page

LIST OF TABLE ............................................................................................................. 5

LIST OF FIGURES......................................................................................................... 6

Chapter

I. INTRODUCTION.............................................................................................. 8

Introduction........................................................................................... 8

Problem Statement............................................................................... 8

Nature and Significance of the Problem............................................... 8

Objective of the Project......................................................................... 14

Project Questions..................................................................................14

Limitations of the Project...................................................................... 14

Definition of Terms................................................................................ 14

Summary............................................................................................... 15

II. BACKGROUND AND REVIEW OF LITERATURE.......................................... 16

Introduction .......................................................................................... 16

Background Related to the Problem..................................................... 16

Literature Related to the Problem......................................................... 17

Literature Related to the Methodology.................................................. 18

Summary............................................................................................... 19

III. METHODOLOGY............................................................................................ 20

Introduction........................................................................................... 20

5

Design of the Study...............................................................................20

Data Collection......................................................................................23

Data Analysis........................................................................................ 24

Budget...................................................................................................24

Timeline................................................................................................ 24

Summary............................................................................................... 25

IV. DATA PRESENTATION AND ANALYSIS...................................................... 26

Introduction........................................................................................... 26

Data Presentation................................................................................. 26

Data Analysis........................................................................................ 26

Summary............................................................................................... 33

V. RESULTS, CONCLUSION, AND RECOMMENDATIONS.............................. 34

Introduction........................................................................................... 34

Results.................................................................................................. 34

Conclusion............................................................................................ 35

Recommendations................................................................................ 35

REFERENCES.................................................................................................... 36

APPENDIX........................................................................................................... 37

6

List of Table

Table Page

1. Itemized cost of the product........................................................................................ 24

7

List of Figures

Figure Page

1. Scratches.................................................................................................................... 9

2. Dents.......................................................................................................................... 10

3. Flash........................................................................................................................... 11

4. De-bonding................................................................................................................. 12

5. Stain............................................................................................................................ 13

6. Dura-padz assembly attached to a human body........................................................ 18

7. Flow Chart for methodology of the project.................................................................. 21

8. Dura-padz with polyimide stickers.............................................................................. 23

9. Gantt chart.................................................................................................................. 25

10. Summary Report (Before Implementing Corrective Action)...................................... 28

11. Misclassification Report (Before Implementing Corrective Action).......................... 29

12. Accuracy Report (Before Implementing Corrective Action)...................................... 30

13. Attribute Agreement Summary Report (After Implementation

of Corrective Action).............................................................................................. 31

14. Accuracy Report (After Implementation of Corrective action).................................. 32

15. Misclassification Report ((After Implementation of Corrective Action)..................... 33

8

Chapter I: INTRODUCTION

Introduction

Dura-padz is one the products that the company manufacturers. This product

could be used during a sudden cardiac arrest. The customer product complaint was

received on this product. In order to address this complaint a corrective / preventive

Action (CAPA) Report was created. The project report covers the description of product

complaint, the root cause analysis of the complaint, the corrective action taken, the

preventive action taken to address the root cause and verification of effectiveness check

for the implemented preventive actions.

Problem Statement

Customer product complaint was received related to cosmetic defects of the

dura-padz assembly. The defects include: Scratches, dents, molding flash, de-bonding

and stains. Supplier corrective action report (SCAR) was issued by the customer to

figure out the root cause of the problem and implement effective measures to address

the root cause of the defects.

Nature and Significance of the Problem

Fifty percent of the Dura-pads assembles shipped to the customer were rejected

because of the cosmetic defects. These defects were responsible for impacting the

functionality of the device and hence it is essential to take Corrective/ Preventive

Actions to address the root causes of these defects. Figure 1 shows scratches on the

electrodes, Figure 2 shows the dents, Figure 3 shows the molding flash which is a result

of injection molding process, Figure 4 shows that electrode is not bonded well with the

9

pad. This defect can be seen when the electrodes are pushed outwards and Figure 5

shows the stains on the electrodes.

