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SSGB
Six Sigma Green Belt
Member of American Society for Quality
Zabeel International 04 3974905 Manager of Quality CMQ by ASQ Page 1 of 11
Course : Six Sigma Green Belt
……………………………………………………..…………………………………………………………………
Overview
Six Sigma professionals exist at every level – each with a different role to play. While implementations and
roles may vary, here is a basic guide to who does what.
At the project level, there are black belts, master black belts, green belts, yellow belts and white belts. These
people conduct projects and implement improvements.

White Belt: Can work on local problem-solving teams that support overall projects, but may not be
part of a Six Sigma project team. Understands basic Six Sigma concepts from an awareness
perspective.



Yellow Belt: Participates as a project team member. Reviews process improvements that support the project.




Green Belt: Assists with data collection and analysis for Black Belt projects. Leads Green Belt projects
or teams.


Black Belt: Leads problem-solving projects. Trains and coaches project teams.




Master Black Belt: Trains and coaches Black Belts and Green Belts. Functions more at the Six Sigma program
level by developing key metrics and the strategic direction. Acts as an organization’s Six

Sigma technologist and internal consultant.
Every project needs organizational support. Six Sigma executives and champions set the direction for selecting
and deploying projects. They ensure, at a high level, that projects succeed, add value and fit within the
organizational plan.
 Champions: Translate the company’s vision, mission, goals and metrics to create an organizational
deployment plan and identify individual projects. Identify resources and remove roadblocks.

 Executives: Provide overall alignment by establishing the strategic focus of the Six Sigma program
within the context of the organization’s culture and vision.
----------------------------------------------------------------------------
Six Sigma Green Belt
The Six Sigma Green Belt operates in support of or under the supervision of a Six Sigma Black Belt, analyzes and
solves quality problems and is involved in quality improvement projects. A Green Belt is someone with at least
three years of work experience who wants to demonstrate his or her knowledge of Six Sigma tools and processes
Zabeel International 04 3974905 Manager of Quality CMQ by ASQ Page 2 of 11
Required Experience
The Six Sigma Green Belt requires three years of work experience in one or more areas of the Six Sigma
Green Belt Body of Knowledge. This certification is NOT a requirement for Six Sigma Black Belt Certification.
Minimum Expectations for a Certified Six Sigma Green Belt
 Operates in support of or under the supervision of a Six Sigma Black Belt
 Analyzes and solves quality problems
 Involved in quality improvement projects
 Participated in a project, but has not led a project
 Has at least three years of work experience
 Has ability to demonstrate their knowledge of Six Sigma tools and processes
----------------------------------------------------------------------------------------------------------------------------------
Exam location:
ASQ will arrange an exam site for you in the United Arab Emirates- Abu Dhabi/Dubai. Please
list United Arab Emirates/Abu Dhabi/Dubai 2524 in the exam location country area on the
certification application.
You will receive exam site information two to three weeks prior to the exam.
Exam dates- visit www.asq.org for the dates.
Examination Format:
Each certification candidate is required to pass a written examination that consists of multiple
choice questions that measure comprehension of the Body of Knowledge. The Six Sigma
Green Belt Certification is a four-hour, 100 multiple-choice question examination. It is offered
in the English language only.
Examinations are conducted twice a year, in June and December, by local ASQ sections and
international organizations. All examinations are open-book. Each participant must bring his or
her own reference materials. Use of reference materials and calculators is explained in the
seating letter provided to applicants.
Zabeel International 04 3974905 Manager of Quality CMQ by ASQ Page 3 of 11
About Zabeel Institute:
Zabeel Institute, established in 1988, is a leading Educational and Training Institute for
executives in Dubai and is accredited by the Ministry of Education, UAE. We offer training
programs to professionals from various industries like Administration, Engineering,
Construction, Projects, Accounts & Finance, and Management, Languages etc.
The Zabeel Advantage

