CrystalBall in New Product Development
-
Upload
ramon-balisnomo -
Category
Documents
-
view
883 -
download
4
description
Transcript of CrystalBall in New Product Development
![Page 1: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/1.jpg)
04/08/2023R Balisnomo 1
Name: Ramon (Ray) BalisnomoTitle/Position: Design for Six Sigma Instructor/Engr.Company: Ingersoll Rand Securities Technologies
CONTACT INFORMATION:
E-mail: [email protected]@gmail.com
Telephone: 719-896-3604
![Page 2: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/2.jpg)
04/08/2023R Balisnomo
ANALYZING TEST LAB DATAEXERCISE 1 OF 3
Establishing Product Performance Targets
1
D-bolt
![Page 3: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/3.jpg)
04/08/2023R Balisnomo 3
![Page 4: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/4.jpg)
04/08/2023R Balisnomo 4
![Page 5: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/5.jpg)
04/08/2023R Balisnomo 5
Right-click your mouse button
![Page 6: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/6.jpg)
04/08/2023R Balisnomo 6
40.5 41.0 41.5 42.0 42.5 43.0 43.53950
4000
4050
4100
4150
4200
4250
f(x) = − 113.2296879306 x² + 9510.080581804 x − 195485.7849684R² = 0.891471798557738
ROCKWELL HARDNESS C
PULL
STR
ENG
TH (
FT-L
BS)
![Page 7: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/7.jpg)
04/08/2023R Balisnomo 7
Strength Frame machine was used for measuring the pull strength.
Objectives:
1.How hard should the face plate be for maximum strength?
2.What is certainty that the deadbolt will tolerate 4,150 ft-lbs of force?
![Page 8: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/8.jpg)
04/08/2023R Balisnomo 8
![Page 9: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/9.jpg)
04/08/2023R Balisnomo 9
40.5 41.0 41.5 42.0 42.5 43.0 43.53950
4000
4050
4100
4150
4200
4250
f(x) = − 113.229687930558 x² + 9510.08058180449 x − 195485.78496844R² = 0.891471798557738
ROCKWELL HARDNESS C
PULL
STR
ENG
TH (
FT-L
BS)
![Page 10: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/10.jpg)
04/08/2023R Balisnomo 10
![Page 11: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/11.jpg)
04/08/2023R Balisnomo 11
![Page 12: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/12.jpg)
04/08/2023R Balisnomo 12
Let:T = Target Value for HardnessT = Min + AdjustmentAdjustment < RangeY = predicted pull strength @ T
Then, Y = -113.23T2 + 9510.1T - 195486
![Page 13: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/13.jpg)
04/08/2023R Balisnomo 13
40.5 41.0 41.5 42.0 42.5 43.0 43.53950
4000
4050
4100
4150
4200
4250
f(x) = − 113.229687930558 x² + 9510.08058180449 x − 195485.78496844R² = 0.891471798557738
ROCKWELL HARDNESS C
PULL
STR
ENG
TH (
FT-L
BS)
40.9
4065
![Page 14: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/14.jpg)
04/08/2023R Balisnomo 14
![Page 15: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/15.jpg)
04/08/2023R Balisnomo 15
![Page 16: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/16.jpg)
04/08/2023R Balisnomo 16
40.5 41.0 41.5 42.0 42.5 43.0 43.53950
4000
4050
4100
4150
4200
4250
f(x) = − 113.229687930558 x² + 9510.08058180449 x − 195485.78496844R² = 0.891471798557738
ROCKWELL HARDNESS C
PULL
STR
ENG
TH (
FT-L
BS)
Min X Max X
![Page 17: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/17.jpg)
04/08/2023R Balisnomo 17
40.5 41.0 41.5 42.0 42.5 43.0 43.53950
4000
4050
4100
4150
4200
4250
ROCKWELL HARDNESS C
PULL
STR
ENG
TH (
FT-L
BS)
Min X Max X
Optimal Y
Target Value
Adjustment <[Max-Min]
![Page 18: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/18.jpg)
04/08/2023R Balisnomo 18
40.5 41.0 41.5 42.0 42.5 43.0 43.53950
4000
4050
4100
4150
4200
4250
ROCKWELL HARDNESS C
PULL
STR
ENG
TH (
FT-L
BS)
Min X Max X
Optimal Y
Adjustment <[Max-Min]
Target Value
Performance Goal
![Page 19: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/19.jpg)
04/08/2023R Balisnomo 19
![Page 20: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/20.jpg)
04/08/2023R Balisnomo 20
![Page 21: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/21.jpg)
04/08/2023R Balisnomo 21
![Page 22: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/22.jpg)
04/08/2023R Balisnomo 22
![Page 23: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/23.jpg)
04/08/2023R Balisnomo 23
![Page 24: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/24.jpg)
04/08/2023R Balisnomo 24
![Page 25: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/25.jpg)
04/08/2023R Balisnomo 25
![Page 26: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/26.jpg)
04/08/2023R Balisnomo 26
Strength Frame machine was used for measuring the pull strength.