A) Scratches

Figure 1: Scratches

10

B) Dents

Figure 2: Dents

11

C) Molding Flash

Figure 3: Flash

12

D) De-bonding:

Figure 4: De-bonding

13

E) Stains:

Figure 5: Stain

14

Objective of the Project

A) Determine the root cause of the defects.

B) Determine Corrective Actions to address the root cause.

C) Propose Preventive Actions to address the root cause.

D) Implement Preventive Actions.

E) Verify Preventive Actions were effective in addressing the root cause.

F) Review Inspection Procedure and Training and verify the effectiveness of

training. Propose improvements in inspection if required.

Project Questions

A) What was the root cause of the defects?

B) What Preventive Actions were implemented to address the root cause?

C) Were the Preventive Actions implemented effective in addressing the root

cause?

D) Was the inspection effective in catching the defects?

Limitations of the Project

Due to the limitations in the design of electrodes, dents can still be caused during

inspection. Surface of the electrodes is really delicate and dents could still be easily

caused during inspection if the operators are not careful while handling the product.

Definition of Terms

Lean Manufacturing: An overall methodology that seeks to minimize the

resources required for production by eliminating waste (non-value added activities) that

inflate costs, lead times and inventory requirements.

15

Corrective Actions: Actions taken to avoid any undesirable events or defects

immediately (Ingram, 1997, p. 463).

Preventive Actions: Actions taken to avoid any undesirable events or defects in

near future (Ingram, 1997, p. 463).

Accuracy: Overall agreement of the measured value with the true value

Repeatability: The variation observed when the same operator measures the same

item repeatedly with the same device.

Reproducibility: The variation observed when different operators measure the

same parts using the same device, sometimes it can be the same operator using different

devices.

Attribute agreement analysis:

If the operators agree with himself on all trials?

If the operators agree with the known standard on all trials.

Summary

Chapter I covered the introduction about the project, describing the nature and

significance of the problem. Chapter 1 also covered the objectives of the project and its

limitations. Chapter II covers the literature about the device about which the customer

product compliant was received.

16

Chapter II: BACKGROUND AND REVIEW OF LITERATURE

Introduction

Chapter II covers the literature about the problem and the methodologies used.

Background Related to the Problem

The company is the leading provider of outsourced, customized interconnect and

cable solutions, having successfully designed, developed and manufactured ENT and

plastic surgery solutions such as: Power/control cables for electromechanical devices

Signal cables for patient interface measurement. Design & Manufacturing Capabilities

include:

Injection molding / over-molding

Custom design cable capabilities

Ultrasonic welding

Internal PCB assemblies

Custom connectors Device packaging & sterilization

Resistance welding Liquid Silicone Rubber (LSR)

Silicone transfer molding

Parylene coating

The product complaint was received for the Dura-padz assembly shown in figure6.

Dura-padz assemblies are used in making external defibrillator used in the treatment of

sudden cardiac arrests. Each assembly consists of two pads and a connector. Each pad

consists of 9 electrodes. These electrodes provide electrical shock to restore normal sinus

17

rhythm of heart in case of a cardiac arrest. Each pad is manufacturing using injection

molding technique. Electrodes are placed into the mold cavity and silicone is injected into

the mold. This process is followed by cooling down the pads. Figure 6 shows the dura-

padz on a human body during a cardiac arrest.

Figure 6: Dura-padz assembly attached to a human body

Literature Related to the Problem

Literature consisted of the articles on injection molding defects.

18

A) Injection Molding Defects.

The various injection molding defects include sinks, Foreign Material, Shor Short,

flow lines and flash. The defects can be directly a result of the process parameters

such as the flow speed, temperature, cooling time and pressure. Adjusting the

process parameters can significantly reduce these defects (Tabi, 2015, p.394-

400).