20 Years Experience in training Professional Executives


Achiever of many QUALITY AWARDS for training from 1988 till date


Qualified & Certified Trainers


Sophisticated Lab with High end machines


Certificates attested by the Ministry of Education, UAE


Vast resource materials for reference and course materials


Free online support for further assistance


Free follow up orientation seminars & workshops & placement assistance

Zabeel International 04 3974905 Manager of Quality CMQ by ASQ Page 4 of 11
Vision
Unifying people at all levels towards a common Goal,
empower with creativity and critical thinking. We
provide a sound foundation for Education and
Empower an Enterprise by building on its strengths
Mission Statement:
Zabeel institute’s mission is to mould high quality professionals in Business, Administration,
Management, Engineering & Finance Etc… additionally, to provide learners with the
opportunity to understand facts and ideas, to think analytically & creatively, to impress
conclusions clearly by promoting intellectual inquiry, which encompasses their cultural, social
and professional development.
……………………………………………………………………………………………………………
Further Information:
Information about the course can be found on the Zabeel website www. Zabeelinstitute.ae or by
telephoning the Zabeel Institute Course Consultants on 00971 4 3974905 , of fax to 00971 4
3974906 or email to mail@zabeelinstitute.ae.
………………………………………………………………………………………………………………………
Other courses offered by Zabeel International:
CMQ/OE Certification awarded by ASQ,
Other certifications :( please contact the office for further details0
1 Certification in Quality Management ,accredited by the Ministry of Education UAE
2 CQM- “Certified Quality Manager” ,awarded by the ACI, USA
( American Certification Institute).
3 Advanced Diploma in Quality Management ,
awarded by the College of London, UK.
Please contact the office for further information
--------------------------------------------------------------------------------------
Zabeel International 04 3974905 Manager of Quality CMQ by ASQ Page 5 of 11
Course Contents
Body of Knowledge
Included in this body of knowledge are explanations (subtext) and cognitive levels for each topic or subtopic in the
test. These details will be used by the Examination Development Committee as guidelines for writing test questions
and are designed to help candidates prepare for the exam by identifying specific content within each topic that can
be tested. Except where specified, the subtext is not intended to limit the subject or be all-inclusive of what might be
covered in an exam but is intended to clarify how topics are related to the role of the Certified Six Sigma Green Belt.
The descriptor in parentheses at the end of each subtext entry refers to the highest cognitive level at which the topic
will be tested. A complete description of cognitive levels is provided at the end of this document.
I. Overview: Six Sigma and the Organization (15 Questions)
A. Six sigma and organizational goals
1. Value of six sigma
Recognize why organizations use six sigma, how they apply its philosophy and
goals, and the origins of six sigma (Juran, Deming, Shewhart, etc.). Describe how
process inputs, outputs, and feedback impact the larger organization. (Understand)
2. Organizational drivers and metrics
Recognize key drivers for business (profit, market share, customer satisfaction,
efficiency, product differentiation) and how key metrics and scorecards are
developed and impact the entire organization. (Understand)
3. Organizational goals and six sigma projects
Describe the project selection process including knowing when to use six sigma
improvement methodology (DMAIC) as opposed to other problem-solving tools, and
confirm that the project supports and is linked to organizational goals. (Understand)
B. Lean principles in the organization
1. Lean concepts and tools
Define and describe concepts such as value chain, flow, pull, perfection, etc., and
tools commonly used to eliminate waste, including kaizen, 5S, error-proofing, value-
stream mapping, etc. (Understand)
2. Value-added and non-value-added activities
Identify waste in terms of excess inventory, space, test inspection, rework,
transportation, storage, etc., and reduce cycle time to improve throughput. (Understand)
3. Theory of constraints
Describe the theory of constraints. (Understand)
C. Design for Six Sigma (DFSS) in the organization
1. Quality function deployment (QFD)
Describe how QFD fits into the overall DFSS process. (Understand) (Note:
the application of QFD is covered in II.A.6.)
2. Design and process failure mode and effects analysis (DFMEA & PFMEA) Define
and distinguish between design FMEA (DFMEA) and process (PFMEA) and interpret
associated data. (Analyze) (Note: the application of FMEA is covered in II.D.2.)
3. Road maps for DFSS
Describe and distinguish between DMADV (define, measure, analyze, design, verify)
and IDOV (identify, design, optimize, verify), identify how they relate to DMAIC and
how they help close the loop on improving the end product/process during the design
(DFSS) phase. (Understand)
II. Six Sigma – Define (25 Questions)
A.Process Management for Projects
1. Process elements
Define and describe process components and boundaries. Recognize how processes
cross various functional areas and the challenges that result for process improvement
efforts. (Analyze)
Zabeel International 04 3974905 Manager of Quality CMQ by ASQ Page 6 of 11
2. Owners and stakeholders
Identify process owners, internal and external customers, and other stakeholders in a
project. (Apply)
3. Identify customers
Identify and classify internal and external customers as applicable to a particular project,
and show how projects impact customers. (Apply)
4. Collect customer data
Use various methods to collect customer feedback (e.g., surveys, focus groups,
interviews, observation) and identify the key elements that make these tools effective.
