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    Free ASQ Certified Six Sigma Yellow Belt Sample Questions

    35 free sample questions from our bank of 342+, covering every exam domain, with answers and detailed explanations. Updated September 2026.

    Domain 1: Six Sigma Fundamentals

    Subdomain 1.2: Lean foundations and principles

    1.What is the main function of a poka-yoke device or procedure in a lean process?

    1. A.Preventing or immediately flagging human errors before a defect can occur
    2. B.Calculating the sigma level achieved by a completed process
    3. C.Scheduling preventive maintenance intervals for production equipment
    4. D.Recording cycle time data for statistical process control charts
    Show answer & explanation

    Correct answer: APreventing or immediately flagging human errors before a defect can occur

    • A. This is correct because poka-yoke, or mistake-proofing, is designed to make a human error either physically impossible or immediately obvious, stopping a defect before it happens.
    • B. Calculating a sigma level is a Six Sigma statistical measurement activity and has no relationship to error-proofing a process step.
    • C. Scheduling maintenance intervals addresses equipment reliability, which is a different concern from preventing operator mistakes.
    • D. Recording cycle time for control charts is a data-collection activity used for statistical monitoring, not a mistake-proofing mechanism.

    Subdomain 1.1: Six sigma foundations and principles

    2.Six Sigma's primary purpose is to reduce variation within a process so that output consistently meets customer specifications.

    1. A.True
    2. B.False
    Show answer & explanation

    Correct answer: ATrue

    • A. This is true because reducing variation so process output reliably falls within specification limits is the central goal that defines the Six Sigma methodology.
    • B. This is false because the statement accurately describes Six Sigma's core purpose; variation reduction is the defining objective of the methodology, not a secondary concern.

    Subdomain 1.1: Six sigma foundations and principles

    3.A software company reduces the standard deviation of its deployment time from 45 minutes to 8 minutes after analyzing and addressing the root causes of delays. Which outcome does this change best illustrate?

    1. A.Reduced variation making the deployment process more predictable and reliable
    2. B.Increased total number of deployments completed within a single day
    3. C.Expansion of the deployment team through additional new hires
    4. D.Adoption of a completely different software deployment tool for all releases
    Show answer & explanation

    Correct answer: AReduced variation making the deployment process more predictable and reliable

    • A. This is correct because a sharp drop in standard deviation means the deployment time now clusters much more tightly around its average, which is a direct illustration of reduced variation.
    • B. This is incorrect because the scenario describes a change in the consistency of deployment time, not a stated increase in how many deployments occur per day.
    • C. This is incorrect because the scenario attributes the improvement to root-cause analysis, not to adding more people to the team.
    • D. This is incorrect because the scenario describes addressing root causes within the existing process, not a wholesale replacement of the deployment tool.

    Subdomain 1.4: Team basics

    4.Which team type is empowered to plan, schedule, and control its own daily work with minimal direct supervision from a manager?

    1. A.Self-managed team
    2. B.Cross-functional team
    3. C.Continuous improvement team
    4. D.Ad hoc task force
    Show answer & explanation

    Correct answer: ASelf-managed team

    • A. A self-managed team is granted authority over its own scheduling, work assignments, and process decisions, which is exactly the autonomy described.
    • B. A cross-functional team is defined by drawing members from multiple departments to address a shared problem, not by having authority over its own daily work.
    • C. A continuous improvement team focuses on ongoing incremental process gains in a work area but typically still reports to a supervisor for daily direction.
    • D. An ad hoc task force is formed temporarily to resolve a specific issue and usually still answers to a sponsor rather than managing itself.

    Subdomain 1.4: Team basics

    5.In Tuckman's model of team development, the "norming" stage occurs after the team has worked through initial conflict and begins to establish agreed ways of working together.

    1. A.True
    2. B.False
    Show answer & explanation

    Correct answer: ATrue

    • A. This is accurate because norming follows storming, and it is characterized by the team resolving earlier friction and settling into shared expectations and working practices.
    • B. This is inaccurate because norming does in fact follow the conflict of storming and is defined by the team establishing agreed ways of working, matching the statement.

