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Combining Lean & Six Sigma 
Prepared by Julian Kalac 
Lean Six Sigma Master Black Belt 
September 30, 2014 
1
Black Belt Training 
What is Lean Six Sigma? 
1)Lean Manufacturing focusses on reducing waste, Non-Value Add activity and “Speeding” up the Process cycle Times. 
1)Six Sigma is defined as 3.4 DPM (Defective Parts- per Million), focusses on reducing defects and process variation 
2)Lean Six Sigma = Six Sigma “Quality”+ Lean “Speed" 
2
Lean Six Sigma Seeks to improve the quality of manufacturing and business process by: 
identifying and removing the causes of defects (errors) and variation. 
Identifying and removing sources of waste within the process 
Focusing on outputs that are critical to customers
4 
σUse data-driven, measurement-based, statistical methods to Solve problems, improve performance 
σFocus: Surgical “inch-wide, mile-deep” investigation and resolution 
σApproach: 
σSolve problems at the system and root cause level 
σImplement robust control plans for sustained improvements 
What is “Six Sigma”? An Analytical Methodology that Focuses on Reducing Process Variation
5 
The systematic elimination of waste and re- alignment of resources to deliver value to the customer faster, better, & more consistently 
Lean in Manufacturing: 
◦Focus: Eliminate waste, non-value add steps, process constraints and bottle necks that cause problems in work throughput 
◦Approach: Intuitive and broad - “inch-deep, mile wide” 
Leading to 
Leading to 
Eliminate Waste 
Reduced Cycle Times 
Increased Capacity
•To help explain the Toyota Production System to employees and suppliers, the “House of Toyota” graphic was created by Taiichi Ohno and Eiji Toyoda. 
•They chose the house shape because it was a familiar one – and also conveyed stability. 
•The roof contains the primary goals of TPS: superior quality, cost and delivery through waste elimination
Value Added 
Typically 95% of all lead time is non-value added 
1.Overproduction 
2.Waiting 
3.Transportation 
4.Non-Value Added Processing 
5.Excess Inventory/Material 
6.Defects 
7.Excess Motion 
8.Underutilized People 
Non-Value Added 
5%
Value Added Any activity that is adding value to the part and the customer is paying for. Example: any process where you are doing something to the part (cutting, welding, riveting, bending) Non-Value Added Any activity that does not add Value to the part. Example: moving parts from one area to another, reworking parts, set-up/change- overs, repairs
9 
Single Piece Flow 
Just-In-Time 
Eliminate Waste 
•Process parts one-at-a- time or in small lots instead of in large batches or economies of scale 
•Quick changeovers 
•Balanced and continuous flows instead of stop and start processing 
•Have just the right amount of inventory you need, when you need it, where you need it 
•Optimize the amount of inventory required 
•Ensure that your resources are ready to support the flow 
•Never knowingly pass on a defect 
•Improve the capability of your processes 
•Fix failure modes when they occur 
•Determine and resolve the deeper root causes 
= 
= 
The Toyota Production System 
Model by Michael Kukhta Reference: Senji Niwa, from the Shingijutsu Organization. Niwa-san also worked directly for Toyota’s Taiichi Ohno (TPS creator) for 18 years. 
“Classic Lean” Strength 
“Supply Chain Management” Strength 
“Classic Six Sigma” Strength
INSANITY “Doing the same thing over and over again and expecting different results” 
Albert Einstein 
10
Risk & Reward 
Continuous Improvement 
•Everyday culture of change in how and what we do 
•Focus on maintaining & improving process precision, accuracy and discipline 
•Often savings are not strictly monitored but just put back into the business 
•Can support & narrow Breakthrough Innov. 