Review survey questions to eliminate bias, vagueness, etc. (Apply)
5. Analyze customer data
Use graphical, statistical, and qualitative tools to analyze customer feedback. (Analyze)
6. Translate customer requirements
Assist in translating customer feedback into project goals and objectives, including
critical to quality (CTQ) attributes and requirements statements. Use voice of the
customer analysis tools such as quality function deployment (QFD) to translate
customer requirements into performance measures. (Apply)
B. Project management basics
1. Project charter and problem statement
Define and describe elements of a project charter and develop a problem
statement, including baseline and improvement goals. (Apply)
2. Project scope
Assist with the development of project definition/scope using Pareto charts,
process maps, etc. (Apply)
3. Project metrics
Assist with the development of primary and consequential metrics (e.g., quality,
cycle time, cost) and establish key project metrics that relate to the voice of the
customer. (Apply)
4. Project planning tools
Use project tools such as Gantt charts, critical path method (CPM), and
program evaluation and review technique (PERT) charts, etc. (Apply)
5. Project documentation
Provide input and select the proper vehicle for presenting project documentation (e.g.,
spreadsheet output, storyboards, etc.) at phase reviews, management reviews and
other presentations. (Apply)
6. Project risk analysis
Describe the purpose and benefit of project risk analysis, including resources,
financials, impact on customers and other stakeholders, etc. (Understand)
7. Project closure
Describe the objectives achieved and apply the lessons learned to identify
additional opportunities. (Apply)
C. Management and planning tools
Define, select, and use 1) affinity diagrams, 2) interrelationship digraphs, 3) tree diagrams, 4)
prioritization matrices, 5) matrix diagrams, 6) process decision program (PDPC) charts, and
7) activity network diagrams. (Apply)
D. Business results for projects
1. Process performance
Calculate process performance metrics such as defects per unit (DPU), rolled throughput
yield (RTY), cost of poor quality (COPQ), defects per million opportunities (DPMO)
sigma levels and process capability indices. Track process performance measures to drive
project decisions. (Analyze)
2. Failure mode and effects analysis (FMEA)
Define and describe failure mode and effects analysis (FMEA). Describe the purpose
and use of scale criteria and calculate the risk priority number (RPN). (Analyze)
E. Team dynamics and performance
Zabeel International 04 3974905 Manager of Quality CMQ by ASQ Page 7 of 11
1. Team stages and dynamics
Define and describe the stages of team evolution, including forming, storming,
norming, performing, adjourning, and recognition. Identify and help resolve negative
dynamics such as overbearing, dominant, or reluctant participants, the unquestioned
acceptance of opinions as facts, groupthink, feuding, floundering, the rush to
accomplishment, attribution, discounts, plops, digressions, tangents, etc. (Understand)
2. Six sigma and other team roles and responsibilities
Describe and define the roles and responsibilities of participants on six sigma and
other teams, including black belt, master black belt, green belt, champion, executive,
coach, facilitator, team member, sponsor, process owner, etc. (Apply)
3. Team tools
Define and apply team tools such as brainstorming, nominal group technique, multi-
voting, etc. (Apply)
4. Communication
Use effective and appropriate communication techniques for different situations
to overcome barriers to project success. (Apply)
III. Six Sigma – Measure (30 Questions)
A. Process analysis and documentation
1. Process modeling
Develop and review process maps, written procedures, work instructions, flowcharts,
etc. (Analyze)
2. Process inputs and outputs
Identify process input variables and process output variables (SIPOC), and document their
relationships through cause and effect diagrams, relational matrices, etc. (Analyze)
B. Probability and statistics
1. Drawing valid statistical conclusions
Distinguish between enumerative (descriptive) and analytical (inferential) studies,
and distinguish between a population parameter and a sample statistic. (Apply)
2. Central limit theorem and sampling distribution of the mean
Define the central limit theorem and describe its significance in the application
of inferential statistics for confidence intervals, control charts, etc. (Apply)
3. Basic probability concepts
Describe and apply concepts such as independence, mutually exclusive,
multiplication rules, etc. (Apply)
C. Collecting and summarizing data
1. Types of data and measurement scales
Identify and classify continuous (variables) and discrete (attributes) data. Describe
and define nominal, ordinal, interval, and ratio measurement scales. (Analyze)
2. Data collection methods
Define and apply methods for collecting data such as check sheets, coded data,
etc. (Apply)
3. Techniques for assuring data accuracy and integrity
Define and apply techniques such as random sampling, stratified sampling,
sample homogeneity, etc. (Apply)
4. Descriptive statistics
Define, compute, and interpret measures of dispersion and central tendency, and
construct and interpret frequency distributions and cumulative frequency
distributions. (Analyze)
5. Graphical methods
Depict relationships by constructing, applying and interpreting diagrams and charts such
as stem-and-leaf plots, box-and-whisker plots, run charts, scatter diagrams, Pareto charts,
etc. Depict distributions by constructing, applying and interpreting diagrams such as
histograms, normal probability plots, etc. (Create)
D. Probability distributions
Describe and interpret normal, binomial, and Poisson, chi square, Student’s t, and F distributions.
(Apply)
Zabeel International 04 3974905 Manager of Quality CMQ by ASQ Page 8 of 11
E. Measurement system analysis