    Subdomain 1.3: Six sigma roles and responsibilities

    6.How do the champion and sponsor roles typically relate to each other in a Six Sigma deployment?

    1. A.The sponsor collects and analyzes all process data personally while the champion only observes meetings and takes no other action.
    2. B.Both back projects, but the sponsor usually funds one project while the champion selects projects and clears obstacles.
    3. C.The champion must always hold a Black Belt certification while the sponsor must instead hold a Green Belt certification.
    4. D.The sponsor trains every new team member on quality tools while the champion only approves the final project budget.
    Show answer & explanation

    Correct answer: BBoth back projects, but the sponsor usually funds one project while the champion selects projects and clears obstacles.

    • A. Neither role is expected to personally perform statistical data collection; both operate at a management or executive level rather than doing hands-on analysis.
    • B. This is correct. Both roles provide organizational backing, but funding and authorizing a specific project is typically associated with the sponsor, while identifying and selecting projects and removing roadblocks is typically associated with the champion.
    • C. Neither role requires a specific belt certification; both are management-level positions defined by their organizational responsibilities, not by Six Sigma training level.
    • D. Training new team members on quality tools is not a defining duty of either role, which instead focus on authorization, funding, and organizational support.

    Subdomain 1.3: Six sigma roles and responsibilities

    7.What generally qualifies someone as a Six Sigma Green Belt?

    1. A.Certified only in Lean waste-elimination techniques with no exposure to DMAIC statistical methods.
    2. B.Responsible for setting the enterprise Six Sigma deployment strategy and overall program budget.
    3. C.Trained in Six Sigma methods, applying them part-time to lead smaller projects or assist Black Belts.
    4. D.Assigned exclusively to approve project charters before any project work can begin.
    Show answer & explanation

    Correct answer: CTrained in Six Sigma methods, applying them part-time to lead smaller projects or assist Black Belts.

    • A. Training at this level covers DMAIC statistical methods as well as Lean tools, not Lean techniques alone.
    • B. Setting enterprise-wide deployment strategy and budget describes a Master Black Belt or executive function, not this level of certification.
    • C. This is correct. Training in Six Sigma methods that is applied part-time, either leading smaller projects or supporting larger Black Belt-led ones, matches this level of certification.
    • D. Approving project charters is a sponsor or champion responsibility, not something tied to this certification level.

    Subdomain 1.5: Quality tools and six sigma metrics

    8.Cost of poor quality (COPQ) refers only to the costs of preventing defects before they occur, such as training and quality planning.

    1. A.True
    2. B.False
    Show answer & explanation

    Correct answer: BFalse

    • A. This is incorrect because prevention costs, such as training and quality planning, are part of the cost of good quality, not COPQ.
    • B. This statement is false because COPQ consists of internal and external failure costs, not prevention costs; prevention and appraisal spending is intended to avoid poor quality, so it falls outside COPQ.

    Subdomain 1.5: Quality tools and six sigma metrics

    9.A histogram is best described as which of the following?

    1. A.A bar chart showing the frequency distribution of continuous data
    2. B.A chart showing data points plotted in the order collected
    3. C.A chart ranking categories from most to least frequent occurrence
    4. D.A diagram sorting possible causes into categories around one effect
    Show answer & explanation

    Correct answer: AA bar chart showing the frequency distribution of continuous data

    • A. This is correct because a histogram uses adjacent bars to show how often values fall into different ranges, revealing the shape and spread of a continuous data set.
    • B. This is incorrect because plotting data points in the order collected describes a run chart, not a histogram.
    • C. This is incorrect because ranking categories from most to least frequent describes a Pareto chart, which orders discrete categories rather than showing a distribution shape.
    • D. This is incorrect because sorting possible causes into categories around one effect describes a fishbone diagram, not a distribution of measured data.