Amount of Resources and Activity 
Incremental Innovation 
•Relatively small improvements that are faster, better cheaper, 
•Savings show up in bottom & top line 
Distinctive Innovation 
•Significant advances and improvements by extending existing technologies/approaches 
•Adapting “other industry/sector technologies/approaches 
•Example: “Lean”/JIT/Single-piece- flow/Pull Systems in health care 
Breakthrough & Disruptive Innovation 
•Fundamentally new technologies/approaches 
•Implementing things previously thought to be not possible 
•Often a birthplace of Distinctive & Incremental Innovation 
•Can fuel and clash with Conti. Impr. and process discipline
12 
L AA BB CC DD EE 1 
L2 
L3 
Customer Customer 
DA DB DC DD DE 
Enterprise 
Process 
Department 
Lean breaks a process down to understand the 
steps and actions as they occur, the time and 
resources needed to complete, as well as the 
delay and wait time between process steps
 Six Sigma evaluates a process in terms of 
performance, accuracy, and consistency 
 Targeted for improvement 
Time 
s 
LSL USL 
6s 
Standard 
deviation
Shift Process Average 
Reduce Process Variation 
Robust Products and Processes 
Six Sigma Objectives 
Lean Objectives 
Improve Process Flow 
Reduce Process Complexity 
Reduce: 
Waste 
Non-Value Added Work 
Cycle Time 
Lean Six Sigma Improves Quality, Cost, and Delivery 
Improvement Objectives
15 
Lost managemant 
time cost 
Maintenance 
cost 
Lost opportunity 
Lost assets cost 
Rerun cost 
Lost 
business, 
goodwill cost 
Lost 
credibility 
cost 
Prevention cost 
appraisal cost 
Project 
rework cost 
Litigation 
SS Titanic 
Management 
Waste Costs: 
Costs driven by problems and process steps that add no value 
to products & services delivered to customers 
Appraisal Costs: 
Costs incurred to determine the degree 
of conformance to customer needs 
Prevention Costs: 
Costs incurred to keep failure and 
appraisal costs to a minimum 
Failure Costs: 
Costs directly incurred 
due to defects internal 
to the system or after 
delivery to the 
customer
Voice of Customer 
Voice of Process 
The Voice of the Process is independent of the Voice of the Customer 
Sigma 
Capability 
Defects per Million Opportunities 
% Yield 
2 
308,537 
69.15% 
3 
66,807 
93.32% 
4 
6,210 
99.38% 
5 
233 
99.98% 
6 
3.4 
99.99966%
99% Good (3.8 Sigma) 
99.99966% Good (6 Sigma) 
20,000 lost articles of mail per hour (based on 2,000,000/hr) 
7 articles lost per hour 
Unsafe drinking water for almost 15 minutes each day 
1 unsafe minute every 7 months 
5,000 incorrect surgical operations per week 
1.7 incorrect operations per week 
2 short or long landings daily at an airport with 200 flights/day 
1 short or long landing every 5 years 
2,000,000 wrong drug prescriptions each year 
680 wrong prescriptions per year 
No electricity for almost 7 hours each month 
1 hour without electricity every 34 years
18 
99% 
Good 
99.99966% 
Good 
20,000 
5,000 
200,000 
7 hr 
per month 
Lost articles of mail per hour 
7 
Incorrect surgeries per wk 
1.7 
Wrong prescriptions each yr 
68 
Hours without electricity 
1 hr 
per 34 years
19 
X1 = _____ 
Y1 = _____ 
X2 = _____ 
Y2 = _____ 
X1 = _______ 
Y1 = _______ 
X2 = _______ 
Y2 = _______ 
X3 = _______ 
Y3 = _______ 
SIPOC Diagrams can be characterized as a 3-step, high-level (“30,000-foot) Process Flow Diagram for a process 
Critical to Customer Quality Requirements 
(the “CTQ’s) 
Key Inputs (Materials & Resources) and Key Process Input Variables 
(KPIV’s) 
Inputs Processes Outputs 
Supplier Customer 
Secondary Metric 
(e.g. Field Returns) 
Primary Metric 
(e.g. Scrap $/Month
Cycle Time is the actual production rate – It is the time between two successive finished items coming out of your production cell. 
Cycle Time is dictated by the slowest (longest) operation in the cell. 