Calculate, analyze, and interpret measurement system capability using repeatability and
reproducibility (GR&R), measurement correlation, bias, linearity, percent agreement,
and precision/tolerance (P/T). (Evaluate)
F. Process capability and performance
1. Process capability studies
Identify, describe, and apply the elements of designing and conducting process capability
studies, including identifying characteristics, identifying specifications and tolerances,
developing sampling plans, and verifying stability and normality. (Evaluate)
2. Process performance vs. specification
Distinguish between natural process limits and specification limits, and calculate process
performance metrics such as percent defective. (Evaluate)
3. Process capability indices
Define, select, and calculate Cp and Cpk, and assess process capability. (Evaluate)
4. Process performance indices
Define, select, and calculate Pp, Ppk, Cpm, and assess process performance. (Evaluate)
5. Short-term vs. long-term capability
Describe the assumptions and conventions that are appropriate when only short-term data
are collected and when only attributes data are available. Describe the changes in
relationships that occur when long-term data are used, and interpret the relationship
between long- and short-term capability as it relates to a 1.5 sigma shift. (Evaluate)
6. Process capability for attributes data
Compute the sigma level for a process and describe its relationship to Ppk. (Apply)
IV. Six Sigma – Analyze (15 Questions)
A. Exploratory data analysis
1. Multi-vari studies
Create and interpret multi-vari studies to interpret the difference between positional,
cyclical, and temporal variation; apply sampling plans to investigate the largest
sources of variation. (Create)
2. Simple linear correlation and regression
Interpret the correlation coefficient and determine its statistical significance (p-value);
recognize the difference between correlation and causation. Interpret the linear
regression equation and determine its statistical significance (p-value). Use regression
models for estimation and prediction. (Evaluate)
B. Hypothesis testing
1. Basics
Define and distinguish between statistical and practical significance and apply tests for
significance level, power, type I and type II errors. Determine appropriate sample size
for various test. (Apply).
2. Tests for means, variances, and proportions
Define, compare, and contrast statistical and practical significance. (Apply)
3. Paired-comparison tests
Define and describe paired-comparison parametric hypothesis tests. (Understand)
4. Single-factor analysis of variance (ANOVA)
Define terms related to one-way ANOVAs and interpret their results and data
plots. (Apply)
5. Chi square
Define and interpret chi square and use it to determine statistical significance. (Analyze)
V. Six Sigma – Improve & Control (15 Questions)
A. Design of experiments (DOE)
1. Basic terms
Define and describe basic DOE terms such as independent and dependent variables,
factors and levels, response, treatment, error, repetition, and replication. (Understand)
2. Main effects
Interpret main effects and interaction plots. (Apply)
B. Statistical process control (SPC)
Zabeel International 04 3974905 Manager of Quality CMQ by ASQ Page 9 of 11
1. Objectives and benefits
Describe the objectives and benefits of SPC, including controlling process
performance, identifying special and common causes, etc. (Analyze)
2. Rational subgrouping
Define and describe how rational subgrouping is used. (Understand)
3. Selection and application of control charts
Identify, select, construct, and apply the following types of control charts: −R, −s,
individuals and moving range (ImR / XmR), median ( ), p, np, c, and u. (Apply)
4. Analysis of control charts
Interpret control charts and distinguish between common and special causes using
rules for determining statistical control. (Analyze)
C. Implement and validate solutions
Use various improvement methods such as brainstorming, main effects analysis, multi-vari
studies, FMEA, measurement system capability re-analysis, and post-improvement capability
analysis to identify, implement, and validate solutions through F-test, t-test, etc . (Create)
D. Control plan
Assist in developing a control plan to document and hold the gains, and assist in
implementing controls and monitoring systems. (Apply)
Six Levels of Cognition based on Bloom’s Taxonomy (Revised)
In addition to content specifics, the subtext detail also indicates the intended complexity level of the test questions
for that topic. These levels are based on the Revised “Levels of Cognition” (from Bloom’s Taxonomy, 2001) and are
presented below in rank order, from least complex to most complex.
Remember
Be able to remember or recognize terminology, definitions, facts, ideas, materials, patterns, sequences,
methodologies, principles, etc. (Also commonly referred to as recognition, recall, or rote knowledge)
Understand
Be able to read and understand descriptions, communications, reports, tables, diagrams, directions, regulations, etc.
Apply
Be able to apply ideas, procedures, methods, formulas, principles, theories, etc., in job-related situations.
Analyze
Be able to break down information into its constituent parts and recognize the parts’ relationship to one another
and how they are organized; identify sublevel factors or salient data from a complex scenario.
Evaluate
Be able to make judgments regarding the value of proposed ideas, solutions, methodologies, etc., by using
appropriate criteria or standards to estimate accuracy, effectiveness, economic benefits, etc.
Create
Be able to put parts or elements together in such a way as to show a pattern or structure not clearly there before;
able to identify which data or information from a complex set is appropriate to examine further or from which
supported conclusions can be drawn.
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Six Sigma Green Belt Certification Exam Prep

