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289 Cards in this Set

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______, ________, _______, are defined as steps that are necessary / required to deliver a product / service to the customer/member. Module 2/38
Value added steps. Note: project should focus to eliminate/reduce non-value added activities to 1. improve performance, function, etc, 2. decrease cost (lower price), 3. deliver the product or service faster (lower cycle time).
What is cause & effect diagram? Module 2/39
Fishbone or Ishikawa diagram. Causes (sources of variation/variables. Effect (response or output variable). Partition the variables: C=Constant, N=Noise, Y=Experimental.
What is CNX? Module 2/40
1. C=Constant - control via mistake proofing & standard operating procedures (SOP). 2. N=Noise - SOP. 3. X=Experimental.
What is the Lean Six Sigma Philosophy? Module 2/46
- Best in class quality.
- Business profitability.
- Customer/Member value.
Providing a BETTER product/service FASTER, and at a LOWER COST then our competition.
_______, ________is the enemies of member satisfaction. Module 2/46
Variation & Waste.
Where does the COST OF POOR QUALITY (waste or muda (rubbish japanese) come from? Module 2/48
- Internal failure costs rework.
- external failure costs (customer received product with problems).
- Appraisal costs (6 sigma said to remove).
- Prevention Costs.
- Cost opportunity costs.
Module 2.48
What is FPY vs. RTY. Module 2/52.
- FPY=First Pass Yield.
- RTY=Rolled throughput yield.
Note: # of defect free applications. Module 2/52
Why are Lean Six Sigma projects important? Module 1/16
- Help learn and accelerate use of tools.
- Focused on knowledge.
- Linked to business goals, bottom line improvements.
- Customer satisfaction.
Is "X" input or output? Module 2/19
Input.
Note: Y - f(X) pronounced "Y is a function of X".
Is "Y" input or output? Module 2/19
Output.
Note: Y - f(X) pronounced "Y is a function of X".
What is UCL?
Upper Control Limit. If data includes 13, 15,16, & 20 then upper control is 20. Upper control limit is determined by the data.
What is LCL?
Lower Control Limit. If data includes 13, 15,16, & 20 then lower control is 13. Lower control limit is determined by the data.
What are some benefits of Lean Six Sigma to the organization? Module 1/3
- Expand knowledge.
- Decrease in defects & cycle time.
- Improved customer satisfaction.
- Business growth.
- Improved profitability.
- Improved communication & teamwork.
- Common set of tools & techniques.
______, _______ is a measure of process capability. Module 2/26
Sigma Capability
What is COW?
Cost of Waste.
Note: Measuring & understanding the cost of poor quality.
What is CTQ? Module 2/8
Critical to Quality.
Note: Outcomes that are measureable.
What is the rule of questions for gaining knowledge? Modules 1/24 - 1/28.
-Questions turn information into knowledge.
- Pull system (use only the tools needed to answer the questions
What is difference between variable & attribute data? Module 2/20
- Variable data is continuous (measurement data) such as; time, temperture, call volume, speed, etc).
- Attribute data records just the presence or absence of something such as; good/bad, pass/fail, yes/no, female/male.
What is IPO diagram? Module 2/7
IPO = Input, Process, Output. O's are measureable.
- Graphical representation of a process, showing the inputs & outputs....good communication tool.
Note: for test "DO PROCESS FIRST".
What are some things to do PRIOR to collecting data? Module 2/31
- Understand the customer requirements.
- Define the process.
- Minimize extraneous variation through PF/CE/CNX/SOP which is process flow / cause & effect/ constant, noise, experimental / standard operating procedures.

It the first line of defense against variation.
What are some metrics to describe quality for VARIABLE data? Module 2/28
- CP = Capability Index (Potential).
- CPK = Capability Index (Actual).
- Sigma Level.
Note: Cpk-A six sigma process will have a Cpk value of 1.5 or larger.
- CP-A six sigma process will have a Cp value of 2 or larger.
How many ERRORS allowed to be called a Six Sigma? Module 2/26
3.4 defects per million of opportunities.
Note: squeeze out all the varibility.
Specify ________in the eyes of the customer? Modules 2/3 - 2/4
Value. (Internal & External)
Note: Value is defined by the customer/member.
-Goal is to provide the customer/member defect-free products & services that are:
- what they want.
- when they want it.
- at the desired price.

Lean Six Sigma principles.
What are some of the key elements of Lean Six Sigma as a Business Strategy? Modules 1/11 - 1/12.
- Executive Ownership.
Leadership alignment.
- Infrastructure (leadership team roles & responsiblities).
- Champions.
- Masters.
- Black Belts.
- Green Belts.
What is a value stream? Module 2/5.
Is the entire set of activities performed to transform the products and services in what is reqired by the customer/member.
- Includes value added & non-value steps.
- Looks at both product flow and information flow.
For attribute (discrete) data which graph could you run? Module 5/23
Graph =
- Pareto.
- Runchart.
- Control Chart.
Metric / Measure =
- First Pass Yield (FPY).
- % "good" or "bad".
- Defects per million opportunities (DPMO).
- Sigma Capability.
For variable (numeric) data which graphs could you run? Module 5/23
Graphs =
- Histogram.
- Run Chart.
- Control Chart.
- Scatter Plot.
- Box Plot.
Metric, Measure =
- Mean, Standard Deviation.
- Defects per million (DPM).
- Sigma Level.
- Sigma Capabiltiy.
- Capaility Index (Potential) (Cp) and/or Capability Index (Actual) (Cpk).
Why are we here? Module 1/2
- Best in Class QUALITY.
- Business PROFITABILTY.
- Customer/Member VALUE.
Monitor Performance, Measure Success, & Plan for Holding the Gains is WHAT stage of DMAIC? Module 1/18
Control.
Make value flow at the _______ of the customer. Module 1/8
Pull.
Lean Six Sigma principles.
Identify the VALUE STREAM & eliminate _________ & _______. Module 1/8
Variable & Waste.

Lean Six Sigma principles.
What is Lean Six Sigma IMPACT ZONES or three legged stool? Module 1/9
- Member Value (Better, Faster, Lower Cost).
- Company Culture (Values, Leadership, The Way We Work).
- Process Capability (Tools & Methodology).
Describe the Lean Six Sigma Philosophy and Methodology? Modules 1/3 - 1/6
- Business profitability & customer/member value.
- Better, Faster, Lower Cost Products, and Services.
- Customer Satisfaction.
- Knowledge-Based using DMAIC & 14 Questions.
- 5 Key Principles.
What is LSL & USL? Module 2/24
Lower Spec Limit.
Upper Spec Limit.
May only have one of these.
Note: Determined by the customer.
What are the 5 elements of the Lean Six Sigma Roadmap? Module 1/17
DMAIC.
- Define.
- Measure.
- Anayze.
- Improve.
- Control.
What is the instructional approach we'll be using? Module 1/29.
KISS - Keep-It-Simple-Statistically. &
PPAR - Present, Pratice, Apply, Review).
What is knowledge based management (KBM)? Module 1/28
- Questions managers need to ANSWER.
- Questions managers need to ASK.
- Tool & Techniques to answer questions & improve the scorecard.
Involve, Align & _________. Module 1/8
Empower Employees.

Lean Six Sigma Principles.
_________ & _________ the enemies of Member Satisfaction. Module 2/3
Variation & Waste.

Lean Six Sigma Principles.
What is CODN? Module 1/16
Cost of Doing Nothing?
What is COPQ & give some examples? Module 1/16
Cost of Poor Quality. WASTE/MUDA.
Examples:
- Rework.
- Test Inspections.
- Lost Opportunity Cost, etc.
Continuously _______ & _______. Module 1/8
Improve & Gain Knowledge.

