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Prepared by Julian Kalac, P.Eng 
Lean Six Sigma Master Black Belt 
1
2 
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
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%
| | 4 
Lack of cross-functional training 
Over relying on a select few while others are Inadequately trained 
Operators are unable to rotate and help each other out to balance the work- load 
High overtime, increased pressure stress
Cycle Time is dictated by the slowest (bottleneck) operation in the cell. 
40 min 
20 min 
25 min 
15 min 
30 min 
1 
5 
4 
3 
2 
•What operation controls the cycle? 
•How can you relieve the bottleneck?
6 
Cellular Concepts 
1)CELL OPERATIONS 
–Bottleneck Management: 
•Maintain buffer in front of bottleneck 
–(never starve the bottleneck !) 
•Improve bottleneck operation 
•Cross train on bottleneck 
–Creates a visual work place 
–Continuous Improvement 
–Cell Support 
–Balance activities / operations
KANBAN 
◦A signal to produce 
◦Signal can be an empty square, bin, shelf, cart, or kanban card 
◦Kanban qty is safety stock used while new order is delivered 
◦Kanban qty is calculated based on usage, lead time, delivery time 
◦Can be setup manually or automated 
◦Can extend through electronic notification to suppliers using automatic messaging and triggers
8
SETUP TIME 
◦Starts when last piece of previous job is complete; ends when first good piece of next job is complete 
INTERNAL SET-UP: While machine is shut-down Goal is to reduce Internal setup time, less= better 
EXTERNAL SET-UP: While machine is working 
◦Goal is to transfer internal setup activities and increase external setup time, more= better
Poke yoke = Error Proofing 
Eliminate/minimize chance for human error 
to avoid mistakes 
◦Prevention Poke Yoke 
Stops the process before failures occur 
Does not allow defects to pass through the process
VA/NVA Ratio= 46% DPU = ____ RTYield = _____ 
SCORE CARD: 
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
12 
The Five Principles of “Lean Thinking” 
1.Define value from the perspective of the Customer 
2.Map the value stream 
3.Get the stream to “flow” by eliminating waste 
4.Allow the customer to “pull” value from the stream 
5.Pursue perfection (continual improvement)
INSANITY --“Doing the same thing over and over again and expecting different results” Albert Einstein 
13
14 
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
THE PROCESS 
PROCESS 
OUTPUTS 
CONTROLLED 
VARIABLES 
CUSTOMER 
PROCESS 
INPUTS 
UNCONTROLLED 
NOISE 
VARIABLES 
Process and Its Variables
16 
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
1 
( )2 
 
 
  
n 
xi x 
 
Sigma =  = Deviation  
( Square root of variance ) 
-7 
-6 
-5 
-4 
-3 
-2 
-1 
0 
1 
2 
3 
4 
5 
6 
7 
Axis graduated in Sigma 
68.27 % 
95.45 % 
99.73 % 
99.9937 % 
99.999943 % 
99.9999998 % 
result: 317300 ppm outside 
(deviation) 
45500 ppm 
2700 ppm 
63 ppm 
0.57 ppm 
0.002 ppm 
between + / - 1 
between + / - 2 
between + / - 3 
between + / - 4 
between + / - 5 
between + / - 6 
 =
18 
•Identify customer metrics 
•Select performances standards 
•Select objectives 
•Map the process 
•Validate measurement System (MSA) 
•RESULT: Process maps and good quality data collected by listening to the process 
•Identify sources of variation & failure points 
•Redefine and Re-prioritize 
•Establish process capability 
•Identify improvement opportunities 
•RESULT: The critical sources of variation identified root causes determined 
•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 DefineMeasureAnalyzeImproveControlResultsDefineMeasureAnalyzeImproveControlResults
To understand where you want to be, you need to know how to get there.v 
Map the Process 
Measure the Process 
Identify the variables - ‘x’ 
Understand the Problem - 
’Y’ = function of variables -’x’ 
Y=f(x)
21 
2) Clearly Define your Problem and the Impact 
Example: 
Too many mistakes in purchase request specifications are causing rework rates of 34%, high costs and late deliveries (less than 50% on time) to our customers 
1) Find 
• Customer Issues 
• Performance 
Reviews 
• Meetings 
• New Projects 
• Failures, Re-work 
• Projects 
• Continuous improvement activities 
• Champions 
• Stakeholders 
• Employees 
• SCOR Maps 
• Research 
• Brainstorm 
• Wait until the crisis hits you 
• Value Stream Maps 
3) Clearly State the Initial Scope for your project 
(Set targets and timelines!) 