Literature Related to the Methodology

A) 5 why’s

The ‘5 whys’ methodology is a process that begins with identifying specific problem

an. This next step is asking; why the problem happens. If the answer given does

not identify the root cause of the problem, the engineers keep asking why until the

root cause of the problem is identified. Although the name implies asking why a

total of five times, in some cases fewer or more than five questions may be required

to determine the root cause of the problem (Chen, li, & Shady, 2010, p.1073).

B) Gage R&R

Gage R&R or Measurement System Analysis is the technique to determine the

repeatability and reproducibility of a process. Repeatability of Gage R&R refers to

whether same operator is able to make same judgment call while analyzing the

same part or assembly at different times. Reproducibility comes into play in

deterring whether different operators are able to make same judgment call while

analyzing the same criteria (Murphy, Moeller, Page, Cerqua & Boarman, 2009,

p.569).

19

Summary

Chapter II covered the details about the literature reviewed for completing the

project. Chapter II covers literature about the injection molding defects, 5 Why’s

methodology to determine the root cause of the complaint and Gage R&R to determine if

the inspection training was effective in catching the defective parts.

20

Chapter III: METHODOLOGY

Introduction

Chapter III covers the methodology adopted for completing the project. Flow chart

defines each step of the project. The chapter also covers the Corrective Actions, Root

cause determination exercise using the 5Why methodology and Preventive Actions. The

chapter also describes how data was collected and analyzed.

Design of the Study

1) All product returned from the customer was analyzed to verify the defects.

2) Root cause for the defects was determined using 5 Whys Diagram Methodology.

Measurement System Analysis was done to determine the root cause (Andersen

and Fagerhaug, 2009, p.11).

3) Corrective Actions were proposed and implemented.

4) Manufacturing process was reviewed for the better understating of the process.

5) After identifying of the root cause for the defects, Preventive Actions were

proposed to address the root cause for these defects.

6) After Preventive Actions are approved, all the actions were implemented.

7) After preventive actions were implemented, operators were retrained for

Inspection. Measurement System Analysis (Gage R&R) was performed to

determine that training is effective to inspect the assemblies.

8) After Implementing the Preventive Actions, verification of effectiveness shall be done

to see whether the changes were effective in addressing the root cause of the

defects.

21

Figure 7 shows the flow chart for the methodology of the project. Each step of the

project is identified on the flow chart.

Figure 7: Flow Chart for methodology of the project

Corrective Action:

All the operators were retrained to the inspection procedure so that the defects

are caught internally. Inspection procedure shall be revised to include visual aids

22

Root cause determination:

Root cause was determined using the 5Why methodology. 5 Why Methodology

to determine the root cause is illustrated below.

1) Why are parts defective?

Answer) Parts have dents, stains, molding flash and scratches.

2) Why do parts have dents, stains, molding flash and scratches?

Answer) Inspection Procedure is not effective in catching the defects.

3) Why is inspection procedure ineffective in catching the defects?

Answer) Inspection lacks visual aids for the operators to look at while they are

inspecting the parts.

Preventive Action:

Defects were caused during removing the molding flash from the surface of the

electrodes. Parts shall be covered by polyamide stickers before they are molded. These

polyamide stickers shall be removed from the surface of the electrodes after they are

molding process is completed.

Figure 8 shows the stickers put on the surface of the electrodes.

23

Figure 8: Dura-padz with polyimide stickers.

Data Collection

Minitab was used to create the format of the gage R&R study. In order to remove

any operator bias from the study, data was collected in a blinded fashion. Operators were

given the parts without knowing what part number it is. This was done to eliminate any

kind of bias from the study (Vasudev, 2013, p. 2).

Study was created for 3 operators, 12 parts, each inspecting the part 3 times. Thus

the total number of observations or Run orders for the study was 108. The study consisted

24

of 6 known good and bad parts. Each defect type was included in the study. Attribute

gage R&R study was done

Data Analysis

Statistical software Minitab was used to collect and analyze the data.

Budget

Table 1 below shows the itemized cost for the project. The Company provided

Minitab Software was used to collect and analyze the data.