Lean Six Sigma Principles.
Define Team, Stakeholder, Voice of Customer (VOC) is what stage of DMAIC? Module 1/18
Define.
A ________ ________ used to ensure we satisfy customer requirements. Note: not value added to customer/member. Module 1/4
Test Inspection.
Define Project is what stage of DMAIC? Module 1/18
Define.
Improve the process Work Flow and Test & Confirm Solutions is what stage of DMAIC? Module 1/18
Improve.
Name some benefits of Lean Six Sigma in the organization. Module 1/3
- Remove wasteful/non-value added activities.
- Better, Faster, Lower Cost Products & Services.
- Customer Satisfaction.
- (ROI) Business Results.
What are some metrics to describe quality for ATTRIBUTE data? Module 2/20
- DPU = Defect Per Unit.
- DPMO = Defect Per Million Opportunties.
- Sigma Capability.
- First Pass Yield (FPY).
- Average FPY
- Rolled Throughput Yield (RTY).
Note:
- DPU = A measure of quality for discreate or attribute data.
- DPMO = A measure of quality for discreate or attribute data which is used for benchmarking purposes.

Six sigma process will have no more than 3.4 defects per million opportunities.
Understand current process (baseline) is what stage of DMAIC? Module 1/18
Measure.
What is QFD or HOQ? Module 4/1 & 4/8.
- QFD = Quality Function Deployment. OR
- HOQ = House of Quality.
Note: Tools to understand the customer.
- Questionnaires.
- Focus Groups.
- Interviews.
- Historical data.
- Expert Studies.
What things to keep in mind when reviewing your IPO/SIPOC diagram. Module 4/15
- Are all of the critical to customer outputs included.
- Have you ensured that the outputs are measureable.
- Have your considered measures related to better, faster, & lower cost.
- Have you indicated your primary project measure(s) of the IPO/SIPOC diagram.
What are some ways we hear the Voice of the Customer (VOC)? Module 4/8
- Market Studies.
- Customer/Member Research.
- Sales Calls.
- Unplanned contats with customer.
- Customer/Member phone conversations.
- Customer/Member Complaints.
What doe the AVERAGE & STANDARD DEVIATION measure?
- Average is the balance point of a distribution and is a measure of center.
- Standard deviation measures the spread of a distribution.
Whate is PF/CE/CNX/SOP? Module 2/1 & 2/40.
PF/CE/CNX/SOP
- PF = Process Flow.
- CE = Cause & Effect (diagram).
- CNX = Constant, Noise, Experimental.
SOP = Standard Operating Procedures.
Note: #1 tool for reducting variation...a must on all projects...you will fail to get good data without doing this.
What is Measure of Quality? Module 2/51
The yield of a paticular process or step is often used as a metric for accessing quality.
Remember to make goal statements ______, _______, ______, ________, ________. Module 3/13
SMART.
S = Specific.
M = Measurable.
A = Achievable.
R = Relevant.
T = Time Bound.
Key elements of project charter. Module 3/9
- Identification of impacted process area.
- Problem Statement.
- Goal Statement.
- Project Scope (in & out of scope.
- Project metrics.
- Benefits overview.
- Key customers Stakeholder/Team Members.
- Deliverbles.
Problem Statements should answer which questions? Module 3/1
- Who.
- What.
- When.
- Where.
- State magniture and/or impact.
- Address the What? (CODN)cost of doing nothing.
Why do you want to GO NORTH and then EAST for sigma. Module 2/59
Fewer steps cost less money and higher sigma level.
Summarizing the power of Lean Six Sigma. Module 2/66
- Provide COMMON MEASUREMENT and COMMON GOALS.
- Encourge a COMMON VISION shared by all.
- Promotes TEAMWORK.
- Combine ARESSIVE GOALS with a METHOD and a set of TOOLS.
- Requires the APPLICATION of TOOLS throughout ENTIRE LIFECYCLE of a product/service.
- Correlates IMPROVED CYCLE TIME, REDUCED, DEFECTS, and LOWER COSTS.

Note: Better Products & Services created FASTER at LOWER COST = ROI RETURN ON INVESTMENT.
In summary....Lean Six Sigma means _______ _______ _______ _______. Module 2/65
Keeping the Right Score.
A six sigma company will spend < ____ % of revenue on internal and external repair. Module 2/60
<1%
A 4 sigma company will spend >____% of revenue on internal and external repair. Module 2/60
>10%
What is median? Module 2/22
Middle.
x =
- middle value if n is odd.
- the average of the two middle values if n is even.
Note: data must be sorted from highest to lowest or lowest to highest value.
Specify value ___ ___ ___ ___. Module 2/3
in eyes of customer/member.

Goal is to provide the member defect free products & services that are:
- What they want.
- When they want it.
- At the desired price

Lean Six Sigma Principles.
What is mean or average? Module 2/22
Add up all variables and devide by the total number.
________ __________ is number of data points in a sample. Module 2/22
Sample Size.
________: Value which occurs most frequently. Module 2/22
Mode.
What is USL? Module 2/24
Upper Spec Limit.

Determined by the customer.
Make value ______ at the _____ of the customer. Module 2/3
Flow, Pull.

Pull - process has to change at flow of the customer.

Lean Six Sigma Principles.
Involve, align, & _________ employees. Module 2/3
Emprower.

Lean Six Sigma Principles.
What is CTC? Module 2/8
Critical to Customer.

Outcomes that are measureable.
Identify the _____ _____ and eliminate ______/______. Module 2/3
Value Steam & Waste/Variation.

Value Steam or Process Flow diagram.

Lean Six Sigma Principles.
Analyze cause of poor performance & narrow the focus is what stage of DMAIC? Module 1/18
Analyze.
The standard drawing tool for process modeling. Module 2/33
VISIO.
- Use current symbols.
- Use the standard modeling symbols.
- Connect symbols.
- Swim lane for roles.
- Task Names.
- Legend.
Quality Function Deployment (chap 11) answers which 14 questions. Modules 1/26 & 2/64.
#5
Gage Capability Study (sec 9,13) answers which questions? Module 1/26 & 2/64
#4
Design of experments (Chapter 8) answers which 14 questions. Module 1/26 & 2/64
# 9, 10, 11, 12
Regression Modeling (Chapter 7) answers which 14 questions. Module 1/26 & 2/64
#10, 11, 12
Scatter Diagram (sec 2.2.9) answers which 14 questions. Module 1/26 & 2/64
#10
Control Chart (sec 2,2,8) Chapter 9 answers which 14 questions. Module 1/26 & 2/64
#5, 12, 13, 14
Run Chart (sec 2,2,7) answers which 14 questions. Module 1/26 & 2/64
#5, 12, 13, 14
Pareto Diagram (sec 2,2,4) answers which 14 questions. Module 1/26 & 2/64
#2
Failure Mode & Effect Analysis (FMEA) (sec 2,3) answers which 14 questions. Module 1/26 & 2/64
#2
Histogram (sec 2.2.5) answers which 14 questions. Module 1/26 & 2/64
#5
Cause & Effect (CE) diagram (sec 2,2,2,) with Constant, Noice, Experimental (CNX) answers which 14 questions. Module 1/26 & 2/64
#7, 8
Process Flow Diagram (sec 2,2,1) answers which 14 questions. Module 1/26 & 2/64
#3, 4
What are some characteristics of GOOD Projects? Module 3/4
- No know solution in advance.
- Good data available (or able to be gathered).
- Aimed at making a process better, faster, and/or lower cost.
- Drives business profitability and/or enhances member value.
- Clear, precise definition of the problem/goal statements and scope of the project.
- Resources and support available for working on the project.
A _______ _______ can help when there are many project ideas or it is difficult to decide. Module 3/5
Prioritization Matrix.
Steps:
- List project opportunities.
- Determine project selection criteria and importance rating (on a scale from 1(low) to 10 (high)).
- Rate the relationship between each project and each criteria ()=none, 1=low, 3=med, 9=high).
- Calculate eighted sum by cross multiplication.
Good Problem statements should answer _____, _____, _____, ______. Module 3/10
- Define WHO is experiencing the problem.
- Define WHAT the problem is.
- Define WHEN is the problem occurring.
- Define WHERE is the problem occuring.
- State the magnitude and/or impact of the problem (the current pain).
- Address the "so what?" (what is the cost of doing nothing or the business impact).
- Not specify a solution.
EXAMPLE 1: Reduce the average cycle time for processing claims by 50% by August 30th, in order to improve customer satisfaction and reduce overtime expenses.
EXAMPLE 2: Members are complaining because health care claims are taking an average of 48 days to process. We're incurring $10,000 in overtime expenses each month to keep up with the claims and our members satisfaction rating has slipped by 30% over the past year.
_________ _________ are the main focus of the project and should be limited to one or at most two.
_________ __________ are addtional things you will measure and track as you work on your project, although not your primary focus. Module 3/14
- Primary measures.
- Secondary measures.
Note: They are directly related to project goals. Used to measure success.
__________ _________ critical activity for project success. Must be discussed with your sponsor when defining the project and goals. Module 3/18
Project Scoping.