Example: 
This first phase of this project – by 3Q 2004 - will identify problems and root causes in the purchase request process, increase first pass yield rates to 95%, reduce the cost of poor quality by 50% and increase on-time deliveries to our customers to greater than 90% 
4) Link improvement targets to customer needs and organizational objectives 
5) Project Plan – Charter, Resources, Milestones
2 
2 
Process Flow 
for Measure Phase 
Data 
Storage 
and 
Archiving 
Foundations for Wisdom and good decision 
making start with Good Data 
What data do we need? 
Can we use “old” historical data? 
Is old data (still) usable? 
How was it collected? 
Wisdom 
Knowledge 
Data 
Information 
Data Selection 
Data Integrity Analysis 
Data Collection 
Measurement System Analysis 
Process Mapping
23 
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
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 
2Total = 2Part-Part + 2R&R
25 
Organize & Understand your data 
Statistical Analysis 
Determine significant factors 
Sort, Collate, Investigate your data 
Organize your data and put it into some sort of 
perspective, concept, picture or visual 
representation that is easier to understand 
Use maps, graphs, charts, summaries, spread 
sheets, etc., that organize the data 
Wisdom 
Knowledge 
Data 
Information
26 
We know we must change X 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 key process input factors 
affecting process output 
function of
27 
P value< 0.5--Significant
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 
P value< 0.5--Significant
29 
The minimum sample size required to provide exactly 5% overlap (risk). In order to distinguish the Delta. 
Note: If you are working with Non- normal Data, multiply your calculated sample size by 1.1 
40 
50 
60 
70 
40 
60 
70 
50 
Population 
P value< 0.5--Significant
30 
Normal 
Test of Equal Variance 
1 Sample t-test 
1 Sample Variance 
Variance Not Equal 
Variance Equal 
2 Sample T 
One Way ANOVA 
2 Sample T 
One Way ANOVA
31 
PROBLEM 
FINDING 
FACT 
FINDING 
PROBLEM 
DEFINITION 
IDEA 
FINDING 
EVAL. & 
SELECT 
PLAN 
ACCEPT 
-ANCE 
ACTION 
1 
2 
3 
4 
6 
7 
8 
5 
Select 
Tool 
Analyze Data & Information 
Apply tools & Make Changes 
Six 
Sigma 
Projects 
5S 
PM/TPM 
TQM 
Rapid Improve- 
ment Event 
Integrated 
Process 
Team (IPT) 
Establish Baselines/Metrics 
Other CI 
Tools 
Kanban 
DFSS 
Apply the Tool 
(1) 
(2) 
(3) 
Implement / Deploy Fixes 
(0) Identify failure points, bottlenecks and improvement opportunities from Define-Measure-Analyze Phases 
PM = Preventive Maintenance 
TPM = Total Productive Maintenance 
CI = Continuous Improvement 
DFSS = Design for Six Sigma 
TQM = Total Quality Management
32 
Maintaining and Improving Control: 
Managing Change 
Quality Management Systems 
What’s Left? What’s Next? 
Control Tools: 
•POKA YOKE 
•Control Charts 
•Statistical Process Control (SPC) 
Document Procedures and Best Practices 
Create Visual Controls and “Dashboards” 
Update 
Deployment Plan 
Complete Control FMEA 
Update and Deploy 
Communication Plan 
Execute Deployment Plan 
Document Other Opportunities 
Prepare and Implement Control Plan 
Report out, Hand- off and Closure 
Prepare and Implement Training Plan 
Process Flow Diagram for Control Phase:
Lean Manufacturing = SPEED 
focusses on reducing waste/Non-Value Add activity and “Speeding” up the Process cycle Times. 