Table 1: Itemized cost of the product

Item# Description Cost

1 Polyamide stickers $5/packet

2 Minitab Free/ Company Provided

3 Packaging Testing $500/shipping box

Timeline

Figure 9 below shows the Gantt chart defining the timeline to complete the project.

The project was completed on May/2/2016.

25

Figure 9: Gantt chart

Summary

Chapter III describes how the data was collected and analyzed. Chapter III also

describes the timeline and the itemized budget of the project.

26

Chapter IV: DATA PRESENTATION AND ANALYSIS

Introduction

The chapter will cover the actual data collected before and after implementing

corrective Action. The chapter also covers the analysis done for the Gage R&R study

before and after implementing the corrective actions.

Data Presentation

Table 2 (See Appendix) shows the data collected for the gage R&R study before

implementing the corrective action. Data was collected using the Minitab. Column 1

shows the order in which the study was conducted, Column 2 shows the operator that

involved, Column 3 shows the number of trails, Column 4 shows the part number , Column

5 shows the results of the study and Column 6 shows the standard result.

Table 3 (See Appendix) shows the data collected for the gage R&R study after

implementing the corrective Action. Data was collected using the Minitab. Column 1

shows the order in which the study was conducted, Column 2 shows the operator that

involved, Column 3 shows the number of trails, Column 4 shows the part number , Column

5 shows the results of the study and Column 6 shows the standard result.

Data Analysis

Analysis of the data was done before and after implementing the corrective

Actions.

Before Implementation of Corrective Action:

Figure 10 shows the overall accuracy of 88.9%, the percentage of good parts that

were classified as bad was 22.2 %, percentage of bad parts that were classified as good

27

was 0% and the percentage for the parts to be classified either ways was 0%. From the

figure 10, operator 1 had an accuracy of 66.7% while the operators 2 and 3 have an

accuracy rated at 100%.

Figure 11 shows that operator 1 had problems identifying the good parts as bad.

Further items 8,9,10 and 11 were all identified as bad parts by operator 1. The overall

error rate was 11.1%. It was clear that operator 1 needed more training or the inspection

procedure was inadequate. From this data it was clear that operator 1 needed more

training or the inspection procedure was inadequate.

Figure 12 shows the accuracy report by standard, error and trail. All the bad parts

were identified correctly, problems lied in identifying the good parts.

28

Figure 10: Summary Report (Before Implementing Corrective Action)

29

Figure 11: Misclassification Report (Before Implementing Corrective Action)

30

Figure12: Accuracy Report (Before Implementing Corrective Action)

After Implementation of Corrective Action

Analysis of the data was done using the Minitab. Figure 13 shows the overall

accuracy was be 99.1%, the percentage of good parts that were classified as bad was 0

31

%, percentage of bad parts that were classified as good was 1.9% and the percentage

for the parts to be classified either ways was 2.8%.

Figure 13: Attribute Agreement Summary Report (After Implementation of Corrective

Action)

Figure 14 shows the agreement analysis by operators, standard, trail and by standard.

After the completion of the training operator 1 had significantly improved and all the good

parts were identified correctly however one of the bad parts was identified incorrectly.

32

Figure 14: Accuracy Report (After Implementation of Corrective Action)

Figure 15 shows the Misclassification Report. All the good parts were classified

correctly. Item 1 was classified incorrectly as a good part. None of the good parts were

classified as bad by any of the operators, thus the misclassification rate for good parts

that were rated bad is zero for all the operators.

33

Figure 15: Misclassification Report ((After Implementation of Corrective Action)

Summary

Chapter IV covered the data collected before and after implementing the

Corrective action and the analysis of the data done using the Minitab software.

34

Chapter V: RESULTS, CONCLUSION, AND RECOMMENDATION

Introduction

This chapter will cover the results, conclusion and recommendation for the project.

Results

The project questions were answered in the following manner:

A) What was the root cause of the defects?

Answer) Root cause for the defects was determined to be that inspection

procedure was inadequate in catching the defects. Inspection procedure lacked

any visual aids which made it harder for the operator 1 to distinguish bad parts

from the good ones.