- What's the problem with a scope that is too broad? Scope creep. Gets to big.
- What's the problem with a scope that is too narrow? Doesn't achieve the benefit.
Examples of project benefits? Module 3/17
Examples:
Cost Takeout/Cost Avoidance -
- Reduction in scrap.
- Reduction in raw materials.
- Reduction in labor or planned headcount.
- Freight Savings.
- Interest expense reduction.

Cash Flow -
- Reduction in inventory levels.
- Inventory carrying cost reduction.
- reduction of past due receivables.

Growth -
- Increase in capacity / throughput.
- Increase in market share / sales revenue.

Reduction of Non-Value Added Activity -
- Reduced rework, waiting admiistration, etc.
Examples of good project teams. Module 3/21
- Requires team effort.
- Core team should be made up of no more than 4-8 members.
- Effective Lean Six Sigma project teams:
--are cross-functonal and adjust membership needed.
- recognize the value of listening, being open-minded, and basing decisions on facts and data.
- involve everyone and have clearly defined roles and expectations.
- conduct effective meetins.
Name some team roles. Module 3/22
- Executive/Project Sponsor - provides dirction and oversight, ensures team has the resources and support, and direcly responsible and accountable for team results.
- Business Architect - facilitates team meetings, kekeps sponsor informed on team progress and resource needs.
- Core Team Members - active participation in (weekly) meetings, provides technical input and assist with data collection and analysis, comlete action items.
- Extended Team Members - active participation in sub-team meetings, review core team decisions and provide recommendation and aproval on final output of team.
What items are necessary for the 'Kickoff Team Meeting'? Module 3/23
- Purpose.
- Typical Activities - Validate problem statement, Goal Statement, Scope, Metrics, Team members, Deliverables.
- Establish team ground rules and code of conduct such as; all infomation will be communicated to all team members, all issues will be discussed and conflicts resolved by consensus, one person talks at a time, no side conversations, check your job title at the door, decisions are based on what's right, not who's right. contribute with flexibility, decisions are based on data and analysis not options, no disagreement through silence (voice/air viewpoints)
What are some common team problems? Module 3/25
- Disagreement (emotiion run high; there are many legitimate differences of opinions). You could fix this by talking as a team, parking lot, make discussion based on data
- Power and Authority (managers or others discourage discussion; team members don't feel free to say what they think). You can fix this by having all write down on sticky.
- Overbearing "experts" (experts discourage discussion about their areas of expertise, technical jargon and complex principles referred to without explanation).
- Lack of focus (several topics discussed at the same time, lots of distractions, little progress is maade). You can fix this by an agenda, bell, ringer.
- Uneven participation (some team member talk too much, while others talk too little).
- Lack of follow-through (tasks don't get done on time, people don't do their assignments between meetings). You could fix this by having agenda with their name.
What is PACER? Module 3/26
- Purpose.
- Agendna.
- Code of Conduct (ground rules).
- Expectations.
- Roles and Responsibilities.
What can you use to capture ideas not directly related to the topic under discussion or those issues which you want to temporary set aside. Modules 3/26
Parking Lot.
What are some Best Practices for Teams. Module 3/26
- Start each meeting with PACER. (purpose, agenda, code of conduct (gound rules), expectations, roles & responsibilities.
- Utilizing a parking lot for capturing ideas not directly related to the topic or for those issues which you want to temporary set aside.
- Do an evaluation at end of meeting (plus/delta, short survey).
- Capture action items and summarize/review them at the conclusion of the meeting.
- Use data to support beliefs and options.
- Encourage questions and always check for understanding.
- Involve everyone; emphasize participation.
Why perform a Stakeholder Analysis? Module 3/27
- Identify the key stakeholders.
- Understand who is "for" and "againist" the project.
- Identify sources of resistance and anticipate issues and concerns (technical (cost, skills), political (authority, power), cultural.
- Develop strategies for gaining needed support.
What are some things to consider for each Stakeholder? Module 3/28
- What do you need from this Stakeholder Analysis?
- What are their interests?
- How can this stakeholder benefit from the project?
- How might this stakeholder be affected or inconvenienced by the project?
- What possible resistance might I see from this stakeholder? (techinical, political, cultural).
- What are the best strategies for communicating with and influencing this sateholder?
Project Management is key to successful Lean Six Sigma project. What can you do to ensure it is successful? Module 3/30
Make sure you and your team have a clear understanding of:
- project goals.
- start and end dates.
- primary and secondary measures.
- key players (team members) stakeholders, support resources, finance rep).
- resources (monetary, manpower, equipment).

Have a project plan and schedule.
- Organize work to ensure that necessary tasks are completed on time.
- Utilize project milestones, gantt charts, etc.
- Know your key deliverables. Use the DMAIC roadmap as a guie.
What tool can you use to identify tasks to be accomplished by your team members? Module 3/31
WBS - Work Breakdown Structure.
Note: Keep it up to date, for each task, estimate the time duration and assign resources.
What is a Gantt Chart? Module 3/32
- A chart using bars, lines, and other symbols to depict multiple time-based activities ona horizontal time scale.
- The most common chart used in a project management.
- Named after Henri Gantt, the inventor.
- Tools you can use: Microsoft Project, or Powerpoint or Excel.
CHANGE: Lean Six Sigma involves changes. It challenges us to: Modules 3/34
- Think differently.
- Work differently.
- Ask questions and challenge the status quo.
- Make decision with facts and data.
- Use new tools and methodologies.
What are some normal reaction to change? Module 3/38
- Denial.
- Anger.
- Bargaining.
- Depression.
- Exploration.
- Acceptance.
Note: Why is change difficult? What makes some resist change? It could change their job, different responsibilities, or eliminate their job.
Key ingredients for successful change:
DD + VF + FS > R. What is this? Module 3/41
- DD = Degree of Dis-satisfaction.
- VF = Vision of the Future.
- FS = First Step. (happy but don't know how to get there).
- R = Resistance.
Major Points a change agent must remember. Module 3/42
- WIIFM?
- Organization's Status? (a. company in crisis, b. market leader, c. middle-of-the pack.
- Organization's tradition / experience with change.
- Incremental vs breakthrough change.
- Show me the data! (COPQ, Trend data, benchmarking, benefits of change).
- Trumpet our successes (as a result of change).
What is VOC? Module 4/1
Voice of Customer.

What's important to the customer and How are we going to measure our abililty to satisfy what the cusomer wants?
What is KANO's Model. Module 4/7
- Determing Wants and Needs.

What is degree of achievement? (Very Safisfied, Very Unsafisfied, Fully Achieved, Did not Achieve.

You start off as a
- 'Delighters' exciting quality, (Unknown to the customer, most difficult to define and develop, if present, customer very satisfied, if absent, customer neigher satisfied. or dissatisfied.
- 'Wants' one-dimensional quality, (specifically requested items, specifications, items from a typical survey), if present, customer satisfied, if absent, customer dissatisfied. then
- 'Needs' expected quality, Not specifically requested, BUT assumed to be present, if present, customer neither satisfied nor dissatisfied, if absent, customer very dissatisfied.
What is QFD? Module 4/10
Quality Function Deployment.
- A formal approach to capturing the voice of the customer and integrating it into every aspect of the design and delivery of products & services.
- Uses a series of carefully constructed matrices, called Houses of Quality (HOQ).
What is HOQ? Module 4/10
Houses of Quality #1.
- Masurement would be the HIGHEST NUMBER that is correct on test.