Six Sigma = QUALITY 3.4 PPM 
focusses on improving quality, reducing process variation 
Six Sigma “Quality”+ Lean “Speed" = 
PERFORMANCE 
34
Lean manufacturing v Six Sigma Tools 
Lean Manufacturing 
1)Value Stream Mapping 
2)Line Balancing 
3)Continuous Flow 
4)PULL system 
5)KANBAN 
6)Set Up reduction (SMED) 
7)Poke Yoke/Error Proofing 
8)5S 
Six Sigma 
1)DMAIC, SIPOC process 
2)Gage R&R 
3)FMEA 
4)Hypothesis Testing 
5)Regression 
6)Statistical Analysis 
7)Process Capability Cp, Cpk 
8)Roll Throughput Yield 
9)Design of Experiments 
10)Control Charts 
35
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
37 
Kaizen Events 
& TPM 
SPC 
Six Sigma (GB &BB) 
D.O.E 
Which Tools 
to Apply 
Intuitive/ 
Common 
Sense 
Data 
Driven 
Non- 
Value 
Added 
Value 
Added 
Type of 
Variation 
Special 
Cause 
Variation 
Common 
Cause 
Variation 
Lean 
vs 
6 
95% 
vs 
5% 
CONTINUUM 
5S 
PIT & Brainstorming 
Creative Problem Solving 
Process 
Content 
Where do Visual Displays Fit In? 
Visual Displays Identify and Communicate Where You Are
38 
Kaizen Events 
& TPM 
SPC 
Six Sigma (GB &BB) 
D.O.E 
Which Tools 
to Apply 
Intuitive/ 
Common 
Sense 
Data 
Driven 
Non- 
Value 
Added 
Value 
Added 
Type of 
Variation 
Special 
Cause 
Variation 
Common 
Cause 
Variation 
Lean 
vs 
6 
95% 
vs 
5% 
CONTINUUM 
5S 
PIT & Brainstorming 
Creative Problem Solving 
Process 
Content 
Where do Kaizen Events Fit In? 
© Ci2 2009
39 
Kaizen Events 
& TPM 
SPC 
Six Sigma (GB &BB) 
D.O.E 
Which Tools 
to Apply 
Intuitive/ 
Common 
Sense 
Data 
Driven 
Non- 
Value 
Added 
Value 
Added 
Type of 
Variation 
Special 
Cause 
Variation 
Common 
Cause 
Variation 
Lean 
vs 
6 
95% 
vs 
5% 
CONTINUUM 
5S 
PIT & Brainstorming 
Creative Problem Solving 
Process 
Content 
Where do Green Belt/Black Belt Projects Fit In? 
© Ci2 2009
Numbers, words, quantities, values stored sitting in piles or queues waiting for future use 
Charts, summaries, spread sheets, etc. that organize the data 
Presentations, plans and tools that explain and communicate the information 
Processes, organizations and team using the information to improve, manage, build systems and develop cultures 
Push the data “up” to become Wise 
Always loop back to check the data 
Wisdom 
Knowledge 
Data 
Information 
Where are you looking from? 
The WISDOM TOWER: Changing Perspectives

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LEAN SPEED vs SIX SIGMA QUALITY by JULIAN KALAC

  • 1. Prepared by Julian Kalac, P.Eng Lean Six Sigma Master Black Belt 1
  • 2. 2 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
  • 3. 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%
  • 4. | | 4 Lack of cross-functional training Over relying on a select few while others are Inadequately trained Operators are unable to rotate and help each other out to balance the work- load High overtime, increased pressure stress
  • 5. Cycle Time is dictated by the slowest (bottleneck) operation in the cell. 40 min 20 min 25 min 15 min 30 min 1 5 4 3 2 •What operation controls the cycle? •How can you relieve the bottleneck?