B) What Preventive Actions were implemented to address the root cause?

Answer) Parts shall be covered by polyamide stickers before they are molded.

These polyamide stickers shall be removed from the surface of the electrodes after

they are molding process is complete.

C) Were the Preventive Actions implemented effective in addressing the root cause?

Answer) Yes the Preventive actions were effective in addressing the root cause as

no defects were found in the next 3 lots of the product that was shipped to the

customer.

D) Was the inspection effective in catching the defects?

Answer) Yes Inspection was determined to be effective in catching the defects as

the overall accuracy of the operators was found to be 99.1%. Overall accuracy of

the operators to catch the defects significantly increased from 88 to 99% after the

35

operators were trained to the revised inspection procedure which included the

visual aids.

Conclusion

The project was done to determine the root cause of the Customer Product

Complaint and propose Corrective and Preventive Actions to address the root cause.

Root cause was determined by using 5 why methodology and conducting an attribute

gage R&R study. From the study conducted it was determined that inspection procedure

was inadequate and needed to be revised to include visual aids. Also in order to eliminate

the process of inspection, preventative action of using the polyamide stickers before the

molding process proposed.

Recommendations

1) Increase the material thickness of the electrodes so dents are not easily

caused. Currently electrodes are really thin and could be dented very easily

handling if the operators are not careful while handling the product.

2) Parts shall be covered by polyamide stickers before they are molded. These

polyamide stickers shall be removed from the surface of the electrodes after

they are molding process is complete.

36

References

Andersen, B., & Fagerhaug, T. (2009). Root cause analysis: Simplified tools and

techniques (2nd ed., pp. 11-14). Milwaukee: American Society for Quality Press.

Chen, J. C., Li, Y., & Shady, B. D. (2010). From value stream mapping toward a

lean/sigma continuous improvement process: An industrial case study.

International Journal of Production Research, 48(4), 1069-1086. Retrieved from

https://www.researchgate.net/publication/233502517_From_value_stream_mapp

ing_toward_a_leansigma_continuous_improvement_process_an_industrial_case

_study_Int_J_Prod_Res. 15 Jan. 2016.

Ingram, S. T. (1997, May). QS-9000 corrective and preventive action system. Annual

Quality Congress, 51(0), 463-469.

Murphy, S. A., Moeller, S. E., Page, J. R., Cerqua, J., & Boarman, M. (2009).

Leveraging measurement system analysis (MSA) to improve library assessment:

The attribute gage R&R. College & Research Libraries, 70(6), 568-577.

Tabi, T. (2015). The analysis of injection molding defects caused by gate vestiges.

Express Polymlett Express Polymer Letters, 9(4), 394-400.

Vasudev, K. (2013, July 3). Comparative study of lean manufacturing. Iaeng.org. Web.

3 Feb. 2016.

37

Appendix

Table 2 below shows the data collected for the gage R&R study before

implementing the corrective action.