KISS Style -
- What does customer want.
- Important Rating 1=less, 6=more.
- How - What can we measure or control to ensure customer requirements are met? (These re the CTCs, or critical to customer performance measures).
- Relationships - How do our measures relate to our customer requirements? 9=strong relationship, 3=medium relationship, 1 = weak relationship, 0=no relationship.
- Priority / Impact - What do we need to focus on? This is a weighted sum.
What other things does House of Quality HOQ #1 do? Module 4/12
- Facilitates group discussion and decision making.
- Helps us focus on the customer and their requirements.
- Useful thought proces for:
--determining what to measure (CTCs) in our project.
- identify highest priority requirements.
- identifying process outputs in the IPO diagram.
- identifying potential secondary measures of our project.
What does a SIPOC include? Module 4/14
SIPOC -
- First name the process first.
- Identify the outputs and cusomters.
- identify the inputs and suppliers.

S = Suppliers (who provides the inputs to the process).
I = Inputs (material, methods, people, etc required for the process.
P = Process (any acitvity that takes inputs and creates outputs).
O = Outputs (Measureable outcomes of the process.
C = Customers (who receives the output).
What are things to consider when reviewing your IPO/SIPOC? Module 4/15
- Are all of the critical to customer outputs included?
- Have you ensured that the outputs are measureable?
- Have you considered measures related to better, faster, and lower costs?
- Have you indicated your primary project measure(s) on the IPO/SIPOC diagram.
What are the differnt types of maps? Module 5/4
- Process flow diagram.
- Detailed process map / value stream map (VSM).
- Physical flow map.
- Time value map.
What is VSM? Module 5/4
Value Steam Map.
What is PF? Module 5/7
Process flow diagram.

Note: Start at a high level, with 5 - 10 steps, and then break it down further as needed.
- Ensure that all steps, even if not part of the formal process, are included.
- Walk the process!
- When developing the flow chart, write each of the steps onto sticky notes and post them onto a large sheet of paper.
- Create a "parking lot" for ideas as you are creating the process flow.
What is Value Added Steps? Module 5/11
Performance, cost, time.
-Value added steps are defined as steps that are necessary/required to deliver a product/service to the member.
- Project should focus to eliminate/reduce non-value added activities in order to:
--improve performance, function, etc.
-- decrease cost (lower price).
-- deliver the product or service faser (lower cycle time).
What are some things to look for? considerations when building a process flow? Module 5/12
- careful woakthur.
- Look for non-value added steps.
- Make sure its at right level.
- Review after implemnting.
Enhancements to the process flow include turning it into a "detailed process map" or simplified "value stream map" by adding information such as: Module 5/13
- Results or desired outcomes at each step (what is needed?).
- Inputs needed to achieve desired outcome.
- Measurements taken at each step.
- Data collection results, such as:
-- cycle time.
-- number of people.
-- WIP, inventory levels.
-- defects, rework.
-- yield.
-- changeover times.
-- distance traveled
What are some other type of process maps? Module 5/15
- Physical Process Flow Map (spaghetti or wire diagrams).
- Time Value Map.
Why collect data? Module 5/18
- To gather the facts for good decision making.
- Because perception and intuition are not always reality.
- To identify/verify problem areas and bottlenecks.
- to characterize or processes.
- to baseline the process.
- As an indicator of process performance.
Role of Questions in determining what DATA is needed. Module 5/19
Quesitions help guide you through your project and gives you a starting point (think about what data you will need in order to answer these questions?)
- The 14 questions (1-26 and 1-27).
- DMAIC Phase tollgate questions (12-8 to 12-12).

Other sources for identifying needed data.
- The DMAIC roadmap / activities.
- Process mapping activities.
- Questions from project sponsor, team, stakeholders, etc.
- Others?.
Name key items on a data collection plan? Module 5/20
- Metric (Data). deliver time.
- Definition.
- Formula.
- Who Responsible?
- How? (collection method).
- sampling plan (time period, sample size, source, etc.).
- Accuracy of data.
Data gathered should be _______ of the process being studied. Module 5/21
Representive.
Poor approach to samplying? Module 5/21
Convenience samplying.
Good approach to samplying? Module 5/21
- Random sampling. (put all in system and then run sampling.
- systematic sampling.
Before gathering the data, think about the _______ ______ being used to generage the data. Module 5/21
Measurement system.

Is it accurate? Precise? Repeatable?
What kind of diagram do you use for attribute (discreate) data? Module 5/23
Pareto diagrams.
What kind of diagrams & metric or measures can you use for attribute (discrete) data? Module 5/23
GRAPHS -
- Pareto diagrams.
- Run Charts.
- Control Charts.

METRICS, MEASURES -
- First Pass Yield (FPY).
- % "good" (or "bad"),
- Defects per unit (DPU).
- Defects per Million Opportunities (dpmo).
- Sigma Capability.
What kind of diagrams & metric or measures can you use for variable (numeric) data? Module 5/23
GRAPHS -
- Histogram.
- Run chart.
- Control chart.
- Scatter plot.
- Box plot.

METRIC, MEASURE -
- Mean, Standard Deviaiton.
- Defects per million (dpm)
- Sigma level.
- Sigma Capability.
- Cp and / or Cpk.
Creating Pareto Charts with SPC XL. What do you select? Module 5/25
SPF XL > Analysis Diagrams > Pareto Chart
Creating Histograms Charts with SPC XL. What do you select? Module 5/32
SPC XL > Analysis Diagrams > Histogram

Provides a visual representation of the distribution of data.
Creating Box Plots Charts with SPC XL. What do you select? Module 5/37
SPC XL > fill this in.

- Another method for graphicall depicting data.
- Especially useful when comparing 2 or more set of data (side by side) or when the data sets ar small).
- Break up data into quarties (forths)
Creating Run Charts with SPC XL. What do you select? Module 5/37
SPC XL > Quality Tools > Run Chart

Used for software examples.

- Data can be stored in separate columns. Highlighting 2 or more columes will overlay the run charts.
- Data can be stored in one column. This may be a nice visual way to show "before project" and "after project" results.
Creating Control Charts with SPC XL. What do you select? Module 5/37
SPC XL > Control Charts

Control limits are not the same as Spec Limits.
What is the difference between control limits and spec limits? Module 5/44
- UCL and LCL are set by the data.
- USL and LSL are set by the customer.
Creating Scatter Diagrams with SPC XL. What do you select? Module 5/37
- SPC XL > Analysis Diagram > Scatter Plot, or
- SPC XL > Analysis Tools > Correlation Matrix.

Used for vehicle weight vs. mileage.
Correlation vs. causality. Module 5/49, 5/50
A plot of the population
Measure of Location. Module 5/55
Assume that x1, x2,...xm is a list of the sample data sorted in ascending order. Then x=middle value, if n is odd and the average of the two middle values, if n is even.
Note:
- Symmetric (bell-shaped) distribution - in the middle or mean/median.
- Skewed distribution - median and mean in different location.
Summary statistics usig SPC XL. What do you select? Module 5/60
SPC XL > Analysis Diagrams > Summary Stats
Capability Analysis (Cpk) using SPC XL. What do you select? Module 5/63
SPC XL > Analysis Diagrams > Cpk
Measures and Indexes of Quality. Module 5/62
For continuous data when y and sigma can be estimated.
- sigma level = number of standard deviations between the center of the process and the nearest spec (this is a z value).
- = minimum
What are the measures & Indexes of Quality (For Continuous Data when y and sigma can be estimated. Module 5/62
- Sigma Level
= number of deviations between the center of the process and the nearest spec (this is a Z value).
= minimum USL - y devided by sigma and y - LSL devided by sigma.
- Cpk
= a process capability index,
= proportion of natural tolerance (3 sigma) between the center of a process and the nearest spec.
- Cp
= a process potential index,
= specification width devided by process width.
= USL - LSL devided 6 sigma.