  • 6. 6 Cellular Concepts 1)CELL OPERATIONS –Bottleneck Management: •Maintain buffer in front of bottleneck –(never starve the bottleneck !) •Improve bottleneck operation •Cross train on bottleneck –Creates a visual work place –Continuous Improvement –Cell Support –Balance activities / operations
  • 7. KANBAN ◦A signal to produce ◦Signal can be an empty square, bin, shelf, cart, or kanban card ◦Kanban qty is safety stock used while new order is delivered ◦Kanban qty is calculated based on usage, lead time, delivery time ◦Can be setup manually or automated ◦Can extend through electronic notification to suppliers using automatic messaging and triggers
  • 8. 8
  • 9. SETUP TIME ◦Starts when last piece of previous job is complete; ends when first good piece of next job is complete INTERNAL SET-UP: While machine is shut-down Goal is to reduce Internal setup time, less= better EXTERNAL SET-UP: While machine is working ◦Goal is to transfer internal setup activities and increase external setup time, more= better
  • 10. Poke yoke = Error Proofing Eliminate/minimize chance for human error to avoid mistakes ◦Prevention Poke Yoke Stops the process before failures occur Does not allow defects to pass through the process
  • 11. VA/NVA Ratio= 46% DPU = ____ RTYield = _____ SCORE CARD: 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
  • 12. 12 The Five Principles of “Lean Thinking” 1.Define value from the perspective of the Customer 2.Map the value stream 3.Get the stream to “flow” by eliminating waste 4.Allow the customer to “pull” value from the stream 5.Pursue perfection (continual improvement)
  • 13. INSANITY --“Doing the same thing over and over again and expecting different results” Albert Einstein 13
  • 14. 14 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
  • 15. THE PROCESS PROCESS OUTPUTS CONTROLLED VARIABLES CUSTOMER PROCESS INPUTS UNCONTROLLED NOISE VARIABLES Process and Its Variables
  • 16. 16 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
  • 17. 1 ( )2     n xi x  Sigma =  = Deviation  ( Square root of variance ) -7 -6 -5 -4 -3 -2 -1 0 1 2 3 4 5 6 7 Axis graduated in Sigma 68.27 % 95.45 % 99.73 % 99.9937 % 99.999943 % 99.9999998 % result: 317300 ppm outside (deviation) 45500 ppm 2700 ppm 63 ppm 0.57 ppm 0.002 ppm between + / - 1 between + / - 2 between + / - 3 between + / - 4 between + / - 5 between + / - 6  =
  • 18. 18 •Identify customer metrics •Select performances standards •Select objectives •Map the process •Validate measurement System (MSA) •RESULT: Process maps and good quality data collected by listening to the process •Identify sources of variation & failure points •Redefine and Re-prioritize •Establish process capability •Identify improvement opportunities •RESULT: The critical sources of variation identified root causes determined •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 DefineMeasureAnalyzeImproveControlResultsDefineMeasureAnalyzeImproveControlResults
  • 19.
  • 20. To understand where you want to be, you need to know how to get there.v Map the Process Measure the Process Identify the variables - ‘x’ Understand the Problem - ’Y’ = function of variables -’x’ Y=f(x)
  • 21. 21 2) Clearly Define your Problem and the Impact Example: Too many mistakes in purchase request specifications are causing rework rates of 34%, high costs and late deliveries (less than 50% on time) to our customers 1) Find • Customer Issues • Performance Reviews • Meetings • New Projects • Failures, Re-work • Projects • Continuous improvement activities • Champions • Stakeholders • Employees • SCOR Maps • Research • Brainstorm • Wait until the crisis hits you • Value Stream Maps 3) Clearly State the Initial Scope for your project (Set targets and timelines!) Example: This first phase of this project – by 3Q 2004 - will identify problems and root causes in the purchase request process, increase first pass yield rates to 95%, reduce the cost of poor quality by 50% and increase on-time deliveries to our customers to greater than 90% 4) Link improvement targets to customer needs and organizational objectives 5) Project Plan – Charter, Resources, Milestones
  • 22. 2 2 Process Flow for Measure Phase Data Storage and Archiving Foundations for Wisdom and good decision making start with Good Data What data do we need? Can we use “old” historical data? Is old data (still) usable? How was it collected? Wisdom Knowledge Data Information Data Selection Data Integrity Analysis Data Collection Measurement System Analysis Process Mapping
  • 23. 23 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
  • 24. 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 2Total = 2Part-Part + 2R&R