  • 1. SSGB Six Sigma Green Belt Member of American Society for Quality Zabeel International 04 3974905 Manager of Quality CMQ by ASQ Page 1 of 11
  • 2. Course : Six Sigma Green Belt ……………………………………………………..………………………………………………………………… Overview Six Sigma professionals exist at every level – each with a different role to play. While implementations and roles may vary, here is a basic guide to who does what. At the project level, there are black belts, master black belts, green belts, yellow belts and white belts. These people conduct projects and implement improvements.  White Belt: Can work on local problem-solving teams that support overall projects, but may not be part of a Six Sigma project team. Understands basic Six Sigma concepts from an awareness perspective.    Yellow Belt: Participates as a project team member. Reviews process improvements that support the project.     Green Belt: Assists with data collection and analysis for Black Belt projects. Leads Green Belt projects or teams.   Black Belt: Leads problem-solving projects. Trains and coaches project teams.     Master Black Belt: Trains and coaches Black Belts and Green Belts. Functions more at the Six Sigma program level by developing key metrics and the strategic direction. Acts as an organization’s Six  Sigma technologist and internal consultant. Every project needs organizational support. Six Sigma executives and champions set the direction for selecting and deploying projects. They ensure, at a high level, that projects succeed, add value and fit within the organizational plan.  Champions: Translate the company’s vision, mission, goals and metrics to create an organizational deployment plan and identify individual projects. Identify resources and remove roadblocks.   Executives: Provide overall alignment by establishing the strategic focus of the Six Sigma program within the context of the organization’s culture and vision. ---------------------------------------------------------------------------- Six Sigma Green Belt The Six Sigma Green Belt operates in support of or under the supervision of a Six Sigma Black Belt, analyzes and solves quality problems and is involved in quality improvement projects. A Green Belt is someone with at least three years of work experience who wants to demonstrate his or her knowledge of Six Sigma tools and processes Zabeel International 04 3974905 Manager of Quality CMQ by ASQ Page 2 of 11
  • 3. Required Experience The Six Sigma Green Belt requires three years of work experience in one or more areas of the Six Sigma Green Belt Body of Knowledge. This certification is NOT a requirement for Six Sigma Black Belt Certification. Minimum Expectations for a Certified Six Sigma Green Belt  Operates in support of or under the supervision of a Six Sigma Black Belt  Analyzes and solves quality problems  Involved in quality improvement projects  Participated in a project, but has not led a project  Has at least three years of work experience  Has ability to demonstrate their knowledge of Six Sigma tools and processes ---------------------------------------------------------------------------------------------------------------------------------- Exam location: ASQ will arrange an exam site for you in the United Arab Emirates- Abu Dhabi/Dubai. Please list United Arab Emirates/Abu Dhabi/Dubai 2524 in the exam location country area on the certification application. You will receive exam site information two to three weeks prior to the exam. Exam dates- visit www.asq.org for the dates. Examination Format: Each certification candidate is required to pass a written examination that consists of multiple choice questions that measure comprehension of the Body of Knowledge. The Six Sigma Green Belt Certification is a four-hour, 100 multiple-choice question examination. It is offered in the English language only. Examinations are conducted twice a year, in June and December, by local ASQ sections and international organizations. All examinations are open-book. Each participant must bring his or her own reference materials. Use of reference materials and calculators is explained in the seating letter provided to applicants. Zabeel International 04 3974905 Manager of Quality CMQ by ASQ Page 3 of 11
  • 4. About Zabeel Institute: Zabeel Institute, established in 1988, is a leading Educational and Training Institute for executives in Dubai and is accredited by the Ministry of Education, UAE. We offer training programs to professionals from various industries like Administration, Engineering, Construction, Projects, Accounts & Finance, and Management, Languages etc. The Zabeel Advantage  20 Years Experience in training Professional Executives   Achiever of many QUALITY AWARDS for training from 1988 till date   Qualified & Certified Trainers   Sophisticated Lab with High end machines   Certificates attested by the Ministry of Education, UAE   Vast resource materials for reference and course materials   Free online support for further assistance   Free follow up orientation seminars & workshops & placement assistance  Zabeel International 04 3974905 Manager of Quality CMQ by ASQ Page 4 of 11