Table 2: Data collected before implementation of corrective action

Run Order Appraisers Trials Test Items Results Standards

1 Appraiser 1 1 Item 8 Bad Good

2 Appraiser 1 1 Item 10 Bad Good

3 Appraiser 1 1 Item 11 Bad Good

4 Appraiser 1 1 Item 1 Bad Bad

5 Appraiser 1 1 Item 9 Bad Good

6 Appraiser 1 1 Item 6 Bad Bad

7 Appraiser 1 1 Item 7 Good Good

8 Appraiser 1 1 Item 12 Good Good

9 Appraiser 1 1 Item 4 Bad Bad

10 Appraiser 1 1 Item 5 Bad Bad

11 Appraiser 1 1 Item 2 Bad Bad

12 Appraiser 1 1 Item 3 Bad Bad

38

13 Appraiser 2 1 Item 9 Good Good

14 Appraiser 2 1 Item 2 Bad Bad

15 Appraiser 2 1 Item 10 Good Good

16 Appraiser 2 1 Item 1 Bad Bad

17 Appraiser 2 1 Item 5 Bad Bad

18 Appraiser 2 1 Item 8 Good Good

19 Appraiser 2 1 Item 11 Good Good

20 Appraiser 2 1 Item 6 Bad Bad

21 Appraiser 2 1 Item 12 Good Good

22 Appraiser 2 1 Item 4 Bad Bad

23 Appraiser 2 1 Item 7 Good Good

24 Appraiser 2 1 Item 3 Bad Bad

25 Appraiser 3 1 Item 2 Bad Bad

26 Appraiser 3 1 Item 10 Good Good

27 Appraiser 3 1 Item 5 Bad Bad

28 Appraiser 3 1 Item 12 Good Good

39

29 Appraiser 3 1 Item 9 Good Good

30 Appraiser 3 1 Item 3 Bad Bad

31 Appraiser 3 1 Item 7 Good Good

32 Appraiser 3 1 Item 11 Good Good

33 Appraiser 3 1 Item 6 Bad Bad

34 Appraiser 3 1 Item 1 Bad Bad

35 Appraiser 3 1 Item 4 Bad Bad

36 Appraiser 3 1 Item 8 Good Good

37 Appraiser 1 2 Item 2 Bad Bad

38 Appraiser 1 2 Item 5 Bad Bad

39 Appraiser 1 2 Item 8 Bad Good

40 Appraiser 1 2 Item 3 Bad Bad

41 Appraiser 1 2 Item 9 Bad Good

42 Appraiser 1 2 Item 12 Good Good

43 Appraiser 1 2 Item 4 Bad Bad

44 Appraiser 1 2 Item 1 Bad Bad

40

45 Appraiser 1 2 Item 10 Bad Good

46 Appraiser 1 2 Item 6 Bad Bad

47 Appraiser 1 2 Item 7 Good Good

48 Appraiser 1 2 Item 11 Bad Good

49 Appraiser 2 2 Item 11 Good Good

50 Appraiser 2 2 Item 2 Bad Bad

51 Appraiser 2 2 Item 7 Good Good

52 Appraiser 2 2 Item 12 Good Good

53 Appraiser 2 2 Item 6 Bad Bad

54 Appraiser 2 2 Item 9 Good Good

