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Basics of six sigma public information on the inter
1.
An Introduction to
Six Sigma © 2008 InnoCentrix, LLC Jeffrey T. Gotro, Ph.D.
2.
Agenda What is
Six Sigma? Why would a company adopt Six Sigma? What are the challenges? © 2008 InnoCentrix, LLC 2 © 2008 InnoCentrix, LLC 2 What are the challenges? What are the rewards? How is Six Sigma implemented? Summary and Questions
3.
Six Sigma has
many meanings A Symbol A Measure A Benchmark or Goal © 2008 InnoCentrix, LLC 3 © 2008 InnoCentrix, LLC 3 A Benchmark or Goal A Philosophy A Method
4.
Six Sigma: A
Symbol σ σ σ σ is a Statistical Symbol for Standard Deviation Standard Deviation is a Measure © 2008 InnoCentrix, LLC 4 © 2008 InnoCentrix, LLC 4 Standard Deviation is a Measure of Variability
5.
Six Sigma: A
Measure The “Sigma Level” of a process can be used to express its capability How well it performs with respect to customer © 2008 InnoCentrix, LLC 5 © 2008 InnoCentrix, LLC 5 How well it performs with respect to customer requirements. Percent Defects, Cp, Cpk, ppm
6.
Doing the math 6
Sigma = 3.4 defects per million 5 Sigma = 230 defects per million 4 Sigma = 6,210 defects per million © 2008 InnoCentrix, LLC 6 4 Sigma = 6,210 defects per million 3 Sigma = 66,800 defects per million 2 Sigma = 308,000 defects per million 1 Sigma = 690,000 defects per million
7.
Six Sigma: A
Benchmark or Goal The specific value of 6 Sigma (as opposed to 4 or 5 Sigma) is a benchmark for process excellence. Adopted by leading organizations as a goal © 2008 InnoCentrix, LLC 7 © 2008 InnoCentrix, LLC 7 Adopted by leading organizations as a goal for process capability.
8.
100K 10K 1K Purchased Material Lot
Reject Rate Payroll Processing Journal Vouchers Wire Transfers Air Line Baggage Order Write-up IRS - Tax Advice (phone-in) Average Company Restaurant Bills Doctor Prescription Writing (6,210 ppm) (66,800 ppm) Defects per Million OpportunitiesSome Examples to Illustrate Typical Defect Rates © 2008 InnoCentrix, LLC 8 © 2008 InnoCentrix, LLC 8 SIGMA (with ±1.5 Sigma Shift) 2 3 4 5 6 7 100 10 1 (230 ppm) Lot Reject Rate (0.43 ppm) Air Line Baggage Handling Best in Class Domestic Airline Flight Fatality Rate (3.4 ppm) Defects per Million Opportunities
9.
Six Sigma: A
Philosophy A vision of process performance Delivering nearly defect-free products and services Focus on variation reduction © 2008 InnoCentrix, LLC 9 © 2008 InnoCentrix, LLC 9 Focus on variation reduction A Guiding Management Principle
10.
Six Sigma: A
Method A well defined process and toolkit used for: Product/Service Design Quality Control © 2008 InnoCentrix, LLC 10 © 2008 InnoCentrix, LLC 10 Quality Control Quality Improvement Strategic Planning
11.
Six Essential Themes
A genuine focus on the customer Data and fact-driven management (using effective measurement systems) Process focus [Y = f (x)] © 2008 InnoCentrix, LLC 11 © 2008 InnoCentrix, LLC 11 Process focus [Y = f (x)] Proactive management drives improvement efforts Boundaryless* collaboration (including customers, suppliers, and supply chain partners) A drive for perfection with a tolerance for failure (freedom to take risks, learning from mistakes, drive to try new approaches) * Termed by Jack Welch, CEO of GE
12.
DMAIC Approach 30 35 40 Sporadic Spike
(Special Cause) Define Measure/Analyze Control Improve Defect Rate © 2008 InnoCentrix, LLC 12 0 5 10 15 20 25 - 1 0 - 8 - 6 - 4 - 2 0 2 4 6 8 1 0 1 2 1 4 1 6 1 8 2 0 2 2 2 4 2 6 2 8 3 0 3 2 3 4 3 6 3 8 4 0 Chronic Waste Chronic Waste Defect Rate Time Common Cause Variation
13.