Note: Use SPC XL > Analysis Diagrams > Cpk
What SPC XL tool do you use for Capability Analysis. Module 5/63
SPC XL > Analysis Diagrams > Cpk

Note: Suppose the time to process a claim follows a normal distribution with a mean of 7 days and a sstandard deviation of 2 days. The upper spec limit is 16 days, with a lower spec limit (imposed by management) of 4 days.
What SPC XL tool do you use for Measures and Index Quality. (For Discrete or Attribute Data) Module 5/70
SPC XL > Quality Tools > Product Capability.

Note: the following can be calculated: dpu (defects per unit), dpmmo (defects per million opportunities), total number of defective documents, total number of defect-free documents, FPY (First Pass Yield), sigma capability.
What are the measures & Indexes of Quality (For Discrete or Attribute Data) Module 5/70
- Opportunities = number of value-added entities or features of a part, product, or service that must be met or done right (it is highly dependent on context and must be defined precisely).
- dpmo = defects per million opportunities.

Example: =(1,000,000) X total # of defects devided by total # of opportunities. OR

=(1,000,000) X (dpu devided by opportunities per unit)

SPC XL > Quality Tools > Product Capability.
What are some desirable properties of a good measurement system? Modules 5/21 & 6/3
- Precise, accurate, stable.
- Good repeatability and reproductibility.
What is the purpose of an MSA and what is the impact of measurement system variation? Modules 6/3, 6/4, 6/5
- Purpose is to determine how much of the total variation is contributed by the measurement system.
- Impact is that we make wrong decisions, call good things bad and bad things good, waste time and money, etc.
What are some important guidelines for conducting a MSA? Module 6/18, 6/19
- Include parts that are representative of the process (at least 80% of the total process variation).
- Use equipment, operators, parts, etc. that are elements of the measurement process.
- Label parts in such a way as to remove possible operator bias.
- Ensure adequate sample size (ROT Rule of Thumb: (number of operators) * (number of parts) > 20).
What is repeatability and reproductibility? Module 6/16, 6/17, 6/18
- Repeatability is variation obtained by the same person using the same instrument on the same product or service for repeated measurements.
- Reproducibility is variation obtained due to differences in people who are taking the measurements.
What are the 2 analysis options for an MSA with continuous data and which approach is recommended? Module 6/20
- X-bar R method and ANOVA.
- ANOVA is recommened for several reasons (less sensitive to outliers, more precise estimates of variance, etc.), however you must have at least 2 operators, 2 replicates, and 2 parts.

Note: Do not use X - R Analysis.
What measures are used to assess the "goodness" of a measurement process? Module 6/21, 6/22
- For variables (continuous) data; P/tol is the precision to tolerance ratio. It represents the percentabe of the specs that are consumed by the measurement process. Value above .30 are unacceptable, and values below .10 are desired. P/total is the precision to total ratio. It represents the percentage of the total standard deviation that the measurement process standard deviation consumes. Values above .30 ar unacceptable, and value below .10 are desired. Resolution for discrimination) represents the number of truly distinct measurements that can be made by the measurements process. Values of at least 5 are desired for adequate resolution.
- For attribute (discrete) data; Effectiveness is main metric. It represents the ability to distinguish between good and bad parts (% of time the correct determination is made). Other metrics are Prob (false accept) and Prob (false reject).
What are some recommended actions when there is poor measurement capability? Module 6/22
- If repeatability is poor, may need to replace, repair, or adjust the equipment.
- If reproducibility is poor, it may be a training or skill issue.
- Check the spec lmits to ensure they are reasonable.
- Look at how the parts were selected for the study and ensure they represent at least 80% of the total process variability.
Begin identifying the potential causes of variation and waste by: Module 7/1
- Brainstorming.
- Cause & Effect (CE).
- Process Obervation.
8 clasic types of waste (Spells Down Time). Module 7/13
Internal Failure Costs.
- Defects.
- Over Production.
- Waiting.
- Non Utilized Talent.
- Transportation.
- Inventory.
- Motion.
- Extra Processing.
What are some external failure costs? Modure 7/28
External Failure Costs.
- Customer complaint investigation.
- Returned goods.
- Retrofit costs.
- Recall costs.
- Warranty claims.
- Liaability costs.
- Penalties.
- Customer/User Goodwill.
- Premium Freight (overnight).
- Pricing Errors.
What is TAKT?
The average time to produce a unit in order to meet the current rate of customer demand.
Understanding Cycle Time.

TAKT time is NOT cycle time. Three types are: Module 7/42
- Operator Cycle Time.
- Machine Cycle Time.
- Processing Cycle Time.

Level loading minimizes the variation between operator cycle times, BUT may HIDE WASTE.
What is the difference between a population and a sample? Module 8/7
- the population is the entire set of products, people, parts, and so on.
- A sample is a subset, hopefully chosen randomly, which is representative of the entire population.
Why do we need data / measurements? Module 8/6
- Perception not always reality, for baselining a process, for facilitating improvement, to see how we're doing, etc.
What is the practical importance of the Central Limit Theorem (CLT)? Module 8/12
- When we are working with averages, we can use the normal distribution (for confidence intervals, hypothesis testing, etc...)....because averages behave like they come from a normal distribution, even if the individual data does not follow a normal distribution.
What is a confidence interval and what is it used for? Module 8/14
- A confidence interval is used to put uncertainty (error bounds) around an estimate (such as an average or a proportion).
What are some methods to help narrow the focus? Module 8/22
- Voting.
- Norminal Group technique.
- Effort/Impact Analysis,
- IPO Matrix.
- 5 WHY's.
What is hypotheses testing? Module 9/4
- A statictial procedure for testing a claim and helping us make good decisions in light of variation.
- Typical questions include:
--Has the average shifted?
--Are two proportions really different?
What tests (and rules of thumb) are used to determine if there is a significant shift in average? Module 9/9
- A quick test is the Turkey End Count Test. Here, total and counts of at least 7 indicate a significant shift in the average with at least 95% confidence.
- A formal (exact) statistical test is the T-Test. As a rule of thumb (ROT), p-values less than .05 (or our desired level of significance) indicate a significant shift in the averge.
Wht tests (and rules of thumb ROT) are used to determine if there is a significant shift in standard deviation? Module 9/9, 9/10, 9/11
- A quick test is the Test (sometimes called the 'e' test). Here, if the ratio is greater than 2.72, we can assume with at least 95% confidence that there has been a significant shift in standard deviation.
- A format (exact) statistical test is the F-test. As a rule of thumb ROT, p-value less than .05 (or our desired level of significance) indicate a significant shift in the standard deviaiton.
What is a Chi-square test of independence used for? Module 9/21
- The Chi-square test for independence is used for categorical (classified) data. It tests whether two variables are independent, or whether there is some relationship between the two.
What is type I and type II errors? Module 9/6
- Type 1 error is the probability of rejecting H0 (concluding H1) when H0 is true. It is the risk of "overreacting", like a false alarm rate (thinking there is an important difference when in fact it is just random variation).
- Type II error is the probability of failing to reject H0 (concluding H0) when H1 is true. It is the risk of "under-reaching", like missing an important change.
What is the difference between process control and process cability? Module 11/9
- Process capability refers to the ability of a process to meet the customer requirements.
--Measures such as Cp and Cpk tell us about the capability of a process.
- Process control refers to a process which is stable and repeatable and predictable over time.
--Control charts help us determine whether a process is operating in a state of statistical control.
What are the 2 basis types of variation? Module 11/5
- Common cause (natural, inherent variation in the process).
- Special cause (abnormal or assignable causes).
Describe the basic features and uses of a control chart. Module 11
- A control chart is simply a run chart of the data over time, with calculated control limits bsed on the data. Plotted points may be individual dta vlues or subgroups of data.
- A control chart is used to monitor a process to see whether it is exhibiting oly random variation, or whether special causes (outliers, shifts, trends) are present.
How do you determine whether a process is "in control" or "out of control"? Module 11/18
There are 7 symptoms (rules) we use in conjunction with a control chart which provide evidence of "out of control" behavior.
- One or more points are outside the control limits.
- 7 consecutive points are on the same side of the centerline.
- 7 consecutive intervals are either entirely increasing or entirely decreasing.
- 2 out of 3 consecutive points are in the same Zone A or beyond.
- 4 out of 5 consecutive points are in the same Zone B or beyond.
- 14 consecutive oints alternate up and down repeatedly.
- 14 consecutive points are in either Zone C (i.e., in center third).
What is the difference between a spec limit and a control limit? Module 11
- Spec limits are set by the customer.
- Control limits are calculated based on the data and usually set at +/-3 standard deviations from the centerline on a control chart.
When might an IMR chart be used and what should we remember to do when using an IMR chart? Module 11/28
- An IMR chart might be used when measurements are expensive, destructive, or for continuous flow process.
- We should look at a histogram of the data to check for normality, before applying the zone rules.
What should we remember about subgrouping? Module 11/25
- How we choose to subgroup our data is important and we should use rational subgrouping.
When should we consider recalculating control limits? Module 11/38
- When we have made a deliberate change to the process or verified a sustained process improvement.
What is the purpose of a control plan? Module 11/38
- To specify the critical control variables, the reaction plan, etc...so that we continually meet customer requirements and we can hold the gains made during our project.
What are some of the key elements of a control plan? Module 11
- Documenting the process, the steps, the method of manufacturer, the measurement process, the key input and output variables, etc...
Squeeze and Shift. What does this mean?
- Squeeze = reduce variance.
- Shift = move the mean.
What is the 68/95/99 rule?
Population Samples
variation sigma2 sigma2
standard de sigma sigma
What are some potential gaps between current performance and goal? Module 7/4, 7/5
Where's the gap? What's the problem?
- cycle times too long.
- changeover times too long.
- excessive variation.
- high defect rates.
- excessive waiting.
What are ways you as a team could identify the potential causes of the problem? Module 7/5
Sources of information.
- brainstorming.
- observation.
- process map(s).
- discussion with operators, team, etc.
- data.
What diagram could you use to BRAINSTORM the potential causes of the problem when there are gaps between current performance and goal? Module 7/6
CE - Cause and Effect Diagram or refered as Fishbone diagram.

