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Unit 1
Introduction to Six Sigma
Dr. Yasser Yakout
1
Unit 1 Outline
• Chapter 1: What is Six Sigma
• Chapter 2: Six Sigma History and Application
• Chapter 3: Other Process Improvement and
Quality Methods
• Chapter 4: Lean Concepts (Covered in Lean
Production Simplified) Next Meeting
• Chapter 5: Basic Six Sigma Concepts
• Chapter 6: Approaching the Problem
2
Chapter 1
What is Six Sigma?
3
What is Six Sigma?
• 6 𝜎 is both a methodology for process
improvement and a statistical concept that seeks
to define the variation inherent in any process
• Variation in a process leads to opportunities for
error
• opportunities for error then lead to risks for
product defects
• Product defects lead to poor customer
satisfaction
4
Ultimate Goals of Six Sigma?
• Reduce variation and opportunities for error
• Six Sigma method ultimately reduces process
costs and increases customer satisfaction
5
Chapter 1 Outline
• Data Driven Processes and Decisions
• Decision Making without Six Sigma
• Decision Making with Six Sigma
• Defining 6 Sigma
• Six Sigma Examples
• Six Sigma Calculation
• Six Sigma Principles
• Challenges of Six Sigma
6
Data Driven Processes and Decision
• In applying Six Sigma, organizations, teams, and project managers
seek to implement strategies that are based on measurement and
metrics.
• Many business leaders made decisions based on intuition or
experience.
• Six Sigma doesn’t remove the need for experienced leadership, and
it doesn’t negate the importance of intuition in any process.
• Six Sigma works with other skills, experience, and knowledge to
provide a statistical foundation for decision making.
• Experience might say a process isn’t working; statistics prove that
to be true.
• Intuition might guide a project manager to believe a certain change
could improve output; Six Sigma tools help organizations validate
those assumptions.
7
Decision Making without Six Sigma
• Beta testing for an idea or any change is a common approach
• The idea or change in question goes through rigorous analysis and
data testing first.
• Disadvantage of launching ideas into beta or to an entire
population without going through a Six Sigma methodology is that
organizations can experience unintended consequences from
changes.
• Spend money on ideas that don’t end up working out as planned,
and impact customer perceptions through trial-and-error periods
with opportunities for error.
• Organizations that don’t rely on data make improvements without
first understanding the true gain or loss associated with the change.
8
Decision Making with Six Sigma
• Six Sigma method lets organizations identify
problems, validate assumptions, brainstorm
solutions, and plan for implementation to avoid
unintended consequences.
• Applying tools such as statistical analysis and
process mapping to problems and solutions,
Teams can visualize and predict outcomes with a
high-level of accuracy, letting leadership make
decisions with less financial risk.
9
Defining Six Sigma
• 6 Sigma is a statistical representation for what
many experts call a “perfect” process.
• In a Six Sigma process, there are only 3.4 defects
per million opportunities. In percentages, that
means 99.99966 percent of the products from a
Six Sigma process are without defect.
• At just one sigma level below 5 Sigma, or 99.97
percent accuracy, processes experience 233
errors per million opportunities. In simpler terms,
there are going to be many more unsatisfied
customers
10
Example: Amazon Order
Cost of Amazon Order Errors, 5 Sigma
Total Orders Errors
Average Cost per
Error
Total Cost of
Errors
36.8 million 8574.4 $35 $300,104.00
Cost of Amazon Order Errors, 6 Sigma
Total Orders Errors
Average Cost per
Error
Total Cost of
Errors
36.8 million 125.12 $35 $4,379.20
11
Example: Amazon Order (Cont.)
Sigma Level
Defects per Million
Opportunities
Estimated Cyber
Monday Defects
Total Cost (at $35
estimate per error)
One Sigma 690,000 25,392,000 $888,720,000
Two Sigma 308,000 11,334,400 $396,704,000
Three Sigma 66,800 2,458,240 $86,038,400
Four Sigma 6,200 228,160 $7,985,600
Five Sigma 233 8,574.4 $300,104
Six Sigma 3.4 125.12 $4,379
12
Six Sigma Calculation
• Organizations and teams can calculate the
sigma level of a product or process using the
equation below
𝑁𝑜. 𝑜𝑓 𝑂𝑝𝑝𝑜𝑟𝑡𝑢𝑛𝑖𝑡𝑖𝑒𝑠 − 𝑁𝑜. 𝑜𝑓 𝐸𝑟𝑟𝑜𝑟𝑠
𝑁𝑜. 𝑜𝑓 𝑂𝑝𝑝𝑜𝑟𝑡𝑢𝑛𝑖𝑡𝑖𝑒𝑠
× 100 = 𝑌𝑒𝑖𝑙𝑑
13
Example Calculating Sigma Level
• Consider a process in a marketing department that distributes letters
to customers.