40 min 
20 min 
25 min 
15 min 
30 min 
1 
5 
4 
3 
2 
•What operation controls the cycle? 
•What is the Critical Path? 
•How can you relieve or shift the bottleneck?
THE PROCESS 
PROCESS 
OUTPUTS 
CONTROLLED 
VARIABLES 
CUSTOMER 
PROCESS 
INPUTS 
UNCONTROLLED 
NOISE 
VARIABLES 
Process and Its Variables
22 
We know we must change Xs to create a change in Y… 
 But how do we know which Xs to change 
and how to change them? 
y = f (x1, x2, …) 
process output 
is 
key process and input factors 
that cause variation in the output 
a function of
23 
•Monitor processes to prevent 
recurrence of variation, defects 
and non-value work 
•Maintain performance levels 
•Find more creative ways to 
improve 
•Fix root causes 
•Find/Implement Preventive 
Fixes 
•Deploy changes organization 
•RESULT: Performance is more 
predictable ; culture changing 
•Plan and apply Improve Tools to fix 
problems and reduce variation 
•Implement improvement opportunities 
•RESULT: Improve tools applied, changes 
implemented and performance 
improvement in place 
DMAIC Improvement Model 
A Road Map for guiding Improvement Projects 
•Identify customer problems 
•Identify performances standards 
•Identify improvement objectives 
•Link problem to the key performance metrics 
•Find the right problems 
•RESULT: Problem Statement & Project Charter 
Define 
Measure 
Improve Analyze 
Control 
Results 
•Map the process 
•Validate the 
measurement system 
•Collect data 
•Link your metrics 
•RESULT: Process maps 
and good quality data 
collected by listening 
to the process 
•Identify sources of variation & failure 
points 
•Establish process capability 
•Identify improvement opportunities 
•Redefine and Re-prioritize 
•RESULT: Determine performance, Identify 
critical sources of variation and root 
causes
Black Belt Training 
First Pass Yield (FPY) Rolled Throughput Yield (RTY) 
Receive Parts/information From your supplier 
STEP #1 
95.5% First Pass Yield (FPY1) 
FOLLOWING RECEIPT INSPECTION AND FALLOUT 
STEP #2 
97.0% First Pass Yield (FPY2) 
FROM INITIAL OPERATIONS 
STEP#3 
94.4% FPY3 
AT FINAL STEPS OR ON FIRST TEST ATTEMPT 
ONLY 87.4% 
RIGHT FIRST TIME 
45,000 ppm wasted 
28,650 ppm wasted 
52,350 ppm wasted 
RTY = FPY1 X FPY2 X FPY3 = .955 X .970 X .944 = 87.4%
Black Belt Training 
1)High-Level Process Map 
2)Suppliers, Departments, Customers 
3)Mid-Level Process Map 
4)Specific Area ex Production 
5)Detail-Level Process Map 
6)Specific process/operation 
7)(most commonly used) 
Stop 
Start 
Stop 
Start 
Start 
Stop 
Stop 
26
Black Belt Training 
VA/NVA Ratio= 46% 
DPU = ____ 
RTYield = _____ 
SCORE CARD: 
Building a Value Stream Map 
I’m going to 
have coffee 
Fill c. 
maker 
with 
water 
Scoop 
Coffee 
into 
c. maker 
Get & place Filter in c. maker 
Drink 
coffee 
Is 
taste 
OK 
Brew 
coffee 
Pour c. 