Identify the CNX - Constant (to hold a variable constand requires SOP-Standard Operating Procedures), Noise (to reduce noice), X=Experimental (to explore process).
What are two different methods for creating a CE - Cause and Effect diagram (or fishbone)? Module 7/9
Method 1
1. Describe the problem or CTC-Critical to Customer (output) at the head of the CE.
2. Determine appropriate cause categories (the major bones) example the 6Ms - Measurement, Manpower (people), Material, Miscellaneous, Methods, Machines.
3. Brainstorm potential causes (or sources of variation) within each ctegory, which are believed to affect the problem or CTC-Critical to Customer, and place on the diagram.

Method 2
1. Describe the problem or CTC (output) being discussed and place it at the "head" of the CE diagram.
2. Brainstorm potential causes (or sources of variation)and place on STICKY NOTES.
3. Cluster the causes into related groups and name the groups. Use the group names as the major bones on the CE diagram and place the causes with each group.
Method 3
1. Be flexible - to make it easier; use PROCESS STEPS for the bones.

REMEMBER GOAL IS TO GET AS MANY VARIABLES AS POSSIBLE IDENTIFIED. MORE VARIABLES = MORE LIKELY TO DISCOVER THE REAL ROOT CAUSES.
For CE - Cause & Effect Diagram (or fishbone) what are some typical cause categories (bones) for Production Process and Non-Production Processes. Module 7/9
- Production Processes.
--6 Ms - manpower, machine, materials, methods, measurement, Mother Nature (environment).
- Non-Production Processes.
--procedures, policies, people, materials, equipment, environment, other.
What are two different Brainstorming? Module 7/10
- Structured.
-- go around the room and have each team member turn, give an idea.
--Accept each idea without analysis or judgement.
--pass when person is out of ideas.
--continue until everyone is out of ideas.
--as group review ideas to discard duplicate ideas. It could stimulate generation of new ideas.
- Unstructured.
--Identical to the previous except that ideas can be given at any time by anyone with the need to follow a structured rotation of team members. This could be more of a time constraint.

Structured brainstorming tends to maximize participation and generates more ideas, while unstructured brainstorming is quicker to use.
Type of Waste 'Defects' (rework). What is it? Module 7/16
Processes which must be accomplished/re-accomplished because of errors. Items that are defective and thrown away, or re-worked at no cost to the customer.
REWORK ties up CAPACITY.
Type of Waste 'Overproduction'. What is it? Module 7/17
Producing more than demand requires. Or, using more area, space, equipment, etc. than is required to perform a process. (sometimes referred to as "excess resources" waste)
Type of Waste 'Waiting'. What is it? Module 7/19
Idle people or machine waiting on the preceding or following operation, material, or information.
Type of Waste 'Transportation'. What is it? Module 7/19
Excess movement of material or information that does not add value for the customer. Extra steps in the process / distance traveled.
Type of Waste 'Inventory'. What is it? Module 7/20
An excess of raw materials. Inability to maintain throughput and manage flow. Excessive inventory hides production and service problems and does not add value for the customer.
Type of Waste 'Motion'. What is it? Module 7/23
Excess movement, walking, or handling required to perform a task.
Type of Waste 'Extra Processing'. What is it? Module 7/24
Requiring additional but unnecessry process steps (sign-offs, etc). Making parts better than our customer demands, or adding unnecessry features or steps that mask defects.
What do the 5's stand for?
- Sort.
- Shine.
\- Sustain.
- Setup.
- Standardize.
Purpose of Stakeholder Analysis?
Identify key people who will affect project who are showstoppers, blockers.
What is SMART?
- Specific.
- Measurable.
- Achieveable.
- Relevant.
- Time Bound.
Takt Time is determined by?
the average time to produce a unit in order to meet the current rate of customer demand.
How is first pass yield (FPY)calculated?
The percentage of units completing a process the first time with no rework or repair.
What graphs do you use for variable data?
- Run chart.
- Control chart.
- Histogram.
- Box Plot.
- Scatter Diagram.
What is RPN?
Risk Priority Number.

In an FMEA, this is the column which indicates high risk process steps or elements of a design. It is equal to Severity X Ocurrence X Detection. Higher numbers are worse.
Explain correlation?
A measure of the linear relationship between two variables.
How much data falls within
-1 & + 1 sigma
-2 & + 2 sigma
-3 & + 2 sigma
on a normal distribution?
-1 & + 1 sigma = 68%
-2 & + 2 sigma = 95%
-3 & + 2 sigma = 99%

3 parameter for variation -
- Range= Max - Min
- Variance = 0
- Standard Deviation = 34% of the data if data is approximately normally distributed.
- ccurs on inflection point
What is Median?
Median*: X =
- middle value if n is odd.
- the average of the two middle values if n is even.

*data must be sorted from highest to lowest or lowest to highest value.
What is Mode?
Value which occurs most frequently?
How is machine cycle time measured?
Measured from start of cycle to when the part is available and the machie can accept another part.
What is the formal definition of a six sigma capable process?
CP = 2
Cpk = 1.5
DPM = 3.4
Precision to total ratio tell you what?
It represents the % of the specfications that is consumed by the measurement system.
In what DMAIC phase would you pilot a solution.
Improve.
What is the difference between Repeatability and Reproducibility?
- In a MSA,Repeatability is the variation obtained by the same person using the same instrument on the same product or service for repeated measurements. It measures the variability due to the gage or equipment.
- In a MSA, Reproducibility is the variation obtained due to differences in people (or test equipment) that are taking the measurements.
What tool do you run for sample size?
- Tukey or Quick Test or tTest for detecting a significant shift in average. Reports a "p-value".
- F-Test or e-Test to test for differences in standard deviation.