  • 5. Vision Unifying people at all levels towards a common Goal, empower with creativity and critical thinking. We provide a sound foundation for Education and Empower an Enterprise by building on its strengths Mission Statement: Zabeel institute’s mission is to mould high quality professionals in Business, Administration, Management, Engineering & Finance Etc… additionally, to provide learners with the opportunity to understand facts and ideas, to think analytically & creatively, to impress conclusions clearly by promoting intellectual inquiry, which encompasses their cultural, social and professional development. …………………………………………………………………………………………………………… Further Information: Information about the course can be found on the Zabeel website www. Zabeelinstitute.ae or by telephoning the Zabeel Institute Course Consultants on 00971 4 3974905 , of fax to 00971 4 3974906 or email to mail@zabeelinstitute.ae. ……………………………………………………………………………………………………………………… Other courses offered by Zabeel International: CMQ/OE Certification awarded by ASQ, Other certifications :( please contact the office for further details0 1 Certification in Quality Management ,accredited by the Ministry of Education UAE 2 CQM- “Certified Quality Manager” ,awarded by the ACI, USA ( American Certification Institute). 3 Advanced Diploma in Quality Management , awarded by the College of London, UK. Please contact the office for further information -------------------------------------------------------------------------------------- Zabeel International 04 3974905 Manager of Quality CMQ by ASQ Page 5 of 11
  • 6. Course Contents Body of Knowledge Included in this body of knowledge are explanations (subtext) and cognitive levels for each topic or subtopic in the test. These details will be used by the Examination Development Committee as guidelines for writing test questions and are designed to help candidates prepare for the exam by identifying specific content within each topic that can be tested. Except where specified, the subtext is not intended to limit the subject or be all-inclusive of what might be covered in an exam but is intended to clarify how topics are related to the role of the Certified Six Sigma Green Belt. The descriptor in parentheses at the end of each subtext entry refers to the highest cognitive level at which the topic will be tested. A complete description of cognitive levels is provided at the end of this document. I. Overview: Six Sigma and the Organization (15 Questions) A. Six sigma and organizational goals 1. Value of six sigma Recognize why organizations use six sigma, how they apply its philosophy and goals, and the origins of six sigma (Juran, Deming, Shewhart, etc.). Describe how process inputs, outputs, and feedback impact the larger organization. (Understand) 2. Organizational drivers and metrics Recognize key drivers for business (profit, market share, customer satisfaction, efficiency, product differentiation) and how key metrics and scorecards are developed and impact the entire organization. (Understand) 3. Organizational goals and six sigma projects Describe the project selection process including knowing when to use six sigma improvement methodology (DMAIC) as opposed to other problem-solving tools, and confirm that the project supports and is linked to organizational goals. (Understand) B. Lean principles in the organization 1. Lean concepts and tools Define and describe concepts such as value chain, flow, pull, perfection, etc., and tools commonly used to eliminate waste, including kaizen, 5S, error-proofing, value- stream mapping, etc. (Understand) 2. Value-added and non-value-added activities Identify waste in terms of excess inventory, space, test inspection, rework, transportation, storage, etc., and reduce cycle time to improve throughput. (Understand) 3. Theory of constraints Describe the theory of constraints. (Understand) C. Design for Six Sigma (DFSS) in the organization 1. Quality function deployment (QFD) Describe how QFD fits into the overall DFSS process. (Understand) (Note: the application of QFD is covered in II.A.6.) 2. Design and process failure mode and effects analysis (DFMEA & PFMEA) Define and distinguish between design FMEA (DFMEA) and process (PFMEA) and interpret associated data. (Analyze) (Note: the application of FMEA is covered in II.D.2.) 3. Road maps for DFSS Describe and distinguish between DMADV (define, measure, analyze, design, verify) and IDOV (identify, design, optimize, verify), identify how they relate to DMAIC and how they help close the loop on improving the end product/process during the design (DFSS) phase. (Understand) II. Six Sigma – Define (25 Questions) A.Process Management for Projects 1. Process elements Define and describe process components and boundaries. Recognize how processes cross various functional areas and the challenges that result for process improvement efforts. (Analyze) Zabeel International 04 3974905 Manager of Quality CMQ by ASQ Page 6 of 11
  • 7. 2. Owners and stakeholders Identify process owners, internal and external customers, and other stakeholders in a project. (Apply) 3. Identify customers Identify and classify internal and external customers as applicable to a particular project, and show how projects impact customers. (Apply) 4. Collect customer data Use various methods to collect customer feedback (e.g., surveys, focus groups, interviews, observation) and identify the key elements that make these tools effective. Review survey questions to eliminate bias, vagueness, etc. (Apply) 5. Analyze customer data Use graphical, statistical, and qualitative tools to analyze customer feedback. (Analyze) 6. Translate customer requirements Assist in translating customer feedback into project goals and objectives, including critical to quality (CTQ) attributes and requirements statements. Use voice of the customer analysis tools such as quality function deployment (QFD) to translate customer requirements into performance measures. (Apply) B. Project management basics 1. Project charter and problem statement Define and describe elements of a project charter and develop a problem statement, including baseline and