Define Measure Improve
Control Analyze • Project Scope • Project Charter • Business Impact • Process Map • Data Collection • Control Charts • Multivari Analysis • Cause Effect • Brainstorming Creativity tools • Design of • Statistical Process Control (SPC) • Standard Operating Six Sigma DMAIC Process © 2008 InnoCentrix, LLC 13 • Business Impact • Voice of the Customer (VOC) • Affinity Diagram • Kano Model • CTQ Tree diagram • Control Charts • Pareto Charts • Prioritization Matrix • Measurement System Analysis • Process Capability • Yields (RTY) • Cause Effect Matrix • FMEA • Hypothesis testing • ANOVA • Noise Variables • Scatter plots • Design of Experiments • Design of Experiments (DOE) • Full Factorial • Fractional Factorial • Response Surface • Pilot Trials • Implementation Plan • Standard Operating procedures (SOP) • Data Collection sampling plans • Control Plans • Measurement Systems Analysis (recheck) • Project summary lessons learned
14.
All Work is
a Process Supplier Process Value-added Customer Requirements Requirements Inputs Output © 2008 InnoCentrix, LLC 14 Value-added tasks Feedback Feedback S. I. P. O. C.
15.
What is a
process? Controllable Inputs (X’s) Key Process Outputs (Y’s) Process © 2008 InnoCentrix, LLC 15 © 2008 InnoCentrix, LLC 15 (X’s) (Y’s) Noise Inputs Y = f (X)
16.
Process Capability Lower Specification Limit Upper Specification Limit Lower Specification Limit Upper Specification Limit © 2008
InnoCentrix, LLC 16 Lower Specification Limit Upper Specification Limit Capable Process Lower Specification Limit Upper Specification Limit This process is not capable
17.
Visualizing Process Capability 4 3 2 1 0 -1 -2 -3 -4 0.4 0.3 0.2 0.1 0.0 Lower Spec. Limit Upper Spec. Limit Cust.
Tolerance 8 6 4 2 0 -2 -4 -6 -8 0.4 0.3 0.2 0.1 0.0 Lower Spec Limit Upper Spec. Limit Cust. Tolerance © 2008 InnoCentrix, LLC 17 Cp=1 Cp=2 Process Capability Process Capability
18.
Process Drift Cp =
1.33 Cpk = 1.33 1.33 0.4 0.3 0.2 0.1 Lower Spec. Limit Upper Spec. Limit Cust. Tolerance © 2008 InnoCentrix, LLC 18 5.33 4.0 2.67 1.33 -1.33 -2.67 -4.0 -5.33 0 0.0 0 0.4 0.3 0.2 0.1 0.0 5.33 4.0 2.67 1.33 -1.33 -2.67 -4.0 -5.33 Lower Spec. Limit Upper Spec. Limit Cust. Tolerance Cp = 1.33 Cpk = 0.83 0.83
19.
Unstable Process • Mean
shifts present • Excess variation (σ changes) Time Fri Unstable Process LSL USL © 2008 InnoCentrix, LLC 19 changes) • Special causes of variation are present, • Process output is not stable over time and is not predictable Mon Tue Wed Thur
20.
Stable process: • Variation
reduced (lower σ) • Process is centered in spec window • Mean shifts reduced Stable Process Time LSL USL © 2008 InnoCentrix, LLC 20 © 2008 InnoCentrix, LLC 20 • Only common cause variation is present • Process output is stable/predictable • The process is termed “in statistical control.”
21.
History of Six
Sigma Originated at Motorola in the early 80’s Doesn’t use “Quality” in the name Uses a modification of the Deming Plan-Do- © 2008 InnoCentrix, LLC 21 Uses a modification of the Deming Plan-Do- Check-Act (PDCA) cycle Adopted widely in the 90’s by major corporations including AlliedSignal (now Honeywell), GE, Kodak, and a growing list.
22.
Six Sigma Strategy
Implementation is top-down. CEO driven with executive management and Champions (process owners) leading the initiative. Improvement projects must be integrated with the goals of the organization. Six Sigma uses a “divide and conquer” approach. Find © 2008 InnoCentrix, LLC 22 Six Sigma uses a “divide and conquer” approach. Find and work on the most important key customer related projects. Uses several levels of competency in Six Sigma implementation: Champions Master Black Belt Black Belt Green Belt
23.