ROT Rule of Thumb:
- If p-value < .05, highly significant difference
-- if p-value is low (shows as RED), HO must GO.

- If .05 < p-value < .10, moderately significant difference
-- if p-value is large (shows black) Ho's in CHARGE.
What is p-value?
P-value comes from the data and indicates the probability of making a type 1 error.

Use Tukey Quick Test or t-Test.
What is Quick Test?
Quick test for detecting a significant shift in standard deviation.

A gray zone occurs when 1.5 < max/min , 2.72. If this is the case, then ROT #2 should be applied.
What are the two types of data?
- Variable.
- Attribute.
What are the objectives for Lean Six Sigma?
- Best in Class Quality.
- Business profitability.
- Member Value.

Providing a BETTER product or service, FASTER, and at a LOWER COST than our competition.

Variation and Waste... the enemies of member satisfaction.
What graphical tool do you use to break the data into quarties?
box plot.

It summarizes both the locaton and dispersion of the values in a data set breaking the data into quarties.
A type 1 alpha error results in what?
- False Acceptance - passing bad parts to customers.

- Rating a part or transaction as a GOOD when it is really BAD.
How do you know when the data is normal distribution.
KS Test value > .05

Approximately normal distribution.

SPC XL > Analysis > Summary Stat
What is sigma level 1?
# of standard deviations from X to nearest spec limit.
A Six sigma level is?
CP = 2
Cpk = 1.5
DPM = 3.4
What is CP and Cpk?
- CP Process Capability (potential) - SQUEEZE Problem
- Cpk Process Capability (Actual) - SHIFT Problem

Tool for Cpk - SPC XL > Analysis > Quality Data Diagram
What is Chi Square?
- Ho are independent.
- h1 are not independent.

Independent Test Matrix.
What is T-Test f-Test and Proportions?
- MEAN T-Test SHIFT
Ho - M1 = M2
H1 - M1 not = M2

- Std Dev f-Test SQUEEZE
Ho - oa = o2
H1 - o, not = o2

- Proportions Test of Proportion

Ho - II, = II2
H1 - II, not = II2
What is Hypothesis Testing?
Searching for causes / variables that may have a significant effect on the process (CTC).

- for Ho - Ho conclusion is correct.
- for Ho - Hi conclusion restarts in a Type 1 error.
- for H1 conclusion results ina Type 1 error.
- for Hi conclusion is correct.
What is Traditional Lean...
Looks to reduce/eliminate waste and improve efficiencies.
What is Traditional Six Sigma...
Looks to increase/improve QUALITY metrics.
What is value stream?
It is the entire set of activities performed to transform the products and services into what is required by the customer.
What is VARIABLES data (GOOD DATA?
- also called continuous or measurement data.
- actual measured values are recorded.
- Data can assume a range of values on a continuous scale.
Examples:
- dimension in thousandths of an inch.
- time, temperture, call volume, length of time, speed.
- distance in feet.
- Operating temperatur in degrees fahrenheit or celsius.
What is ATTRIBUTE data (BAD DATA)?
- Also called discrete, binary, or categorical data.
- No direct measurement is made.
- The presence or absence of something is recorded.
- We classify or count a feature or characteristic of the product or process.
- Examples:
- number of onconforming articles.
- Invoices errors per week.
- Test results (pass/fail, good/bad).
- Average Handle Time
- Presence or Absence of a data code stamp.
What are specification limits?
Limits that are imposed by the customer (internal and external).
If sigma goes down, what happens?
- if sigma goes down, then CP and Cpk goes up.
- if sigma capability goes up.
- sigma capability defects go down.
- sigma = STD DEV goes down.
- sigma goes down and yield goes up.
What is six sigma capable process?
Sigma Capable is measure of the process.
If Standard Deviation goes down, what happens to sigma?
Goes up.
What is Value Addes Steps?
Value = f(performance, cost,time)

Value added steps are defined as steps that are necessary/required to deliver a product/service to the member.
Partitioning the variables.
- What is C = Constant?
- What is N = Noise?
- Waht is X = Experimental?
- C = to hold a variable as constant as possible requires controlling the variable via mistake proofig and Standard Operating Procedures (SOPs).
- N = Noise variables are those that are not being controlled or held as constant as possible.
- X = These are key variables that can be controlled and held constant at different levels or settings for the purpose of determining the effect of this variable o the CTC. How can you evaluate experiment. USE DOE.
Whatare the five causes of cost of waste (COW) or Cost of Poor Quality (COPQ). Where do they come from?
- Internal Failure Costs.
- External Failure Costs.
- Appraisal Costs.
- Prevention Costs.
- Lost Opportunity Costs.
Is first Pass Yield (FPY) vs Rolled throughput yield (RTY) a attribute or variable data?
Attribute data.

The percentage of units completing a process the first time with no rework or repair.
For Cp, Cpk, Yield, Complexity, PPM and sigma capability. Why move NORTH and then EAST?
Move North for less process steps (less is better) and East for higher sigma.
What is a Project Selection Matrix or IPO Matrix not IPO Diagram?
A prioritization matrix can help when there are many project ideas or it is difficult to decide.

Used for ranking improvements.
What should GOAL Statements have?
Goal statements should:
- Be derived from the problem statement.
- Define the desired improvement.
- Make use of a verb, noun, number, and date.
- Not specify a solution.
Who is an important person when quantifying project benefits?
CBA SME.
When do you use Gantt Charts?
When managing projects.
What is the "Frontier" model?
You have your:
- "Cave" Dwellers 5-10%.
- "Settlers" 80-90 %.
- "Pioneers" 5-10%
What is DD, VF, FS, R?
- DD = Degree of dis-satisfaction.
- VF = Vision of the Future.
- FS = First Step.
- R = Resitance.
Major points a change agent must remember?
- WIIFM? What's in it for THEM.
- Organization's Status.
- Organization's Tradition /Experience with Change.
- Show Me the Data!
- Trumpet Our Successes (as a result of change).
Managing the Experience (outcome vs process). Member retention grid. What do you look for?
If the Process is 'Dazzled' then the Outcome is Value Added and Member retention will be an Advocate.
What is House of Quality (HOQ) or QFD - (Kiss - Style). How do you do it.
- HOW - What ca we measure or control to ensure customer requirements are met? (These are the CTCs or critical to customer performance measures.
- WHAT - What does the customer want?
- CTC with highest #'s as what you want to concentrate on.
Types of Process Maps (Time Value Map).
Adding value 3% of time, non value add is waitig time and rework.
What are some Histogram examples?
- Classic "bell-shaped" curve or normal distribution. Graph is high at the mean and stair steps down.
- Skewed distribution - when you have control limits - answer phone as sson as possible. Graph starts on small, then bigger and the rest stair step down.
- Rectangular (uniform) distribution. automated - rolling singe dice. Graph looks even all the way across.
- Parabolic distribution - polls (looking at candidates. Graph is short in middle and then climb up on each side. U shape.
- Exponential distribtuion - light bulbs - brand new bulbs blow out. Graph starts off high on the far left and stair steps down to right.
- Bi-modal distribution - two different sample sets. Males or females. Graph shows to separate graphs.
What is Box Plots or Box Wiskers?
Another methold for graphically depicting data. Especially useful when comparing 2 or more sets of data (side by side) or when the data sets are small.
- Less variation when box is smaller.
- Each quartile is 25%. From the bottome wisker to the box is 25%, then bottom of box to median is 25%, then median to top of box is 25%, and top of box to top of wisker is 25%.
What are Scatter Diagrams?
- Two variable metrics are correlated. Weight of automobiel and mileage - two variables.
- If absolute value is a .7 - strong correlation but its NEGATIVE.
- .5 to .69 is Moderate.
- > .7 yes STRONG Coorelation.
What is correlation vs causality?
If 2 variable sets of data, and they have a 49 does one cause the other. NO Cause.
What do you get when you run Summary Stats.
Mean, Mode, Std Dev.
Measures and Indexes of Qualtiy.
- Sigma Level - number of standard deviations between the center of the process and the nearest spec (this is a Z value). = minimum USL - y devided by sigma and y - LSL devided by sigma.
- Cpk == a process capability index. Measuring actual capability of process taking into account the centering of the process.
- Cp = a process potential index. Measuring the potential capability of the process without considering centering. = USL - LSL devided by 6 sigma.
- CP & Cpk < 1 - its in adequate.
- If CP is between 1 and 1.33 - its marginal.
- CP above 1.33 - adequate.
- Only Cpk can be NEGATIVE.
How do you calculate DPMO?
= defects per million opportunities.