into cup 
Add 
cream & 
sugar 
Water Supply 
Process 
Shopping 
Process 
Electricity Supply Process 
Eating 
Equipment 
Supply 
Process 
Tasting 
Process 
Housekeeping Processes 
Transactional & 
Support Processes 
Process Data 
& Information 
NVA = Non-value Added Time VA = Value Added Time 
VA Time 
NVA Time 
Temp of Water= ___ 
Quality of Water= ___ 
Pressure of Water= ___ 
Amount of Coffee= ___ 
Quality of Coffee= ___ 
Type of Coffee= ___ 
Defective Coffee= ___ 
60 sec 
30 sec 
60 sec 
360 sec 
10 sec 
60 sec 
10 sec 
10 sec 
5 sec 
600 sec 
30 sec
Accurate but not precise - On average, the shots are in the center of the target but there is a lot of variability 
Precise but not accurate - The average is not on the center, but the variability is small 
Source: iSixSigma
Statistical Analysis 
0.000 0.005 0.010 0.015 0.020 0.025 
7 
6 
5 
4 
3 
2 
1 
0 
New Machine 
Frequency 
0.000 0.005 0.010 0.015 0.020 0.025 
30 
20 
10 
0 
Machine 6 mths 
Frequency 
 Is the factor really important? 
 Do we understand the impact for 
the factor? 
 Has our improvement made an 
impact 
 What is the true impact? 
Hypothesis Testing 
Regression Analysis 
5 15 25 35 45 55 
60 
50 
40 
30 
20 
10 
0 
X 
Y 
R-Sq = 86.0 % 
Y = 2.19469 + 0.918549X 
95% PI 
Regression 
Regression Plot 
Apply statistics to validate actions & improvements
Is your error in the process or in the way you measure it? 
Could it be that you actually are “good” but the error in the measurement system shows that you are not “good”? 
Overall Variation 
Occurrence-to- Occurrence ( or Piece- to-Piece) Variation 
Measurement System Variation 
Repeatability: 
Variation due to gage or measurement tool 
Reproducibility: 
Variation due to people or operators who are measuring
31
RESULTS FROM SIX SIGMA IMPLEMENTATIONS 
Inferior 
Below Average 
Above Average 
Excellent 
TOTAL QUANTITY OF 
IMPLEMENTATIONS 
How Six Sigma is Implemented and Applied Will Determine the Results 
Categorization of Results
Black Belt 
Training 
33 
What are the Methods and Tools? 
“Lean” focuses on: 
The systematic elimination of waste 
and re-alignment of resources to 
deliver value to the customer faster, 
better, & more consistently 
Supply Chain Management: 
Mapping your processes 
through the entire business 
enterprise with standard elements 
“Six Sigma” focuses on: 
Use of analytical and methodical fact based 
problem solving methods 
Drastically reduce variation then control and 
manage whatever variation is left over 
Increase predictability, accuracy and precision 
Product and Services 
Cash/Funding 
Information 
Customer’s 
Customer 
Supplier’s 
Supplier 
Supplier Your Company Customer 
Plan 
Make Source Make / Deliver 
Repair 
Deliver Source Deliver Source Make Deliver Source 
Return Return Return Return Return Return Return Return 
Plan Plan 
LSL Ẋ USL 
Theory of 
Constraints: 
Find & eliminate 
the bottle necks 
Business 
Process Re-engineering: 
Start over 
VA Time 
NVA Time 
FLOW
34

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Lean vs six sigma -jk

  • 1. Combining Lean & Six Sigma Prepared by Julian Kalac Lean Six Sigma Master Black Belt September 30, 2014 1
  • 2. Black Belt Training What is Lean Six Sigma? 1)Lean Manufacturing focusses on reducing waste, Non-Value Add activity and “Speeding” up the Process cycle Times. 1)Six Sigma is defined as 3.4 DPM (Defective Parts- per Million), focusses on reducing defects and process variation 2)Lean Six Sigma = Six Sigma “Quality”+ Lean “Speed" 2
  • 3. Lean Six Sigma Seeks to improve the quality of manufacturing and business process by: identifying and removing the causes of defects (errors) and variation. Identifying and removing sources of waste within the process Focusing on outputs that are critical to customers
  • 4. 4 σUse data-driven, measurement-based, statistical methods to Solve problems, improve performance σFocus: Surgical “inch-wide, mile-deep” investigation and resolution σApproach: σSolve problems at the system and root cause level σImplement robust control plans for sustained improvements What is “Six Sigma”? An Analytical Methodology that Focuses on Reducing Process Variation