improvement goals. (Apply) 2. Project scope Assist with the development of project definition/scope using Pareto charts, process maps, etc. (Apply) 3. Project metrics Assist with the development of primary and consequential metrics (e.g., quality, cycle time, cost) and establish key project metrics that relate to the voice of the customer. (Apply) 4. Project planning tools Use project tools such as Gantt charts, critical path method (CPM), and program evaluation and review technique (PERT) charts, etc. (Apply) 5. Project documentation Provide input and select the proper vehicle for presenting project documentation (e.g., spreadsheet output, storyboards, etc.) at phase reviews, management reviews and other presentations. (Apply) 6. Project risk analysis Describe the purpose and benefit of project risk analysis, including resources, financials, impact on customers and other stakeholders, etc. (Understand) 7. Project closure Describe the objectives achieved and apply the lessons learned to identify additional opportunities. (Apply) C. Management and planning tools Define, select, and use 1) affinity diagrams, 2) interrelationship digraphs, 3) tree diagrams, 4) prioritization matrices, 5) matrix diagrams, 6) process decision program (PDPC) charts, and 7) activity network diagrams. (Apply) D. Business results for projects 1. Process performance Calculate process performance metrics such as defects per unit (DPU), rolled throughput yield (RTY), cost of poor quality (COPQ), defects per million opportunities (DPMO) sigma levels and process capability indices. Track process performance measures to drive project decisions. (Analyze) 2. Failure mode and effects analysis (FMEA) Define and describe failure mode and effects analysis (FMEA). Describe the purpose and use of scale criteria and calculate the risk priority number (RPN). (Analyze) E. Team dynamics and performance Zabeel International 04 3974905 Manager of Quality CMQ by ASQ Page 7 of 11
  • 8. 1. Team stages and dynamics Define and describe the stages of team evolution, including forming, storming, norming, performing, adjourning, and recognition. Identify and help resolve negative dynamics such as overbearing, dominant, or reluctant participants, the unquestioned acceptance of opinions as facts, groupthink, feuding, floundering, the rush to accomplishment, attribution, discounts, plops, digressions, tangents, etc. (Understand) 2. Six sigma and other team roles and responsibilities Describe and define the roles and responsibilities of participants on six sigma and other teams, including black belt, master black belt, green belt, champion, executive, coach, facilitator, team member, sponsor, process owner, etc. (Apply) 3. Team tools Define and apply team tools such as brainstorming, nominal group technique, multi- voting, etc. (Apply) 4. Communication Use effective and appropriate communication techniques for different situations to overcome barriers to project success. (Apply) III. Six Sigma – Measure (30 Questions) A. Process analysis and documentation 1. Process modeling Develop and review process maps, written procedures, work instructions, flowcharts, etc. (Analyze) 2. Process inputs and outputs Identify process input variables and process output variables (SIPOC), and document their relationships through cause and effect diagrams, relational matrices, etc. (Analyze) B. Probability and statistics 1. Drawing valid statistical conclusions Distinguish between enumerative (descriptive) and analytical (inferential) studies, and distinguish between a population parameter and a sample statistic. (Apply) 2. Central limit theorem and sampling distribution of the mean Define the central limit theorem and describe its significance in the application of inferential statistics for confidence intervals, control charts, etc. (Apply) 3. Basic probability concepts Describe and apply concepts such as independence, mutually exclusive, multiplication rules, etc. (Apply) C. Collecting and summarizing data 1. Types of data and measurement scales Identify and classify continuous (variables) and discrete (attributes) data. Describe and define nominal, ordinal, interval, and ratio measurement scales. (Analyze) 2. Data collection methods Define and apply methods for collecting data such as check sheets, coded data, etc. (Apply) 3. Techniques for assuring data accuracy and integrity Define and apply techniques such as random sampling, stratified sampling, sample homogeneity, etc. (Apply) 4. Descriptive statistics Define, compute, and interpret measures of dispersion and central tendency, and construct and interpret frequency distributions and cumulative frequency distributions. (Analyze) 5. Graphical methods Depict relationships by constructing, applying and interpreting diagrams and charts such as stem-and-leaf plots, box-and-whisker plots, run charts, scatter diagrams, Pareto charts, etc. Depict distributions by constructing, applying and interpreting diagrams such as histograms, normal probability plots, etc. (Create) D. Probability distributions Describe and interpret normal, binomial, and Poisson, chi square, Student’s t, and F distributions. (Apply) Zabeel International 04 3974905 Manager of Quality CMQ by ASQ Page 8 of 11