Answers:1. How hard should the face plate be for maximum
strength? 42.0 Rockwell C for an expected pull strength of 4,200 ft-lbs.
2. What is certainty that the deadbolt will tolerate 4,150 ft-lbs of force? 99.84% @ 42.0 Rockwell C
![Page 27: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/27.jpg)
04/08/2023R Balisnomo 27
ORACLE Crystal Ball is needed in new product development because:
1. Errors are inherent in all predictive models (e.g., Linear Regression or Design of Experiments). We need a tool for modeling them (risks) so that our new products perform as expected.
2. Often times we are searching for that “Sweet Spot” or Optimal Point that lets our product perform at its peak best.
3. We want to know the probability of success (or failure) associated with our design or performance goals.
![Page 28: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/28.jpg)
04/08/2023R Balisnomo
LINEAR STATISTICAL STACK-UPSEXERCISE 2 OF 3
Robust Tolerance Design
2
ND lock
![Page 29: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/29.jpg)
04/08/2023R Balisnomo 29
Schlage ND-Series Heavy Duty Commercial Cylindrical Lever Lock
Based on the survey response of 107 customers in July 2009
![Page 30: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/30.jpg)
04/08/2023R Balisnomo 30+40 interdependent critical dimensions in the ND Lock
![Page 31: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/31.jpg)
04/08/2023R Balisnomo 31
TechnicalDefinitionof Wobble
USL = 0
USL = 0.02
Vertical
![Page 32: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/32.jpg)
04/08/2023R Balisnomo 32
TechnicalDefinitionof Wobble
USL = 0
Vertical
HorizontalUSL = 0.02
![Page 33: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/33.jpg)
04/08/2023R Balisnomo 33
TechnicalDefinitionof Wobble
USL = 0
Vertical
Horizontal
AxialUSL = 0.03
![Page 34: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/34.jpg)
04/08/2023R Balisnomo 34
USL = 0
USL = 0.02
VerticalTechnicalDefinitionof Wobble
Use Copy & Paste for Horizontal & Axial, but don’t forget to change USL=0.03 for Axial
![Page 35: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/35.jpg)
04/08/2023R Balisnomo 35
USL = 0
USL = 0.02
VerticalTechnicalDefinitionof Wobble
![Page 36: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/36.jpg)
04/08/2023R Balisnomo 36
USL = 0
VerticalTechnicalDefinitionof Wobble
HorizontalUSL = 0.02
![Page 37: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/37.jpg)
04/08/2023R Balisnomo 37
USL = 0
VerticalTechnicalDefinitionof Wobble
Horizontal
AxialUSL = 0.03
![Page 38: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/38.jpg)
04/08/2023R Balisnomo 38
Financial Analysis of Wobble Problem
![Page 39: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/39.jpg)
04/08/2023R Balisnomo 39
![Page 40: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/40.jpg)
04/08/2023R Balisnomo 40
![Page 41: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/41.jpg)
04/08/2023R Balisnomo 41
![Page 42: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/42.jpg)
04/08/2023R Balisnomo 42
![Page 43: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/43.jpg)
04/08/2023R Balisnomo 43
![Page 44: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/44.jpg)
04/08/2023R Balisnomo 44
![Page 45: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/45.jpg)
04/08/2023R Balisnomo 45
![Page 46: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/46.jpg)
04/08/2023R Balisnomo 46
USL = 0
USL = 0.02
VerticalTechnicalDefinitionof Wobble
Before After OptQuest2% improvement
![Page 47: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/47.jpg)
04/08/2023R Balisnomo 47
USL = 0
VerticalTechnicalDefinitionof Wobble
HorizontalUSL = 0.02
Before After OptQuest2% improvement
![Page 48: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/48.jpg)
04/08/2023R Balisnomo 48
USL = 0
VerticalTechnicalDefinitionof Wobble
Horizontal
AxialUSL = 0.03
Before After OptQuest73% improvement
![Page 49: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/49.jpg)
04/08/2023R Balisnomo 49
Financial Analysis of Wobble Problem
![Page 50: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/50.jpg)
04/08/2023R Balisnomo 50
Optional Step: If you only want to run 1 out of 4 possible Forecast (Outputs)
![Page 51: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/51.jpg)
04/08/2023R Balisnomo 51
99% @ $394
95% @ $634
88% @ $900
82% @ $106290% @
$835
86% @ $957
A
B
C
D
E
F
WhichHorseWould
YouBet On?
-$380
![Page 52: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/52.jpg)
04/08/2023R Balisnomo 52
99% Certain we can save at least $394K by changing the nominal drawing dimensions.