  • 5. 5 The systematic elimination of waste and re- alignment of resources to deliver value to the customer faster, better, & more consistently Lean in Manufacturing: ◦Focus: Eliminate waste, non-value add steps, process constraints and bottle necks that cause problems in work throughput ◦Approach: Intuitive and broad - “inch-deep, mile wide” Leading to Leading to Eliminate Waste Reduced Cycle Times Increased Capacity
  • 6. •To help explain the Toyota Production System to employees and suppliers, the “House of Toyota” graphic was created by Taiichi Ohno and Eiji Toyoda. •They chose the house shape because it was a familiar one – and also conveyed stability. •The roof contains the primary goals of TPS: superior quality, cost and delivery through waste elimination
  • 7. Value Added Typically 95% of all lead time is non-value added 1.Overproduction 2.Waiting 3.Transportation 4.Non-Value Added Processing 5.Excess Inventory/Material 6.Defects 7.Excess Motion 8.Underutilized People Non-Value Added 5%
  • 8. Value Added Any activity that is adding value to the part and the customer is paying for. Example: any process where you are doing something to the part (cutting, welding, riveting, bending) Non-Value Added Any activity that does not add Value to the part. Example: moving parts from one area to another, reworking parts, set-up/change- overs, repairs
  • 9. 9 Single Piece Flow Just-In-Time Eliminate Waste •Process parts one-at-a- time or in small lots instead of in large batches or economies of scale •Quick changeovers •Balanced and continuous flows instead of stop and start processing •Have just the right amount of inventory you need, when you need it, where you need it •Optimize the amount of inventory required •Ensure that your resources are ready to support the flow •Never knowingly pass on a defect •Improve the capability of your processes •Fix failure modes when they occur •Determine and resolve the deeper root causes = = The Toyota Production System Model by Michael Kukhta Reference: Senji Niwa, from the Shingijutsu Organization. Niwa-san also worked directly for Toyota’s Taiichi Ohno (TPS creator) for 18 years. “Classic Lean” Strength “Supply Chain Management” Strength “Classic Six Sigma” Strength
  • 10. INSANITY “Doing the same thing over and over again and expecting different results” Albert Einstein 10
  • 11. Risk & Reward Continuous Improvement •Everyday culture of change in how and what we do •Focus on maintaining & improving process precision, accuracy and discipline •Often savings are not strictly monitored but just put back into the business •Can support & narrow Breakthrough Innov. Amount of Resources and Activity Incremental Innovation •Relatively small improvements that are faster, better cheaper, •Savings show up in bottom & top line Distinctive Innovation •Significant advances and improvements by extending existing technologies/approaches •Adapting “other industry/sector technologies/approaches •Example: “Lean”/JIT/Single-piece- flow/Pull Systems in health care Breakthrough & Disruptive Innovation •Fundamentally new technologies/approaches •Implementing things previously thought to be not possible •Often a birthplace of Distinctive & Incremental Innovation •Can fuel and clash with Conti. Impr. and process discipline
  • 12. 12 L AA BB CC DD EE 1 L2 L3 Customer Customer DA DB DC DD DE Enterprise Process Department Lean breaks a process down to understand the steps and actions as they occur, the time and resources needed to complete, as well as the delay and wait time between process steps
  • 13.  Six Sigma evaluates a process in terms of performance, accuracy, and consistency  Targeted for improvement Time s LSL USL 6s Standard deviation
  • 14. Shift Process Average Reduce Process Variation Robust Products and Processes Six Sigma Objectives Lean Objectives Improve Process Flow Reduce Process Complexity Reduce: Waste Non-Value Added Work Cycle Time Lean Six Sigma Improves Quality, Cost, and Delivery Improvement Objectives