  • 25. 25 Organize & Understand your data Statistical Analysis Determine significant factors Sort, Collate, Investigate your data Organize your data and put it into some sort of perspective, concept, picture or visual representation that is easier to understand Use maps, graphs, charts, summaries, spread sheets, etc., that organize the data Wisdom Knowledge Data Information
  • 26. 26 We know we must change X 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 key process input factors affecting process output function of
  • 27. 27 P value< 0.5--Significant
  • 28. 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 P value< 0.5--Significant
  • 29. 29 The minimum sample size required to provide exactly 5% overlap (risk). In order to distinguish the Delta. Note: If you are working with Non- normal Data, multiply your calculated sample size by 1.1 40 50 60 70 40 60 70 50 Population P value< 0.5--Significant
  • 30. 30 Normal Test of Equal Variance 1 Sample t-test 1 Sample Variance Variance Not Equal Variance Equal 2 Sample T One Way ANOVA 2 Sample T One Way ANOVA
  • 31. 31 PROBLEM FINDING FACT FINDING PROBLEM DEFINITION IDEA FINDING EVAL. & SELECT PLAN ACCEPT -ANCE ACTION 1 2 3 4 6 7 8 5 Select Tool Analyze Data & Information Apply tools & Make Changes Six Sigma Projects 5S PM/TPM TQM Rapid Improve- ment Event Integrated Process Team (IPT) Establish Baselines/Metrics Other CI Tools Kanban DFSS Apply the Tool (1) (2) (3) Implement / Deploy Fixes (0) Identify failure points, bottlenecks and improvement opportunities from Define-Measure-Analyze Phases PM = Preventive Maintenance TPM = Total Productive Maintenance CI = Continuous Improvement DFSS = Design for Six Sigma TQM = Total Quality Management
  • 32. 32 Maintaining and Improving Control: Managing Change Quality Management Systems What’s Left? What’s Next? Control Tools: •POKA YOKE •Control Charts •Statistical Process Control (SPC) Document Procedures and Best Practices Create Visual Controls and “Dashboards” Update Deployment Plan Complete Control FMEA Update and Deploy Communication Plan Execute Deployment Plan Document Other Opportunities Prepare and Implement Control Plan Report out, Hand- off and Closure Prepare and Implement Training Plan Process Flow Diagram for Control Phase:
  • 33.
  • 34. Lean Manufacturing = SPEED focusses on reducing waste/Non-Value Add activity and “Speeding” up the Process cycle Times. Six Sigma = QUALITY 3.4 PPM focusses on improving quality, reducing process variation Six Sigma “Quality”+ Lean “Speed" = PERFORMANCE 34
  • 35. Lean manufacturing v Six Sigma Tools Lean Manufacturing 1)Value Stream Mapping 2)Line Balancing 3)Continuous Flow 4)PULL system 5)KANBAN 6)Set Up reduction (SMED) 7)Poke Yoke/Error Proofing 8)5S Six Sigma 1)DMAIC, SIPOC process 2)Gage R&R 3)FMEA 4)Hypothesis Testing 5)Regression 6)Statistical Analysis 7)Process Capability Cp, Cpk 8)Roll Throughput Yield 9)Design of Experiments 10)Control Charts 35
  • 36. 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
  • 37. 37 Kaizen Events & TPM SPC Six Sigma (GB &BB) D.O.E Which Tools to Apply Intuitive/ Common Sense Data Driven Non- Value Added Value Added Type of Variation Special Cause Variation Common Cause Variation Lean vs 6 95% vs 5% CONTINUUM 5S PIT & Brainstorming Creative Problem Solving Process Content Where do Visual Displays Fit In? Visual Displays Identify and Communicate Where You Are
  • 38. 38 Kaizen Events & TPM SPC Six Sigma (GB &BB) D.O.E Which Tools to Apply Intuitive/ Common Sense Data Driven Non- Value Added Value Added Type of Variation Special Cause Variation Common Cause Variation Lean vs 6 95% vs 5% CONTINUUM 5S PIT & Brainstorming Creative Problem Solving Process Content Where do Kaizen Events Fit In? © Ci2 2009
  • 39. 39 Kaizen Events & TPM SPC Six Sigma (GB &BB) D.O.E Which Tools to Apply Intuitive/ Common Sense Data Driven Non- Value Added Value Added Type of Variation Special Cause Variation Common Cause Variation Lean vs 6 95% vs 5% CONTINUUM 5S PIT & Brainstorming Creative Problem Solving Process Content Where do Green Belt/Black Belt Projects Fit In? © Ci2 2009
  • 40. Numbers, words, quantities, values stored sitting in piles or queues waiting for future use Charts, summaries, spread sheets, etc. that organize the data Presentations, plans and tools that explain and communicate the information Processes, organizations and team using the information to improve, manage, build systems and develop cultures Push the data “up” to become Wise Always loop back to check the data Wisdom Knowledge Data Information Where are you looking from? The WISDOM TOWER: Changing Perspectives