• The process inserts 30,000 letters in preaddressed envelopes each day.
• In each business week, the process outputs 150,000 letters
• The marketing department received complaints that people are receiving
letters in envelopes that are addressed to them, but the letters inside are
addressed to or relevant to someone else.
• The marketing department randomly selects 1,000 letters from the next
week’s batch and finds that 5 of them have errors.
• Applying that to the total amount, they estimate that as many as 750
letters could have errors. (Sampling and extrapolation)
• The letter process has 150,000 opportunities for error each week and
an estimated 750 defects.
•
((150,000 – 750) / 150,000) * 100 = a yield of 99.5
14
Example (Cont.)
• A yield of 99.5 in the Sigma table indicates
the letter process is currently between 4 and
4.1 sigma
Yield % DPMO Sigma Level
99.7450 2,550 4.3
99.6540 3,460 4.2
99.5340 4,550 4.1
99.3790 6,210 4.0
99.1810 8,190 3.9
15
Another Example
Process Performance Metric(s) Current
Sigma Level
Attaching a decorative
element to food item
Decorative touch is
centered on food product
and stable so it won’t fall
off in transit
2.2
Packing product
Product is sealed for
Freshness
3.1
Shipping of product
Product reaches the right
customer in a timely
manner
4.3
16
Common Six Sigma Principles
• Customer-Focused Improvement (VOC)
• Value Streams (VSM)
• Continuous Process Improvement
• Variation
• Removing Waste
• Equipping People
• Controlling the Process
17
in product
Customer-Focused Improvement
A primary principle of Six Sigma methodology is a focus on the
customer
• VOC focus on what the customer really wants from the product or
process
• Understanding of the customer and customer desires not only lets
businesses customize product offerings and services, but it also lets
organizations
Prioritize product development to meet current needs
Offer additional features customers want and are willing to pay for
Develop new ideas based on customer feedback
Understand changing trends in the market
Identify areas of concern
Prioritize work on how customers perceive various problems or issues
Test solutions and ideas before investing time and money in them
18
Critical to
Quality (CTQ)
Critical to
Process (CTP)
VOB
VOC
Value Streams
• Value Streams is the sequence of all items,
events, and people required to produce an
end result.
• The purpose for determining a value stream
for a process is that you can identify areas of
concern, waste, and improvement
• Use pictorial representation from upstream to
downstream to be able to identify waste
19
Example: Value Stream for Hot Dog
• A hot dog supplier
• A bun supplier
• A ketchup supplier
• Hotdogs
• Buns
• Ketchup
• A cooking procedure for
the hot dog
• A pot
• Tongs
• Someone to do the
cooking
• A plate
• Someone to put the
hotdog in the bun
• Someone to put the
ketchup on the hotdog
• Someone to put the
completed hotdog into a
plate
• Someone to serve the
hotdog into another
20
Continuous Process Improvement
• Six Sigma method is a continuous process improvement
• An organization adopts a Six Sigma methodology never stops
improving
• It identifies and prioritizes areas of opportunity on a continuous basis
• Once one area is improved upon, the organization moves on to
improving another area
• If a process is improved from 4 Sigma to 4.4 Sigma, the organization
considers ways to move the sigma level up further.
• The goal is to move closer to the “perfect” level of 99.99966 accuracy
for all processes
• But maintaining other goals and requirements, such as financial
stability, as quickly as possible
21
Variation Concept
• One way to improve a process is to reduce variation
• Every process contains inherent variation
• Example: A call center with 20 agents
• variation will exist in each phone call even if the calls
are scripted. Inflection, accents, environmental
concerns, and caller moods are just some things that
lead to variation in this circumstance
• By providing agents with a script or suggested
comments for common scenarios, the call center
reduces variation to some degree
22
Removing Waste
• Remember the hotdog example for value streams?
• Question: do four different people act to place the hotdog in the
bun, put the ketchup on the hotdog, plate the hotdog, and serve it?
• If so, does the process take more time because the product must
be transferred between four people?
• Would it be faster to have one person perform all those actions?
• If so, then we’ve identified some waste in the process—in this
case, waste of conveyance.
•
• Removing waste items, actions, or people that are unnecessary
to the outcome of a process, reduces processing time,
opportunities for errors, and overall costs.
23
Equipping People
• Implementing improved processes is a temporary measure unless
organizations equip their employees working with processes to monitor and
maintain improvements.