55 Appraiser 2 2 Item 8 Good Good

56 Appraiser 2 2 Item 5 Bad Bad

57 Appraiser 2 2 Item 3 Bad Bad

58 Appraiser 2 2 Item 10 Good Good

59 Appraiser 2 2 Item 1 Bad Bad

60 Appraiser 2 2 Item 4 Bad Bad

41

61 Appraiser 3 2 Item 3 Bad Bad

62 Appraiser 3 2 Item 8 Good Good

63 Appraiser 3 2 Item 5 Bad Bad

64 Appraiser 3 2 Item 7 Good Good

65 Appraiser 3 2 Item 1 Bad Bad

66 Appraiser 3 2 Item 4 Bad Bad

67 Appraiser 3 2 Item 2 Bad Bad

68 Appraiser 3 2 Item 11 Good Good

69 Appraiser 3 2 Item 12 Good Good

70 Appraiser 3 2 Item 10 Good Good

71 Appraiser 3 2 Item 9 Good Good

72 Appraiser 3 2 Item 6 Bad Bad

73 Appraiser 1 3 Item 5 Bad Bad

74 Appraiser 1 3 Item 3 Bad Bad

75 Appraiser 1 3 Item 11 Bad Good

76 Appraiser 1 3 Item 9 Bad Good

42

77 Appraiser 1 3 Item 7 Good Good

78 Appraiser 1 3 Item 1 Bad Bad

79 Appraiser 1 3 Item 10 Bad Good

80 Appraiser 1 3 Item 2 Bad Bad

81 Appraiser 1 3 Item 6 Bad Bad

82 Appraiser 1 3 Item 4 Bad Bad

83 Appraiser 1 3 Item 8 Bad Good

84 Appraiser 1 3 Item 12 Good Good

85 Appraiser 2 3 Item 10 Good Good

86 Appraiser 2 3 Item 3 Bad Bad

87 Appraiser 2 3 Item 9 Good Good

88 Appraiser 2 3 Item 6 Bad Bad

89 Appraiser 2 3 Item 4 Bad Bad

90 Appraiser 2 3 Item 8 Good Good

91 Appraiser 2 3 Item 2 Bad Bad

92 Appraiser 2 3 Item 12 Good Good

43

93 Appraiser 2 3 Item 1 Bad Bad

94 Appraiser 2 3 Item 5 Bad Bad

95 Appraiser 2 3 Item 7 Good Good

96 Appraiser 2 3 Item 11 Good Good

97 Appraiser 3 3 Item 4 Bad Bad

98 Appraiser 3 3 Item 9 Good Good

99 Appraiser 3 3 Item 7 Good Good

100 Appraiser 3 3 Item 2 Bad Bad

101 Appraiser 3 3 Item 5 Bad Bad

102 Appraiser 3 3 Item 1 Bad Bad

103 Appraiser 3 3 Item 3 Bad Bad

104 Appraiser 3 3 Item 8 Good Good

105 Appraiser 3 3 Item 12 Good Good

106 Appraiser 3 3 Item 11 Good Good

107 Appraiser 3 3 Item 10 Good Good

108 Appraiser 3 3 Item 6 Bad Bad

44

Table 3 below shows the data collected for the gage R&R study after implementing the

corrective action.