    Domain 2: Define Phase

    Subdomain 2.1: Project identification

    10.A hotel chain's customer surveys repeatedly mention 'I want to check in quickly.' The Six Sigma team translates this into a specific, measurable target. Which option correctly reflects this translation into a CTQ characteristic?

    1. A.Check-in time must be completed in 5 minutes or less for at least 95 percent of guests
    2. B.Front desk staff should be friendly and welcoming during every guest interaction
    3. C.The hotel lobby should be redecorated to create a more modern first impression
    4. D.Guests should be offered a complimentary drink upon arrival at the front desk
    Show answer & explanation

    Correct answer: ACheck-in time must be completed in 5 minutes or less for at least 95 percent of guests

    • A. This is a properly translated CTQ because it turns the vague customer statement into a specific, measurable target with a time limit and a percentage threshold that can be tracked and improved.
    • B. Friendliness is a desirable trait but is not measurable or specific, so it cannot function as a CTQ characteristic for the speed concern the customer raised.
    • C. Redecorating the lobby addresses appearance, not the customer's stated concern about check-in speed, so it does not reflect the correct translation of this VOC statement.
    • D. A complimentary drink is a service perk unrelated to check-in speed and provides no measurable target tied to the customer's actual comment.

    Subdomain 2.1: Project identification

    11.In a SIPOC diagram, the 'Process' component is typically documented at what level of detail?

    1. A.A high-level view showing five to seven major process steps, not a detailed step-by-step procedure
    2. B.A full engineering specification listing every valve setting and machine calibration value
    3. C.A detailed work instruction covering every keystroke an operator performs at each station
    4. D.A complete financial audit trail tracing every transaction through the accounting system
    Show answer & explanation

    Correct answer: AA high-level view showing five to seven major process steps, not a detailed step-by-step procedure

    • A. The Process element of a SIPOC diagram is meant to be a high-level view, typically five to seven major steps, giving a broad picture rather than a granular procedure.
    • B. Listing every valve setting and calibration value is far too granular for a SIPOC diagram, which intentionally avoids that level of engineering detail.
    • C. A keystroke-level work instruction is a detailed operational document, not the high-level process view that SIPOC is designed to capture.
    • D. A complete financial audit trail is a bookkeeping record and has no relationship to the high-level process mapping purpose of SIPOC.

    Subdomain 2.2: Project management (PM) basics

    12.A team has identified ten potential root causes of a defect and wants to visually map how strongly each cause relates to several key process outputs. Which tool fits this need?

    1. A.Matrix diagram
    2. B.Gantt chart
    3. C.Work breakdown structure
    4. D.Affinity diagram
    Show answer & explanation

    Correct answer: AMatrix diagram

    • A. This is correct because a matrix diagram is built to show the relationship, including strength, between two sets of factors, which is exactly what the team needs to compare causes against outputs.
    • B. This is incorrect because a Gantt chart displays task timing on a schedule, which has no way to represent relationship strength between causes and outputs.
    • C. This is incorrect because a work breakdown structure organizes project tasks into a hierarchy, which does not capture relationships between causes and process outputs.
    • D. This is incorrect because an affinity diagram sorts ideas into thematic groups, which does not show the strength of relationships between two distinct sets of factors.

    Subdomain 2.2: Project management (PM) basics

    13.Which of the following are considered part of the seven management and planning tools used to plan and analyze Six Sigma projects? (Select all that apply)(Select 3)

    1. A.Affinity diagram
    2. B.Activity network diagram
    3. C.Matrix diagram
    4. D.Control chart
    5. E.Gantt chart
    6. F.Cause-and-effect diagram
    Show answer & explanation

    Correct answers: A, B, CAffinity diagram; Activity network diagram; Matrix diagram

    • A. This is correct because the affinity diagram, which organizes brainstormed ideas into natural groupings, is one of the seven management and planning tools.
    • B. This is correct because the activity network diagram, used to sequence tasks and identify the critical path, is one of the seven management and planning tools.
    • C. This is correct because the matrix diagram, used to show relationships between two or more sets of factors, is one of the seven management and planning tools.
    • D. This is incorrect because a control chart is one of the basic statistical process control tools used to monitor variation over time, not one of the seven management and planning tools.
    • E. This is incorrect because a Gantt chart is a scheduling tool for tracking task dates on a timeline; it is a common project tool but is not classified among the seven management and planning tools.
    • F. This is incorrect because a cause-and-effect (fishbone) diagram is one of the seven basic quality tools used for root cause analysis, not one of the seven management and planning tools.