• In most organizations, process improvement includes two approaches:
• First, a process improvement team comprised of project management, methodology
experts, and subject- matter experts define, plan, and implement an improvement.
• That team then equips the employees who work directly with the process daily to
control and manage the process in its improved state
24
Controlling the Process
• Six Sigma improvements address processes that are
out of control.
• Out of control processes meet specific statistical
requirements.
• The goal of improvement is to bring a process back
within a state of statistical control.
• After improvements are implemented, measurements,
statistics, and other Six Sigma tools are used to ensure
the process remains in control.
• Part of any continuous improvement process is
ensuring such controls are put in place.
25
Challenges of Six Sigma
Some obstacles and challenges include
• lack of support
• Resources, or knowledge
• Poor execution of projects
• Inconsistent access to valid statistical data
• Concerns about using the methodology in new
industries
26
Lack of Leaders Support
• Six Sigma requires support and buy-in at
all levels of an organization
• Leaders and Executives must back initiatives
with resources and financial support
• Subject-matter experts must be open to
sharing information about their processes
• Barriers include Leaders do not have
knowledge of Six Sigma processes and Staff
are afraid of a change
27
Resources or Staff Knowledge
• Lack of resources can be a challenge to Six Sigma
initiatives
• Lack of knowledge about how to use and implement Six
Sigma is one of the first issues small- and mid-sized
companies face
• Smaller businesses can’t afford to hire dedicated
resources to handle continuous process improvement
• Availability of resources and Six Sigma training makes
possible for organizations to use some of the tools
without an expert, or
• Send in-house staff to be certified in Six Sigma
28
Poor Execution of Projects
• Companies implementing Six Sigma for the first
time, often turn away from the methodology if
the first project or improvement falls flat
• Avoid poor project performance by taking
extreme care to execute every phase of the
project correctly
• Choosing low-risk, high-reward improvements
• Long-term implementation and commitment
is vital in Six Sigma
29
Access to Valid Statistical Data
Gaining access to consistent and accurate data is difficult.
Data challenges include:
• Important process metric is not being captured
• The use of manual data processes
• Automated data processes create scope challenges
• Lengthy times between raw data capture and access
• Industry or company compliance rules that make it
difficult to gain access to necessary data
30
Concerns Using SS in New Industry
• Six Sigma originated in the manufacturing
industry
• Many concepts and tools are still taught in
the context of a factory or industrial
environment
• Organizations believe it is difficult to
implement Six Sigma methods in other
industries
• Six Sigma can be customized to any industry
31

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Chapter 1 What is Six Sigma (OK) for MBA Students

  • 1. Unit 1 Introduction to Six Sigma Dr. Yasser Yakout 1
  • 2. Unit 1 Outline • Chapter 1: What is Six Sigma • Chapter 2: Six Sigma History and Application • Chapter 3: Other Process Improvement and Quality Methods • Chapter 4: Lean Concepts (Covered in Lean Production Simplified) Next Meeting • Chapter 5: Basic Six Sigma Concepts • Chapter 6: Approaching the Problem 2
  • 3. Chapter 1 What is Six Sigma? 3
  • 4. What is Six Sigma? • 6 𝜎 is both a methodology for process improvement and a statistical concept that seeks to define the variation inherent in any process • Variation in a process leads to opportunities for error • opportunities for error then lead to risks for product defects • Product defects lead to poor customer satisfaction 4
  • 5. Ultimate Goals of Six Sigma? • Reduce variation and opportunities for error • Six Sigma method ultimately reduces process costs and increases customer satisfaction 5
  • 6. Chapter 1 Outline • Data Driven Processes and Decisions • Decision Making without Six Sigma • Decision Making with Six Sigma • Defining 6 Sigma • Six Sigma Examples • Six Sigma Calculation • Six Sigma Principles • Challenges of Six Sigma 6
  • 7. Data Driven Processes and Decision • In applying Six Sigma, organizations, teams, and project managers seek to implement strategies that are based on measurement and metrics. • Many business leaders made decisions based on intuition or experience. • Six Sigma doesn’t remove the need for experienced leadership, and it doesn’t negate the importance of intuition in any process. • Six Sigma works with other skills, experience, and knowledge to provide a statistical foundation for decision making. • Experience might say a process isn’t working; statistics prove that to be true. • Intuition might guide a project manager to believe a certain change could improve output; Six Sigma tools help organizations validate those assumptions. 7
