Lean Six Sigma Greenbelt

Link to PDF

Link to Excel Docs

Glossary

Abbreviation Term
LSS Lean Six Sigma
VOC Voice of Customer
PDCA Plan->Do->Check->Act
DMAIC Define->Measure->Analyze->Improve->Control
VOC Voice of the Customer
SIPOC Suppliers, Inputs, Process, Outputs, Customers

Six Sigma Overview

Process spread

Pursuit of Perfect Quality

Pragmatic Business Initiative

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USL = stands for Upper Specification Limit
LSL = Lower Specification Limit

Six Sigma, you want to get your average to 3.4 defective parts per million

Distributions

We don't have to have a normal distribution
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Why do we have to set the bar so high?

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Say you have 14 operations with 99% yield for each operation...you end up with 86.9%

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This is known as cumulative yield, end-to-end yield, and rolled throughput yield

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56.4%

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We can count defects instead of defective parts

Defects present opportunities
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DPMO = Defects per million opporotunity

DPMO is more process focused

Example. 5 defects per part...reduced to 3 defects per part. Customer does not see a change, but you know you've made an appointment

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GE shifted to Six Sigma Projects in the 90's

Leaders and Champions define KPI's
A "balanced scorecard" including but not limited to $measures

KPI's drive a prioritization process
Prioritization tells us which projects should be first in line

"Black or green belts" lead the teams
"Champions" provide resources

Champions:

Greenbelt vs Blackbelt

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Prerequisites & roles Green Black
Experience in process improvement x x
Strong teamwork, leadership, and people skills x x
Basic Excel skills x x
Receive training in basic statistical concepts and methods x x
Lead project teams x x
Provide technical support to project teams x x
Prior experience with statistical methods x
Able to learn and use statistical software x
Receive training in advanced statistical concepts and methods x
Assist Champions in project identification and prioritization x

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Lean is focused on time waste, Six Sigma is more focused on cost.

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4 Relation of LSS to Other Initiatives

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What are the things we're tracking on a monthly basis?

Deploying LSS Projects

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Role Define KPIs Identify candidate projects Prioritize candidate projects Champion projects Lead projects
Top Mgmt (Corporate level)
Champions
Black Belts
Green Belts (LSS Project)

Too many projects in process is inefficient. Takes too long to get projects done, takes too long to accrue benefits

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It's best to give each belt one project at a time because it gives people a manageable workload, reduces lead time, and accelerates accrual of benefits

Continuous Improvement Cycles

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LSS and the Fire Model

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LSS Project Roadmap

PDCA

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LSS follows a plan->do->check->act cycle

Step Definition
Plan Define the problem to be solved, collect and analyize data on the current state, identified possible causes of the problem
Do Identify possible solutions, select the most likely, pilot the solution
Check Analyze the results to see if the problem is solved
Act If the solution is successful, implement it. If the solution is not successful, repeat the cycle
Note

PDCA is the oldest improvement cycle for manufacturing, business, and service processes and has been around for more than 80 years.

DMAIC

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DMAIC has more "teeth" than PDCA
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Common DMAIC Complications

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The Lean Six Sigma Roadmap

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Strengths of LSS Projects

Characteristics of LSS Projects

Examples of LSS Projects

Project Probability that LEAN solutions will apply
Reduce Injection Molding Defects LOW
Reduce Injection Molding Setup Time HIGH
Reduce Oxidation Layer on Ti Castings LOW
Reduce Unplanned Downtime MEDIUM
Reduce Request for Quote turnaround time HIGH
Reduce Repair Shop Turnaround Time HIGH
Reduce the cost of belt grinding LOW

Other Types of Projects (NON LSS)

Examples of non-LSS projects

Exercise 6.1 Classify these Projects as LSS or Non-LSS

Project LSS Other
Implement the New ERP system we have decided to use x
Reduce errors in processing purchase requisitions x
Reduce wave solder defects x
Open a new branch office in the next town x
Reduce billing lead time x
Install a web-based ordering system x
Reduce non-manufacturing time from order to sell x
Eliminate the cracking of molded housings x
Reduce installation and warranty costs x
Increase the percentage of quotes that produce a PO x

Identifying Candidate Projects

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Where do Candidate Projects Come From?

Capturing VOC Data

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VOC Survey Method

Ask two questions for each customer requirement

  1. What is the importance of this requirement?
  2. What is your level of satisfaction with our performance relative to this requirement
Example

  1. How important is it to you that we deliver or projects within one day of your requested delivery date
  2. What is your level of satisfaction with our delivery performance relative to your requested delivery date

Perceptual Map based on VOC data

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Often your customers are happy, but at a huge expense to your business. Voice of the customer doesn't always tell you something useful

Cost of Waste Analysis
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Includes:

Apparent cost of poor quality
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Hidden Factory

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Rework loops create a "hidden factory"
No projects on hidden factory

Parts of the hidden factory

Cost of waste analysis

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Costs of poor transactional quality

The Hidden Office

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Other costs of waste (from lean playbook)

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Question

The current practice of a central pharmacy in a hospital is to prepare all IV
piggybacks and syringes for each day at 7:00 am. Every day, some of this
medication is wasted because patients are discharged, transferred, or have their
medication orders changed. The anecdotal estimate of the annual cost of this waste is $100,000. Open Data Sets → hospital central pharmacy to use the “hidden factory” data given below and in the spread-sheet to get a better estimate of the annual cost of waste. (Assume 52 working weeks per year.)
B Suggest a way to reduce the cost of waste in this example.
What other costs or impacts can you think of that might be occurring due to this practice?
A. Annual waste is actually $1,950,260.00
B. Only prepare piggybacks and syringes for partial days, use an automated dispenser, note patients that are being discharged
C. Time ordering extra medication to cover waste, Time spent prepping unnecessary piggybacks and syringes, Inventory storage costs,

From class 8/15/25

Prioritizing Candidate Projects

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Qualitative description of a good improvement project

Examples of Project Feasibility Metrics

Sometimes people want to use cost of implementation or ease of implementation as feasibility metrics. The cost metric doesn't make sense for LSS projects because we don't know what the solution is going to be. The same can be said for the ease metric, if it refers to a solution

If on the other hand, the ease metric refers to the changeability of the in-scope workflow, then it is valid.