    Domain 3: Measure Phase

    Subdomain 3.1: Basic statistics

    14.Which measure of central tendency identifies the value that occurs most often in a data set?

    1. A.Mode
    2. B.Mean
    3. C.Range
    4. D.Variance
    Show answer & explanation

    Correct answer: AMode

    • A. The mode is correct because it is defined as the value or values that appear with the highest frequency in the data set.
    • B. The mean is incorrect here because it is the arithmetic average of the values, not the most frequently occurring one.
    • C. The range is incorrect here because it describes the spread between the highest and lowest values, not frequency of occurrence.
    • D. Variance is incorrect here because it quantifies dispersion around the mean rather than identifying the most common value.

    Subdomain 3.1: Basic statistics

    15.A quality team is reviewing which type of defect occurs most often on an assembly line, using categories such as scratch, dent, and misalignment rather than numeric measurements. Which measure of central tendency is appropriate for summarizing this categorical data?

    1. A.Mode
    2. B.Mean
    3. C.Median
    4. D.Standard deviation
    Show answer & explanation

    Correct answer: AMode

    • A. The mode is correct because it identifies the most frequently occurring category, which works for non-numeric labels like defect type where arithmetic operations do not apply.
    • B. The mean is incorrect here because it requires summing values and dividing by a count, which cannot be performed on category labels such as scratch or dent.
    • C. The median is incorrect here because it requires the data to be ordered along a numeric or ranked scale, which does not naturally apply to unordered defect categories.
    • D. Standard deviation is incorrect here because it measures numeric spread around a mean, which cannot be calculated for categorical defect labels.

    Subdomain 3.3: Measurement system analysis (MSA)

    16.A quality technician measures the same reference block ten times in a row using the same digital caliper, without changing anything else, to see how tightly the readings cluster. Which component of measurement system variation is this technician isolating?

    1. A.Repeatability, because only the equipment's own consistency is being tested
    2. B.Reproducibility, because the readings will be compared across appraisers later
    3. C.Linearity, because the reference block represents one point on the measurement range
    4. D.Bias, because the technician is comparing the average reading to the block's certified size
    Show answer & explanation

    Correct answer: ARepeatability, because only the equipment's own consistency is being tested

    • A. This is correct. Repeating measurements of the same part with the same gauge and same operator, without other changes, isolates equipment variation, which is repeatability.
    • B. Reproducibility requires comparing readings across different operators, but this scenario uses only one technician and one gauge, so appraiser variation is not what is being isolated.
    • C. Linearity requires comparing bias across multiple reference values spanning the gauge's range, but this scenario uses a single reference block, so it does not test linearity.
    • D. Bias would require comparing the average of the readings to the block's certified true value, but the scenario only describes checking how tightly the readings cluster, not comparing to a reference value.

    Subdomain 3.3: Measurement system analysis (MSA)

    17.True or False: Accuracy and precision describe the same property of a measurement system and can be used interchangeably.

    1. A.True
    2. B.False
    Show answer & explanation

    Correct answer: BFalse

    • A. This is incorrect. Accuracy and precision describe different properties: accuracy is closeness to the true value, while precision is closeness of repeated measurements to each other, so the statement is false.
    • B. This is correct. Accuracy and precision are distinct MSA concepts; a measurement system can be precise without being accurate, or accurate without being precise.

    Subdomain 3.2: Data collection

    18.Which data collection technique typically involves a one-on-one, in-depth conversation to gather detailed information or opinions from an individual?