  • 8. Decision Making without Six Sigma • Beta testing for an idea or any change is a common approach • The idea or change in question goes through rigorous analysis and data testing first. • Disadvantage of launching ideas into beta or to an entire population without going through a Six Sigma methodology is that organizations can experience unintended consequences from changes. • Spend money on ideas that don’t end up working out as planned, and impact customer perceptions through trial-and-error periods with opportunities for error. • Organizations that don’t rely on data make improvements without first understanding the true gain or loss associated with the change. 8
  • 9. Decision Making with Six Sigma • Six Sigma method lets organizations identify problems, validate assumptions, brainstorm solutions, and plan for implementation to avoid unintended consequences. • Applying tools such as statistical analysis and process mapping to problems and solutions, Teams can visualize and predict outcomes with a high-level of accuracy, letting leadership make decisions with less financial risk. 9
  • 10. Defining Six Sigma • 6 Sigma is a statistical representation for what many experts call a “perfect” process. • In a Six Sigma process, there are only 3.4 defects per million opportunities. In percentages, that means 99.99966 percent of the products from a Six Sigma process are without defect. • At just one sigma level below 5 Sigma, or 99.97 percent accuracy, processes experience 233 errors per million opportunities. In simpler terms, there are going to be many more unsatisfied customers 10
  • 11. Example: Amazon Order Cost of Amazon Order Errors, 5 Sigma Total Orders Errors Average Cost per Error Total Cost of Errors 36.8 million 8574.4 $35 $300,104.00 Cost of Amazon Order Errors, 6 Sigma Total Orders Errors Average Cost per Error Total Cost of Errors 36.8 million 125.12 $35 $4,379.20 11
  • 12. Example: Amazon Order (Cont.) Sigma Level Defects per Million Opportunities Estimated Cyber Monday Defects Total Cost (at $35 estimate per error) One Sigma 690,000 25,392,000 $888,720,000 Two Sigma 308,000 11,334,400 $396,704,000 Three Sigma 66,800 2,458,240 $86,038,400 Four Sigma 6,200 228,160 $7,985,600 Five Sigma 233 8,574.4 $300,104 Six Sigma 3.4 125.12 $4,379 12
  • 13. Six Sigma Calculation • Organizations and teams can calculate the sigma level of a product or process using the equation below 𝑁𝑜. 𝑜𝑓 𝑂𝑝𝑝𝑜𝑟𝑡𝑢𝑛𝑖𝑡𝑖𝑒𝑠 − 𝑁𝑜. 𝑜𝑓 𝐸𝑟𝑟𝑜𝑟𝑠 𝑁𝑜. 𝑜𝑓 𝑂𝑝𝑝𝑜𝑟𝑡𝑢𝑛𝑖𝑡𝑖𝑒𝑠 × 100 = 𝑌𝑒𝑖𝑙𝑑 13
  • 14. Example Calculating Sigma Level • Consider a process in a marketing department that distributes letters to customers. • The process inserts 30,000 letters in preaddressed envelopes each day. • In each business week, the process outputs 150,000 letters • The marketing department received complaints that people are receiving letters in envelopes that are addressed to them, but the letters inside are addressed to or relevant to someone else. • The marketing department randomly selects 1,000 letters from the next week’s batch and finds that 5 of them have errors. • Applying that to the total amount, they estimate that as many as 750 letters could have errors. (Sampling and extrapolation) • The letter process has 150,000 opportunities for error each week and an estimated 750 defects. • ((150,000 – 750) / 150,000) * 100 = a yield of 99.5 14
  • 15. Example (Cont.) • A yield of 99.5 in the Sigma table indicates the letter process is currently between 4 and 4.1 sigma Yield % DPMO Sigma Level 99.7450 2,550 4.3 99.6540 3,460 4.2 99.5340 4,550 4.1 99.3790 6,210 4.0 99.1810 8,190 3.9 15
  • 16. Another Example Process Performance Metric(s) Current Sigma Level Attaching a decorative element to food item Decorative touch is centered on food product and stable so it won’t fall off in transit 2.2 Packing product Product is sealed for Freshness 3.1 Shipping of product Product reaches the right customer in a timely manner 4.3 16
  • 17. Common Six Sigma Principles • Customer-Focused Improvement (VOC) • Value Streams (VSM) • Continuous Process Improvement • Variation • Removing Waste • Equipping People • Controlling the Process 17 in product
  • 18. Customer-Focused Improvement A primary principle of Six Sigma methodology is a focus on the customer • VOC focus on what the customer really wants from the product or process • Understanding of the customer and customer desires not only lets businesses customize product offerings and services, but it also lets organizations Prioritize product development to meet current needs Offer additional features customers want and are willing to pay for Develop new ideas based on customer feedback Understand changing trends in the market Identify areas of concern Prioritize work on how customers perceive various problems or issues Test solutions and ideas before investing time and money in them 18 Critical to Quality (CTQ) Critical to Process (CTP) VOB VOC
  • 19. Value Streams • Value Streams is the sequence of all items, events, and people required to produce an end result. • The purpose for determining a value stream for a process is that you can identify areas of concern, waste, and improvement • Use pictorial representation from upstream to downstream to be able to identify waste 19
  • 20. Example: Value Stream for Hot Dog • A hot dog supplier • A bun supplier • A ketchup supplier • Hotdogs • Buns • Ketchup • A cooking procedure for the hot dog • A pot • Tongs • Someone to do the cooking • A plate • Someone to put the hotdog in the bun • Someone to put the ketchup on the hotdog • Someone to put the completed hotdog into a plate • Someone to serve the hotdog into another 20