  • 15. 15 Lost managemant time cost Maintenance cost Lost opportunity Lost assets cost Rerun cost Lost business, goodwill cost Lost credibility cost Prevention cost appraisal cost Project rework cost Litigation SS Titanic Management Waste Costs: Costs driven by problems and process steps that add no value to products & services delivered to customers Appraisal Costs: Costs incurred to determine the degree of conformance to customer needs Prevention Costs: Costs incurred to keep failure and appraisal costs to a minimum Failure Costs: Costs directly incurred due to defects internal to the system or after delivery to the customer
  • 16. Voice of Customer Voice of Process The Voice of the Process is independent of the Voice of the Customer Sigma Capability Defects per Million Opportunities % Yield 2 308,537 69.15% 3 66,807 93.32% 4 6,210 99.38% 5 233 99.98% 6 3.4 99.99966%
  • 17. 99% Good (3.8 Sigma) 99.99966% Good (6 Sigma) 20,000 lost articles of mail per hour (based on 2,000,000/hr) 7 articles lost per hour Unsafe drinking water for almost 15 minutes each day 1 unsafe minute every 7 months 5,000 incorrect surgical operations per week 1.7 incorrect operations per week 2 short or long landings daily at an airport with 200 flights/day 1 short or long landing every 5 years 2,000,000 wrong drug prescriptions each year 680 wrong prescriptions per year No electricity for almost 7 hours each month 1 hour without electricity every 34 years
  • 18. 18 99% Good 99.99966% Good 20,000 5,000 200,000 7 hr per month Lost articles of mail per hour 7 Incorrect surgeries per wk 1.7 Wrong prescriptions each yr 68 Hours without electricity 1 hr per 34 years
  • 19. 19 X1 = _____ Y1 = _____ X2 = _____ Y2 = _____ X1 = _______ Y1 = _______ X2 = _______ Y2 = _______ X3 = _______ Y3 = _______ SIPOC Diagrams can be characterized as a 3-step, high-level (“30,000-foot) Process Flow Diagram for a process Critical to Customer Quality Requirements (the “CTQ’s) Key Inputs (Materials & Resources) and Key Process Input Variables (KPIV’s) Inputs Processes Outputs Supplier Customer Secondary Metric (e.g. Field Returns) Primary Metric (e.g. Scrap $/Month
  • 20. Cycle Time is the actual production rate – It is the time between two successive finished items coming out of your production cell. Cycle Time is dictated by the slowest (longest) operation in the cell. 40 min 20 min 25 min 15 min 30 min 1 5 4 3 2 •What operation controls the cycle? •What is the Critical Path? •How can you relieve or shift the bottleneck?
  • 21. THE PROCESS PROCESS OUTPUTS CONTROLLED VARIABLES CUSTOMER PROCESS INPUTS UNCONTROLLED NOISE VARIABLES Process and Its Variables
  • 22. 22 We know we must change Xs to create a change in Y…  But how do we know which Xs to change and how to change them? y = f (x1, x2, …) process output is key process and input factors that cause variation in the output a function of
  • 23. 23 •Monitor processes to prevent recurrence of variation, defects and non-value work •Maintain performance levels •Find more creative ways to improve •Fix root causes •Find/Implement Preventive Fixes •Deploy changes organization •RESULT: Performance is more predictable ; culture changing •Plan and apply Improve Tools to fix problems and reduce variation •Implement improvement opportunities •RESULT: Improve tools applied, changes implemented and performance improvement in place DMAIC Improvement Model A Road Map for guiding Improvement Projects •Identify customer problems •Identify performances standards •Identify improvement objectives •Link problem to the key performance metrics •Find the right problems •RESULT: Problem Statement & Project Charter Define Measure Improve Analyze Control Results •Map the process •Validate the measurement system •Collect data •Link your metrics •RESULT: Process maps and good quality data collected by listening to the process •Identify sources of variation & failure points •Establish process capability •Identify improvement opportunities •Redefine and Re-prioritize •RESULT: Determine performance, Identify critical sources of variation and root causes
  • 24.