![Page 53: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/53.jpg)
04/08/2023R Balisnomo 53
ORACLE Crystal Ball® is needed in new product development because:
1. When it comes to tolerance stack-ups1 there is no better tool for optimizing fit and function. Humans typically cannot simultaneously adjust +40 interdependent variables at the same time.
2. It’s exponentially easier to fix the problem in the Design Phase then it is to fix the problem once the product has launched.
3. It’s a good tool for translating quality and engineering terms into language finance and management can understand.
1. note: Cartesian -- not GD&T
![Page 54: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/54.jpg)
04/08/2023R Balisnomo
EFFICIENT FRONTIEREXERCISE 3 OF 3
Cost Versus Quality3
Rekey
![Page 55: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/55.jpg)
04/08/2023R Balisnomo 55
3. Extract Current Security Control Key 2. Rotate 30 Degrees CCW
4. Insert New Security Control Key
NE
W
5. Rotate back to home position
1. Insert Current Security Control Key
NE
W
The New Way to Rekey a Lock
![Page 56: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/56.jpg)
04/08/2023R Balisnomo 56
E
B
A
D C
![Page 57: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/57.jpg)
04/08/2023R Balisnomo 57
1 = choose this supplier to make this part
0 = do NOT choose this supplierKey:
![Page 58: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/58.jpg)
04/08/2023R Balisnomo 58
“Best” SupplierCpk = 1.75 (99.99%)Unit Cost = $3.49
“Cheap” SupplierCpk = 0.59 (60.64%)Unit Cost = $0.99
![Page 59: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/59.jpg)
04/08/2023R Balisnomo 59
![Page 60: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/60.jpg)
04/08/2023R Balisnomo 60
![Page 61: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/61.jpg)
04/08/2023R Balisnomo 61
Objective:
1. If the requirement is 0.5<Cpk < 0.9, find the lowest cost supplier(s)
2. If the requirement is 0.9<Cpk < 1.3, find the lowest cost supplier(s)
3. If the requirement is 1.3<Cpk < 1.7, find the lowest cost supplier(s)
4. If the requirement is Cpk > 1.7, find the lowest cost supplier(s)
![Page 62: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/62.jpg)
04/08/2023R Balisnomo 62
![Page 63: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/63.jpg)
04/08/2023R Balisnomo 63
The model does not know that only one of the four suppliers can produce each part. We have to specify this constraint into the analysis.
![Page 64: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/64.jpg)
04/08/2023R Balisnomo 64
This constraint only allows one supplier out of four to produce each part.
![Page 65: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/65.jpg)
04/08/2023R Balisnomo 65
Due to time constraints, we may be running the optimization for a much-less time (only 3-5 minutes); thus, your actual results may vary from this presentation.
![Page 66: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/66.jpg)
04/08/2023R Balisnomo 66
1,135 simulations @ 10,000 runs per simulation (11,350,000 data points) in 10 minutes, or 18,917 data points per second.
![Page 67: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/67.jpg)
04/08/2023R Balisnomo 67
![Page 68: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/68.jpg)
04/08/2023R Balisnomo 68
![Page 69: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/69.jpg)
04/08/2023R Balisnomo 69
![Page 70: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/70.jpg)
04/08/2023R Balisnomo 70
![Page 71: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/71.jpg)
04/08/2023R Balisnomo 71
![Page 72: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/72.jpg)
04/08/2023R Balisnomo 72
(0.59, $0.99)
(0.92, $1.62)
(1.35, $2.55)
(1.72, $3.44)
Trade-off Curve between Quality and Unit Cost.
Due to a shorter number of runs, your results may vary from what is being shown here.
![Page 73: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/73.jpg)
04/08/2023R Balisnomo 73
![Page 74: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/74.jpg)
04/08/2023R Balisnomo 74
ORACLE Crystal Ball® is needed in new product development because:
1. The trade-offs between RISK and REWARD are difficult to quantify. Efficient Frontiers is a tool that specializes in the above.
2. Simple YES/NO or GO/STOP decisions become complex in the face of so many combinations and permutations. Sometimes it’s better to let the a Computer make the long-term business decisions.
3. We can make a lot of money by solving big and difficult problems in a short amount of time.
![Page 75: CrystalBall in New Product Development](https://reader033.fdocuments.us/reader033/viewer/2022061111/54558612b1af9fcf338b48e6/html5/thumbnails/75.jpg)
04/08/2023R Balisnomo 75
Name: Ramon (Ray) BalisnomoTitle/Position: Design for Six Sigma Instructor/Engr.Company: Ingersoll Rand Securities Technologies
CONTACT INFORMATION:
E-mail: [email protected]@gmail.com
Telephone: 719-896-3604
The EndDo you have any questions?