Roles Responsibilities
Executive Team: Provide continuous support to drive for results. Sets strategic direction, identify core business process issues, prioritize Champion: © 2008 InnoCentrix, LLC 23 © 2008 InnoCentrix, LLC 23 Champion: Identifies high impact projects by combining the strategic vision of the executive team the key customer and process needs of the business. Facilitates successful project completion, coaches teams Master Black Belt: Highly skilled experienced in all aspects of Six Sigma Coach and mentor to Black Belts, works with Champion on project selection
24.
Roles Responsibilities
Black Belt: Project Leader Highly trained in Six Sigma methods and tools Influencer, team facilitator, project manager © 2008 InnoCentrix, LLC 24 © 2008 InnoCentrix, LLC 24 Influencer, team facilitator, project manager Green Belt: Project team member Trained in Six Sigma methods and tools
25.
Training for Six
Sigma Executives 8 hour Six Sigma overview and implementation roadmap development. Champion 30 hour course, overview of DMAIC, Tools overview Focus on developing project selection skills © 2008 InnoCentrix, LLC 25 © 2008 InnoCentrix, LLC 25 Black Belt 160 hours of classroom Required to have a project Class for 1 week (40 hours) and project work for 3-4 weeks Total of 4 months to train Green Belt 30-80 hours depending on training philosophy May or may not have to complete a project
26.
Projects Drive Six
Sigma Success Types of Six Sigma Projects Manufacturing Quality Improvement (origin of Six Sigma initiatives) Design for Six Sigma (DFSS) for product development Business process improvement (transactional Six Sigma) © 2008 InnoCentrix, LLC 26 © 2008 InnoCentrix, LLC 26 Some companies find much larger impact in transactional type projects: One company: $150-250K for manufacturing improvement projects $500K for transactional projects Process management methods rarely used for business process improvements Transactional Six Sigma is a Huge Opportunity
27.
Identifying Six Sigma
Projects Basic Project Criteria • Problem in key business activity • Large financial impact • Can measure and quantify performance Easy to Fix? yes Quick Hit © 2008 InnoCentrix, LLC 27 Solution Available? Easy to Fix? no yes no Quick Hit Other Initiative Six Sigma Project • Process focus • Analyze Y = f(x) • Reduce variation defects • Complex relationships
28.
Project Focus Projects
are chartered by Champions and business leaders Led by Black Belts Assisted by Green Belts © 2008 InnoCentrix, LLC 28 © 2008 InnoCentrix, LLC 28 Each experienced Black Belt can typically handle between 4-6 projects per year Typical financial impact is approximately $175,000 per project Experienced Black Belt can generate about $1M in savings per year
29.
Why adopt Six
Sigma? Concept has been around for 16 years, proven track record at big companies. Has shown the most endurance and return on investment of any improvement initiative. © 2008 InnoCentrix, LLC 29 Starting to be implemented in small and medium- sized corporations. Provides a comprehensive set of philosophies, tools, methods, and fundamental concepts leading to quantifiable business results. Involves the entire organization; from CEO, CFO, Champions, Black Belts, Green Belts, and workers.
30.
What are the
Challenges? Takes careful preparation and a commitment to fundamental change efforts required. Training – key for all levels in the organization It is not a quick fix nor a “one-size-fits-all” approach. © 2008 InnoCentrix, LLC 30 Implementation tends to be uneven and lapses occur frequently. Tendency to work on too many projects at once. Resource limitations are real! Need to manage expectations on payback time, typically takes 9-12 months from roll-out to start seeing quantifiable financial gains.
31.
What are the
Challenges Not everything has to be Six Sigma; this was the downfall of reengineering efforts! Choose your projects carefully. Statistical analysis is not generally part of the engineering discipline in most companies. © 2008 InnoCentrix, LLC 31 engineering discipline in most companies. Determine the role of DFSS and transactional Six Sigma in your organization Needs to focus on people issues and change management People must not fear giving “bad news” and continually require data-driven decision making.
32.