= (1,000,000) x total # of defects devided by total # of opportunities OR = (1,000,000 x dpu devided by opportunities per unit.
MSA - Measure System Analysis does what?
Identifies and quantifies the different sources of variation that affect a measurement system.
- Variation can be attributed to product, transaction, or service.
Inspection Capability (Attribute or Binary Data), what is it?
- Effectiveness (E).
- Probability of False Rejects (FR) is the likelihood of rating a good part or transaction as bad.
- Probability False Acceptance (FA) is the likeihood of accepting a bad part or transaction as good.
- Bias (B) is a measure of an individual's tendency to falsely classify a part or transaction as good or bad.
What tool for Analysis results for Attribute data.
Once the dtais entered on the template, select SPC XL > MSA > Attribute Analysis.
What are the desired properties of any measuring system (continuous data).
- Accuracy - calibration.
- precision - gage R&R.
- Stability - control plan.
Create MSA Template.
- select SPC > XL > MSA > Create MSA Template.
- Specifiy # of operators.
- Specify # of Relicates (how many relicates for each operator).
- Specify # of parts.
- Enter specification limits, if any.
What is recommended approach for continuous data analysis options?
ANOVA, if possible (need at least 2 parts, 2 operators, and 2 replicates.
Commonly used measures to evaluate measurement systems.
- Precision-to-tolerance Ratio (P/TOL).
- P/TOL = 6 sigma meas devided by USL - LSL
- ROT: if P/TOL < .10: Very good measurement system.
- ROT: if P/TOL > .30: Unacceptable Measurement System.
- Precision-to-Total Ratio (P/TOT).
- P/TOT = sigma meas devided by sigma total.
- ROT: If P/TOT > .30: Unacceptable Measurement System.
- Discrimintaiton or Resolution - (# of truly distinct measurement system).
- = sigma product devided by sigma meas x 1.41
- ROT Resolution > 5 represents an adequate measurement.
Interpeting ANOVA tabulated results.
- Reproducibility and Repeatability should be TINY.
- Part to Part - bad part
will be HIGH.
- X-Bar if comparing more than 2 operators is reproducibility.
- One Operator is Repeatability - look st SOP. want flat lines.
Attribute and Variable data should have how many data points?
- Attribute = 60 with a confidence level of 95% onfidence level.
- Variable = 20 data points with a 95% confidence level.
Of the eight classic types of wastes vs. actual value added. What is the member concerned about?
The actual value added time that a member is concerned about is usually only 2 to 5% of the total time to provide a product/service.
What is TAKT Time?
Is the rymthm. Is the time allocated to produce one part, based on time allocated to the production of that part and the demand rate.
- TAKT time is:
-- determined by the customer.
-- important for understandig work balance and flow.
-- is NOT cycle time. It's the process!!!
- Total time worked and Non-Working time.
What is cycle time and what are they? Spells MOP.
It is NOT TAKT time.
- Three types:
- ACTUAL Time
-- Operator Cycle Time.
- +
-- Machine Cycle Time.
- =
-- Processing Cycle Time.
What tools and techniques are needed for narrowing the focus?
- Team Voting.
- Nominal Group Technique
- 5 whys until you get to ROOT CAUSE.
What is confidence interval?
Confidence interval = sample point estimate + - Margin of Error. CAN NOT prove population by samples.
For Nominal Group Technique.
Looking for small #. What is high and what is low label?
Hypotheses Testing (educated guess) is used for?
- Compare two (or more) sets of data.
- Identify the critical causes/variables (Analyze phase)
- Validate a significant improvement (Improve phase).
- NOT PROVEN - Ho (same) M1 = M2 P > 05
- PROVEN - H1 (different) M1 = M2 P < 05.

Note:
- Ho is LOW, Ho MUST GO
- if p is black, Ho is in CHARGE.
For single piece flow...
U - Shape is normally more efficient. Use for manufacturing.
What is FMEA?
- Quality planning tool.
- There are two ways to accomplish an FMEA.
-- Simplified.
-- More Formal FMEA.
- Two approaches for doing FMEA.
-- KISS ("Texas-Style")
-- Formal (spreadsheet)
What some mistake proofing (POKA YOKE) ideas.
NOTE Make it error proofing.
- Checklist.
- Templates/Pictures.
- Detailed action and work sequence.
- SOP's
- Use colors, color coding.
What are some Control Chart Applications?
- In the Measure phase.
- In the Analyze phase.
- In the Improve phase.
- In the Control phase.
Control vs. Capability...
- Process Control OUT OF CONTROL - is it stable, predicatable, prefit.
- Process Capability IN CONTROL BUT NOT CAPABLE.
- BEST is in Control and Capable.
What are some out-of-control symptoms?
UCL
Zone A 2%
Zone B 14% 95%
Zone C(center) 34% 68%
Zone C(center) 34%
Zone B 14%
Zone A 2%
LCL

Process out of control -
- 1 or more points are outside the control limits.
- 7 consecutive points are on the same side of the centerline.
- 7 consecutive inervals are either entirely increasing or entirely decreasing.
- 2 out of 3 consecutive points ar in the same Zone A or beyond.
- 4 out of 5 consecutive points are in the same Zone B or beyond.
- 14 consecutive points alternate up and down repeatedly.
- 14 consecutive points are in either Zone C (i.e. in cener third) something changed to input.
Should control limits be re-calculated everytime a new data point is plotted?
NO.

Reasons for recalculating limits:
- initial limit based on small amount.
- a deliberate process change is made.
- process improvement activities have resulted in demonstrated and sustained changes in the averages, standard deviation, or both.
- Someone up steam hs changed something - change control limit.
Process stability, capability, and flexibility. What are they?
- Stable - process that has oly common cause vriation.
- Capable - Process that is stable and meets current customer requiremetns, spec limits.
- Flexible - A process which is capable of meeting future customer requirements.
What are the 5S System?
- Sort - Identify what is needed.
- Set in Order - Determine a place for needed items...identify the storage place with clear markings.
- Shine - clean the office and maintain the equipment.
- Standardize - Office procedures, systems, and policies.
- Sustain - Review regularly the SOPs and insure compliance.
It promotes SAFETY.
Documenting the project.
- Project notebook.
- Formal project reports
- Communication of results.
- Creating a project Storyboard.
Additional tools for reducing cycle time and improving workflow.
- SMED (Single Minute Exchange of Dics) - quick changeovers.
- Single piece flow vs. batch.
- Cell Designs / Layouts.
Benefits of reducing changeover time.
- Higher productivity.
- Flexibility.
- Employee Benefits - simpler/safer.
- Standardization - right equips and tools at right place at right time.
Changeover...
- Inernal Steps - done when equipment is turned off.
- External Steps - done while equipment is still operating.
- Changeover time - time from when last good part comes off machine until the first good part comes off after the changeover.
Tools for validaing improvements.
- Hypothesis tesing.
- Run charts.
- Box plots.
- Summary Stats.
FMEAs
- 3 types - Process, Product, and Defect.
- Risk Priority Number (RPN) = Severity x Occurrence x Escaped Detection.
- High RNs should get highest priority.
Poka Yoke means?
To "mistake Proof".