Table 3: Data collected after implementation of corrective action

RunOrder Appraisers Trials Test Items Results Standards

1 Appraiser 1 1 Item 9 Good Good

2 Appraiser 1 1 Item 1 Good Bad

3 Appraiser 1 1 Item 7 Good Good

4 Appraiser 1 1 Item 8 Good Good

5 Appraiser 1 1 Item 11 Good Good

6 Appraiser 1 1 Item 5 Bad Bad

7 Appraiser 1 1 Item 12 Good Good

8 Appraiser 1 1 Item 3 Bad Bad

9 Appraiser 1 1 Item 10 Good Good

10 Appraiser 1 1 Item 4 Bad Bad

11 Appraiser 1 1 Item 6 Bad Bad

12 Appraiser 1 1 Item 2 Bad Bad

45

13 Appraiser 2 1 Item 1 Bad Bad

14 Appraiser 2 1 Item 3 Bad Bad

15 Appraiser 2 1 Item 7 Good Good

16 Appraiser 2 1 Item 9 Good Good

17 Appraiser 2 1 Item 6 Bad Bad

18 Appraiser 2 1 Item 4 Bad Bad

19 Appraiser 2 1 Item 2 Bad Bad

20 Appraiser 2 1 Item 11 Good Good

21 Appraiser 2 1 Item 8 Good Good

22 Appraiser 2 1 Item 5 Bad Bad

23 Appraiser 2 1 Item 12 Good Good

24 Appraiser 2 1 Item 10 Good Good

25 Appraiser 3 1 Item 5 Bad Bad

26 Appraiser 3 1 Item 1 Bad Bad

27 Appraiser 3 1 Item 7 Good Good

28 Appraiser 3 1 Item 9 Good Good

46

29 Appraiser 3 1 Item 2 Bad Bad

30 Appraiser 3 1 Item 10 Good Good

31 Appraiser 3 1 Item 11 Good Good

32 Appraiser 3 1 Item 6 Bad Bad

33 Appraiser 3 1 Item 8 Good Good

34 Appraiser 3 1 Item 3 Bad Bad

35 Appraiser 3 1 Item 4 Bad Bad

36 Appraiser 3 1 Item 12 Good Good

37 Appraiser 1 2 Item 9 Good Good

38 Appraiser 1 2 Item 7 Good Good

39 Appraiser 1 2 Item 8 Good Good

40 Appraiser 1 2 Item 4 Bad Bad

41 Appraiser 1 2 Item 6 Bad Bad

42 Appraiser 1 2 Item 2 Bad Bad

43 Appraiser 1 2 Item 1 Bad Bad

44 Appraiser 1 2 Item 11 Good Good

47

45 Appraiser 1 2 Item 12 Good Good

46 Appraiser 1 2 Item 3 Bad Bad

47 Appraiser 1 2 Item 5 Bad Bad

48 Appraiser 1 2 Item 10 Good Good

49 Appraiser 2 2 Item 8 Good Good

50 Appraiser 2 2 Item 1 Bad Bad

51 Appraiser 2 2 Item 3 Bad Bad

52 Appraiser 2 2 Item 4 Bad Bad

53 Appraiser 2 2 Item 2 Bad Bad

54 Appraiser 2 2 Item 9 Good Good

55 Appraiser 2 2 Item 5 Bad Bad

56 Appraiser 2 2 Item 10 Good Good

57 Appraiser 2 2 Item 12 Good Good

58 Appraiser 2 2 Item 6 Bad Bad

59 Appraiser 2 2 Item 11 Good Good

60 Appraiser 2 2 Item 7 Good Good

48

61 Appraiser 3 2 Item 3 Bad Bad

62 Appraiser 3 2 Item 7 Good Good

63 Appraiser 3 2 Item 1 Bad Bad

64 Appraiser 3 2 Item 2 Bad Bad

65 Appraiser 3 2 Item 6 Bad Bad

66 Appraiser 3 2 Item 8 Good Good

67 Appraiser 3 2 Item 4 Bad Bad

68 Appraiser 3 2 Item 10 Good Good

69 Appraiser 3 2 Item 5 Bad Bad

70 Appraiser 3 2 Item 11 Good Good

71 Appraiser 3 2 Item 9 Good Good

72 Appraiser 3 2 Item 12 Good Good

73 Appraiser 1 3 Item 3 Bad Bad

74 Appraiser 1 3 Item 4 Bad Bad

75 Appraiser 1 3 Item 8 Good Good

76 Appraiser 1 3 Item 9 Good Good

49

77 Appraiser 1 3 Item 10 Good Good

78 Appraiser 1 3 Item 6 Bad Bad

79 Appraiser 1 3 Item 12 Good Good

80 Appraiser 1 3 Item 2 Bad Bad

81 Appraiser 1 3 Item 11 Good Good

82 Appraiser 1 3 Item 1 Bad Bad

83 Appraiser 1 3 Item 7 Good Good

84 Appraiser 1 3 Item 5 Bad Bad

85 Appraiser 2 3 Item 3 Bad Bad

86 Appraiser 2 3 Item 9 Good Good

87 Appraiser 2 3 Item 12 Good Good

88 Appraiser 2 3 Item 10 Good Good

89 Appraiser 2 3 Item 5 Bad Bad

90 Appraiser 2 3 Item 8 Good Good

91 Appraiser 2 3 Item 1 Bad Bad

92 Appraiser 2 3 Item 7 Good Good

50

93 Appraiser 2 3 Item 6 Bad Bad

94 Appraiser 2 3 Item 2 Bad Bad

95 Appraiser 2 3 Item 4 Bad Bad

96 Appraiser 2 3 Item 11 Good Good

97 Appraiser 3 3 Item 8 Good Good

98 Appraiser 3 3 Item 2 Bad Bad

99 Appraiser 3 3 Item 5 Bad Bad

100 Appraiser 3 3 Item 4 Bad Bad

101 Appraiser 3 3 Item 11 Good Good

102 Appraiser 3 3 Item 12 Good Good

103 Appraiser 3 3 Item 3 Bad Bad

104 Appraiser 3 3 Item 9 Good Good

105 Appraiser 3 3 Item 6 Bad Bad

106 Appraiser 3 3 Item 7 Good Good

107 Appraiser 3 3 Item 1 Bad Bad

108 Appraiser 3 3 Item 10 Good Good