What are the
Rewards Increased value to the customers and shareholders. Improved reliability and predictability of products and services. © 2008 InnoCentrix, LLC 32 and services. Significant reduction in defects. Institutionalization of a “process” mindset. Increased competitive advantage.
33.
Some Results… Motorola
– 10 years; $11 Billion Savings AlliedSignal - $1.5 Billion estimated savings General Electric – started efforts in 1995 1998: $1.2 Billion less $450 Million in costs… net © 2008 InnoCentrix, LLC 33 1998: $1.2 Billion less $450 Million in costs… net benefits = $750 Million 1999 Annual Report: more than $2 Billion net benefits 2001: 6,000 projects completed; $3 Billion in savings
34.
The Road to
Six Sigma © 2008 InnoCentrix, LLC 34 Usually has many twists and turns!
35.
Six Sigma Implementation Charter Implementation Team Develop Roadmap
Goals Train Execs Champions Develop Project Portfolio Implement BB GB Training Project Reviews Support © 2008 InnoCentrix, LLC 35 © 2008 InnoCentrix, LLC 35 • Appoint an implementation team leader • Use a multifunctional team to lead roll-out • Work with Execs Champions to develop a Six Sigma Roadmap • Establish quantifiable goals • Formulate an implementation plan • Develop a mechanism to coach black belts teams • Implement project review and metrics tracking mechanism
36.
Six Sigma Roadmap
Identify core processes key customers Define key customer drivers Voice of the Customer (VOC) Critical to Quality (CTQ’s) © 2008 InnoCentrix, LLC 36 © 2008 InnoCentrix, LLC 36 Measure and baseline current performance Prioritize, analyze, charter and kick-off key improvement projects Develop a diversified project portfolio (short and long term projects) Expand and integrate the Six Sigma system across the enterprise as experience grows
37.
Costs to Implement
Direct payroll (individuals dedicated full-time to Six Sigma) Indirect payroll (executives, champions, process owners, etc.) © 2008 InnoCentrix, LLC 37 © 2008 InnoCentrix, LLC 37 Training and consulting costs (Champion, black and green belt, implementation and project reviews) Improvement implementation costs (cost to implement solutions found in BB projects)
38.
Where Do You
Start? Business Transformation Full scale change initiative Strategic Improvement Address a strategic weakness © 2008 InnoCentrix, LLC 38 © 2008 InnoCentrix, LLC 38 Address a strategic weakness Used to build a core competency that is missing (such as VOC, or measurement systems) Problem Solving Most popular starting point Focus on key short-term and long-term improvement projects to get maximum impact
39.
What are your
core processes? Product Development Process Order fulfillment process Customer service process Support Processes © 2008 InnoCentrix, LLC 39 © 2008 InnoCentrix, LLC 39 Support Processes Finance Administration (HR, legal, etc.) Information technology
40.
Customer centric core
process Understand Product Development Process © 2008 InnoCentrix, LLC 40 © 2008 InnoCentrix, LLC 40 Understand Customer Needs Design Product Build Product Test Product Sell Product
41.
Customer centric core
process Develop Order Fulfillment Process © 2008 InnoCentrix, LLC 41 © 2008 InnoCentrix, LLC 41 Develop Customer Relationship Take Order Build Product Service Product Bill Customer
42.
Six Sigma Summary
Disciplined Systematic Approach Process orientation, drive for variation reduction Focus on quantitative methods and tools Focus on control to hold the gains Uses a new metric for defects (sigma, DPMO, ppm) © 2008 InnoCentrix, LLC 42 © 2008 InnoCentrix, LLC 42 Uses a new metric for defects (sigma, DPMO, ppm) Results oriented management leadership, using data-driven decision making Significant training organizational learning
43.
Six Sigma Summary
Success happens “one project at a time” Good project selection leads to large financial impact Implementation is hard work, not magic. Expect © 2008 InnoCentrix, LLC 43 © 2008 InnoCentrix, LLC 43 Implementation is hard work, not magic. Expect bumps in the road, stay the course, results will happen Six Sigma is “A journey not a destination”
44.
InnoCentrix, LLC Jeffrey Gotro,
Ph.D. © 2008 InnoCentrix, LLC 44 © 2008 InnoCentrix, LLC 44 Jeffrey Gotro, Ph.D. 949-635-6916 www.innocentrix.com info@innocentrix.com
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