  • 21. Continuous Process Improvement • Six Sigma method is a continuous process improvement • An organization adopts a Six Sigma methodology never stops improving • It identifies and prioritizes areas of opportunity on a continuous basis • Once one area is improved upon, the organization moves on to improving another area • If a process is improved from 4 Sigma to 4.4 Sigma, the organization considers ways to move the sigma level up further. • The goal is to move closer to the “perfect” level of 99.99966 accuracy for all processes • But maintaining other goals and requirements, such as financial stability, as quickly as possible 21
  • 22. Variation Concept • One way to improve a process is to reduce variation • Every process contains inherent variation • Example: A call center with 20 agents • variation will exist in each phone call even if the calls are scripted. Inflection, accents, environmental concerns, and caller moods are just some things that lead to variation in this circumstance • By providing agents with a script or suggested comments for common scenarios, the call center reduces variation to some degree 22
  • 23. Removing Waste • Remember the hotdog example for value streams? • Question: do four different people act to place the hotdog in the bun, put the ketchup on the hotdog, plate the hotdog, and serve it? • If so, does the process take more time because the product must be transferred between four people? • Would it be faster to have one person perform all those actions? • If so, then we’ve identified some waste in the process—in this case, waste of conveyance. • • Removing waste items, actions, or people that are unnecessary to the outcome of a process, reduces processing time, opportunities for errors, and overall costs. 23
  • 24. Equipping People • Implementing improved processes is a temporary measure unless organizations equip their employees working with processes to monitor and maintain improvements. • In most organizations, process improvement includes two approaches: • First, a process improvement team comprised of project management, methodology experts, and subject- matter experts define, plan, and implement an improvement. • That team then equips the employees who work directly with the process daily to control and manage the process in its improved state 24
  • 25. Controlling the Process • Six Sigma improvements address processes that are out of control. • Out of control processes meet specific statistical requirements. • The goal of improvement is to bring a process back within a state of statistical control. • After improvements are implemented, measurements, statistics, and other Six Sigma tools are used to ensure the process remains in control. • Part of any continuous improvement process is ensuring such controls are put in place. 25
  • 26. Challenges of Six Sigma Some obstacles and challenges include • lack of support • Resources, or knowledge • Poor execution of projects • Inconsistent access to valid statistical data • Concerns about using the methodology in new industries 26
  • 27. Lack of Leaders Support • Six Sigma requires support and buy-in at all levels of an organization • Leaders and Executives must back initiatives with resources and financial support • Subject-matter experts must be open to sharing information about their processes • Barriers include Leaders do not have knowledge of Six Sigma processes and Staff are afraid of a change 27
  • 28. Resources or Staff Knowledge • Lack of resources can be a challenge to Six Sigma initiatives • Lack of knowledge about how to use and implement Six Sigma is one of the first issues small- and mid-sized companies face • Smaller businesses can’t afford to hire dedicated resources to handle continuous process improvement • Availability of resources and Six Sigma training makes possible for organizations to use some of the tools without an expert, or • Send in-house staff to be certified in Six Sigma 28
  • 29. Poor Execution of Projects • Companies implementing Six Sigma for the first time, often turn away from the methodology if the first project or improvement falls flat • Avoid poor project performance by taking extreme care to execute every phase of the project correctly • Choosing low-risk, high-reward improvements • Long-term implementation and commitment is vital in Six Sigma 29
  • 30. Access to Valid Statistical Data Gaining access to consistent and accurate data is difficult. Data challenges include: • Important process metric is not being captured • The use of manual data processes • Automated data processes create scope challenges • Lengthy times between raw data capture and access • Industry or company compliance rules that make it difficult to gain access to necessary data 30
  • 31. Concerns Using SS in New Industry • Six Sigma originated in the manufacturing industry • Many concepts and tools are still taught in the context of a factory or industrial environment • Organizations believe it is difficult to implement Six Sigma methods in other industries • Six Sigma can be customized to any industry 31