  • 9. E. Measurement system analysis Calculate, analyze, and interpret measurement system capability using repeatability and reproducibility (GR&R), measurement correlation, bias, linearity, percent agreement, and precision/tolerance (P/T). (Evaluate) F. Process capability and performance 1. Process capability studies Identify, describe, and apply the elements of designing and conducting process capability studies, including identifying characteristics, identifying specifications and tolerances, developing sampling plans, and verifying stability and normality. (Evaluate) 2. Process performance vs. specification Distinguish between natural process limits and specification limits, and calculate process performance metrics such as percent defective. (Evaluate) 3. Process capability indices Define, select, and calculate Cp and Cpk, and assess process capability. (Evaluate) 4. Process performance indices Define, select, and calculate Pp, Ppk, Cpm, and assess process performance. (Evaluate) 5. Short-term vs. long-term capability Describe the assumptions and conventions that are appropriate when only short-term data are collected and when only attributes data are available. Describe the changes in relationships that occur when long-term data are used, and interpret the relationship between long- and short-term capability as it relates to a 1.5 sigma shift. (Evaluate) 6. Process capability for attributes data Compute the sigma level for a process and describe its relationship to Ppk. (Apply) IV. Six Sigma – Analyze (15 Questions) A. Exploratory data analysis 1. Multi-vari studies Create and interpret multi-vari studies to interpret the difference between positional, cyclical, and temporal variation; apply sampling plans to investigate the largest sources of variation. (Create) 2. Simple linear correlation and regression Interpret the correlation coefficient and determine its statistical significance (p-value); recognize the difference between correlation and causation. Interpret the linear regression equation and determine its statistical significance (p-value). Use regression models for estimation and prediction. (Evaluate) B. Hypothesis testing 1. Basics Define and distinguish between statistical and practical significance and apply tests for significance level, power, type I and type II errors. Determine appropriate sample size for various test. (Apply). 2. Tests for means, variances, and proportions Define, compare, and contrast statistical and practical significance. (Apply) 3. Paired-comparison tests Define and describe paired-comparison parametric hypothesis tests. (Understand) 4. Single-factor analysis of variance (ANOVA) Define terms related to one-way ANOVAs and interpret their results and data plots. (Apply) 5. Chi square Define and interpret chi square and use it to determine statistical significance. (Analyze) V. Six Sigma – Improve & Control (15 Questions) A. Design of experiments (DOE) 1. Basic terms Define and describe basic DOE terms such as independent and dependent variables, factors and levels, response, treatment, error, repetition, and replication. (Understand) 2. Main effects Interpret main effects and interaction plots. (Apply) B. Statistical process control (SPC) Zabeel International 04 3974905 Manager of Quality CMQ by ASQ Page 9 of 11
  • 10. 1. Objectives and benefits Describe the objectives and benefits of SPC, including controlling process performance, identifying special and common causes, etc. (Analyze) 2. Rational subgrouping Define and describe how rational subgrouping is used. (Understand) 3. Selection and application of control charts Identify, select, construct, and apply the following types of control charts: −R, −s, individuals and moving range (ImR / XmR), median ( ), p, np, c, and u. (Apply) 4. Analysis of control charts Interpret control charts and distinguish between common and special causes using rules for determining statistical control. (Analyze) C. Implement and validate solutions Use various improvement methods such as brainstorming, main effects analysis, multi-vari studies, FMEA, measurement system capability re-analysis, and post-improvement capability analysis to identify, implement, and validate solutions through F-test, t-test, etc . (Create) D. Control plan Assist in developing a control plan to document and hold the gains, and assist in implementing controls and monitoring systems. (Apply) Six Levels of Cognition based on Bloom’s Taxonomy (Revised) In addition to content specifics, the subtext detail also indicates the intended complexity level of the test questions for that topic. These levels are based on the Revised “Levels of Cognition” (from Bloom’s Taxonomy, 2001) and are presented below in rank order, from least complex to most complex. Remember Be able to remember or recognize terminology, definitions, facts, ideas, materials, patterns, sequences, methodologies, principles, etc. (Also commonly referred to as recognition, recall, or rote knowledge) Understand Be able to read and understand descriptions, communications, reports, tables, diagrams, directions, regulations, etc. Apply Be able to apply ideas, procedures, methods, formulas, principles, theories, etc., in job-related situations. Analyze Be able to break down information into its constituent parts and recognize the parts’ relationship to one another and how they are organized; identify sublevel factors or salient data from a complex scenario. Evaluate Be able to make judgments regarding the value of proposed ideas, solutions, methodologies, etc., by using appropriate criteria or standards to estimate accuracy, effectiveness, economic benefits, etc. Create Be able to put parts or elements together in such a way as to show a pattern or structure not clearly there before; able to identify which data or information from a complex set is appropriate to examine further or from which supported conclusions can be drawn. Zabeel International 04 3974905 Manager of Quality CMQ by ASQ Page 10 of 11
  • 11. Zabeel International 04 3974905 Manager of Quality CMQ by ASQ Page 11 of 11