Measures of project impact: KPI's

An organization should use its key performance indicators to measure the probable impact of proposed improvement projects. KPIs are often established during a strategic planning process.

If your organization has a balanced scorecard, it has already taken a step towards understanding what its KPISs are. If a KPI in a balanced scorecard is defined too broadly, it will need to be broken down further to be useful in project prioritization. An example would be breaking "customer satisfaction" into separate KPIs for quality, delivery, and service.

KPIs should be define before they are used to prioritize projects. This helps people distinguish between the KPIs and the projects themselves, which in turn helps in scoping projects appropriately. For example, "reduce scrap and rework" is too broad for a project scope. A better project scope would be something like "reduce scrap and rework for product XYZ".

KPI's are supposed to reflect the priorities of the organization. As such, they should change when these priorities change, and only then.

Instructions for Prioritizing Projects

  1. Open Student Files -> Blank C&E matrix - impact & feasibility.
  2. In the Metrics sheet, change Impact Metrics to KPIs
  3. List your KPIs and relative weights
  4. List your feasibility metrics and relative weights
  5. Go to the Impact Ratings sheet, change Items to be ranked to Projects
  6. List the candidate projects you wish to rank
  7. Rate each project for degree of positive impact on each KPI (by H, M, L)

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We want the upper right quadrant for projects that we choose

Chartering LSS PRojects

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Elements of a project charter

Purpose of the charter

The charter must evolve with the project

Problem Statement
Problem statement guidelines
Example

In 2024 there were 15 industrial accidents site wide. Previously, the annual average was 2.5 with at most 7 in a given year. This new level represents a significant decline in employee safety. If it continues, we will see a $200,000 increase in annual costs, and substantially decreased productivity.

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- Problem Statement 1

As our business has grown over the years, our tool development process has become a major problem. The primary customer complaint is that our order-to-sell time is too long. This is caused primarily by large numbers of tool rework cycles. Over the past year, the number of reworks per tool ranged from 0 to 18. The order-to-sell time ranged from 3 to 57 days. The rework cost per tool ranged from 0 to $32,400. We cannot compete on price with our Chinese competitors, so our only hope is to compete on quality and lead time.
A secondary problem is that many of the tools released to manufacturing from the current testing process require slow line speeds and high material weight.

- Problem Statement 2

“Alpha case” is an oxidation layer commonly found on titanium castings in the as-cast condition. It must be removed by chemical milling. Alpha case is measured by chemical analysis of coupons taken from the castings. The upper specification limit for O2 is 200 PPM. Over the past six months, post-milling O2 levels on large titanium castings have gradually trended upward. It has become common practice to send castings back for one or more extra chemical mills to bring the O2 below 200. Each extra cycle reduces our profit margin by $TBD and adds TBD days to the lead time.
In the past two months, repeated chemical milling has failed to solve the O2 problem for increasing numbers of castings. Instead, these castings are scrapped for dimensional nonconformance. This has resulted in scrap costs of about $400,000 per week, and has severely hindered our ability to meet delivery schedules.

Exercise

a. Write a problem statement for the project you and your team currently have in mind. Leave blanks for metrics, as needed
Write a critique of the problem statement you receive from another team
revise your problem statement in light of the other team's comment

Problem Statement

After completion of the 110 Segment 2 process, the rate of gyro misalignment failures increased from 0% during Segment 2 to approximately 10% during Segment 3. This misalignment occurs consistently during verification testing, requiring rework of affected units. The resulting lower yield and rework time are causing shipment delays for Customer D and risk customer dissatisfaction.

Goal Statements

Project Scope

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2 Dimensions:

Constraints

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Example project assumptions

Project Metrics

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Categories of Project Metrics

The three main categories of project metrics are:

If your primary metric is Secondary metrics to consider are
Quality (defects, scrap, rework, etc) Delivery and Cost
Delivery (time to complete, on-time, delivery, etc.) Quality and Cost
Cost Quality and Delivery

Examples of project Metrics

Statistic Data needed to calculate statistic
Avg number of reworks numbers of reworks for n tools
avg order time to sell order to sell times for N tools
PO hit rate PO (yes or no) for N quotes
%TAT > 3 TAT >3 for N quotes
Avg. TAT Turnaround times for N quotes
%O2 > 200 O2 >200(yes or no) for N castings after first chem mill
Avg. O2 O2 levels for N castings after first chem mill

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Project metrics MUST BE linked to KPIs

Exercise

Define the primary metric for the project you currently have in mind. Describe the data that will be needed to calculate it and give the formula by which it will be calculated

Metric:

Data needed. Number of units tested, number of units failing

Exercise

Define secondary metrics for the project you currently have in mind. Describe the data that will be needed to calculate them, and give the formula by which it will be calculated

Average number of units delivered on time per PO