  • 25. Black Belt Training First Pass Yield (FPY) Rolled Throughput Yield (RTY) Receive Parts/information From your supplier STEP #1 95.5% First Pass Yield (FPY1) FOLLOWING RECEIPT INSPECTION AND FALLOUT STEP #2 97.0% First Pass Yield (FPY2) FROM INITIAL OPERATIONS STEP#3 94.4% FPY3 AT FINAL STEPS OR ON FIRST TEST ATTEMPT ONLY 87.4% RIGHT FIRST TIME 45,000 ppm wasted 28,650 ppm wasted 52,350 ppm wasted RTY = FPY1 X FPY2 X FPY3 = .955 X .970 X .944 = 87.4%
  • 26. Black Belt Training 1)High-Level Process Map 2)Suppliers, Departments, Customers 3)Mid-Level Process Map 4)Specific Area ex Production 5)Detail-Level Process Map 6)Specific process/operation 7)(most commonly used) Stop Start Stop Start Start Stop Stop 26
  • 27. Black Belt Training VA/NVA Ratio= 46% DPU = ____ RTYield = _____ SCORE CARD: Building a Value Stream Map I’m going to have coffee Fill c. maker with water Scoop Coffee into c. maker Get & place Filter in c. maker Drink coffee Is taste OK Brew coffee Pour c. into cup Add cream & sugar Water Supply Process Shopping Process Electricity Supply Process Eating Equipment Supply Process Tasting Process Housekeeping Processes Transactional & Support Processes Process Data & Information NVA = Non-value Added Time VA = Value Added Time VA Time NVA Time Temp of Water= ___ Quality of Water= ___ Pressure of Water= ___ Amount of Coffee= ___ Quality of Coffee= ___ Type of Coffee= ___ Defective Coffee= ___ 60 sec 30 sec 60 sec 360 sec 10 sec 60 sec 10 sec 10 sec 5 sec 600 sec 30 sec
  • 28. Accurate but not precise - On average, the shots are in the center of the target but there is a lot of variability Precise but not accurate - The average is not on the center, but the variability is small Source: iSixSigma
  • 29. Statistical Analysis 0.000 0.005 0.010 0.015 0.020 0.025 7 6 5 4 3 2 1 0 New Machine Frequency 0.000 0.005 0.010 0.015 0.020 0.025 30 20 10 0 Machine 6 mths Frequency  Is the factor really important?  Do we understand the impact for the factor?  Has our improvement made an impact  What is the true impact? Hypothesis Testing Regression Analysis 5 15 25 35 45 55 60 50 40 30 20 10 0 X Y R-Sq = 86.0 % Y = 2.19469 + 0.918549X 95% PI Regression Regression Plot Apply statistics to validate actions & improvements
  • 30. Is your error in the process or in the way you measure it? Could it be that you actually are “good” but the error in the measurement system shows that you are not “good”? Overall Variation Occurrence-to- Occurrence ( or Piece- to-Piece) Variation Measurement System Variation Repeatability: Variation due to gage or measurement tool Reproducibility: Variation due to people or operators who are measuring
  • 31. 31
  • 32. RESULTS FROM SIX SIGMA IMPLEMENTATIONS Inferior Below Average Above Average Excellent TOTAL QUANTITY OF IMPLEMENTATIONS How Six Sigma is Implemented and Applied Will Determine the Results Categorization of Results
  • 33. Black Belt Training 33 What are the Methods and Tools? “Lean” focuses on: The systematic elimination of waste and re-alignment of resources to deliver value to the customer faster, better, & more consistently Supply Chain Management: Mapping your processes through the entire business enterprise with standard elements “Six Sigma” focuses on: Use of analytical and methodical fact based problem solving methods Drastically reduce variation then control and manage whatever variation is left over Increase predictability, accuracy and precision Product and Services Cash/Funding Information Customer’s Customer Supplier’s Supplier Supplier Your Company Customer Plan Make Source Make / Deliver Repair Deliver Source Deliver Source Make Deliver Source Return Return Return Return Return Return Return Return Plan Plan LSL Ẋ USL Theory of Constraints: Find & eliminate the bottle necks Business Process Re-engineering: Start over VA Time NVA Time FLOW
  • 34. 34