    1. A.Interview
    2. B.Check sheet
    3. C.Checklist
    4. D.Survey
    Show answer & explanation

    Correct answer: AInterview

    • A. An interview is a direct, often one-on-one conversation used to explore an individual's detailed opinions or experiences in depth.
    • B. A check sheet is a tally form for counting event occurrences, not a conversational technique for gathering detailed opinions.
    • C. A checklist verifies that steps or items were completed, which does not involve an in-depth conversation.
    • D. A survey typically reaches many respondents with fixed questions rather than one in-depth individual conversation.

    Subdomain 3.2: Data collection

    19.A manufacturer records the exact cycle time in seconds for each unit produced on a line. This is an example of quantitative data.

    1. A.True
    2. B.False
    Show answer & explanation

    Correct answer: ATrue

    • A. Cycle time recorded in seconds is a numeric measurement that can be averaged and statistically analyzed, which is the definition of quantitative data.
    • B. This statement is not false; recording cycle time in seconds produces numeric values, which fits the definition of quantitative rather than qualitative data.

    Domain 4: Analyze Phase

    Subdomain 4.1: Process analysis tools

    20.A yellow belt walks through a workstation and finds broken tools, outdated forms, and parts from a discontinued product mixed in with items used every shift. Which 5S step should be applied first to address this situation?

    1. A.Sort — remove items that are not needed for current operations from the workstation
    2. B.Shine — clean the workstation surfaces and equipment to restore them to a like-new condition
    3. C.Standardize — create a written checklist so every shift performs cleaning the same way
    4. D.Sustain — schedule periodic audits to confirm the workstation stays organized over time
    Show answer & explanation

    Correct answer: ASort — remove items that are not needed for current operations from the workstation

    • A. Removing broken tools, outdated forms, and obsolete parts that are no longer needed is the sort step, and it must happen before the remaining items can be organized.
    • B. Cleaning addresses dirt and disorder on surfaces, but it does not address the presence of unneeded items still occupying space in the workstation.
    • C. Writing a standard checklist for how the area should be maintained comes after the workstation has already been sorted and organized, not before.
    • D. Scheduling audits to sustain the system only makes sense once sorting, organizing, and cleaning have already been completed.

    Subdomain 4.1: Process analysis tools

    21.In FMEA, a high detection rating (close to 10) indicates what about the failure mode?

    1. A.Current controls are unlikely to catch the failure before it reaches the customer
    2. B.Current controls will almost certainly catch the failure before it reaches the customer
    3. C.The failure occurs very frequently under normal operating conditions
    4. D.The failure would have a catastrophic effect on the customer if it occurred
    Show answer & explanation

    Correct answer: ACurrent controls are unlikely to catch the failure before it reaches the customer

    • A. Detection is scaled so a high number means poor detectability, meaning existing controls are unlikely to catch the failure before the customer is affected.
    • B. Controls that reliably catch a failure correspond to a low detection rating, not a high one.
    • C. How frequently a failure occurs is captured by the occurrence rating, not by detection.
    • D. How catastrophic the effect would be on the customer is captured by the severity rating, not by detection.

    Subdomain 4.2: Root cause analysis

    22.Force-field analysis identifies both the driving forces that support a change and the restraining forces that oppose it.

    1. A.True
    2. B.False
    Show answer & explanation

    Correct answer: ATrue

    • A. Force-field analysis is specifically structured to list driving forces that support a proposed change alongside restraining forces that oppose it, so this statement matches how the tool works.
    • B. This statement accurately describes force-field analysis, so marking it as not matching the tool would be incorrect.

    Subdomain 4.2: Root cause analysis

    23.Which of the following statements about the 8D problem-solving methodology are true? (Select all that apply)(Select 3)

    1. A.It uses a structured series of disciplines that ends with recognizing the team's contribution
    2. B.It relies exclusively on control charts to detect the root cause of a defect
    3. C.It includes an interim containment step to protect customers before the root cause is found
    4. D.It only applies to problems that have already been resolved through the 5 Whys
    5. E.It requires the team to verify that a corrective action actually eliminates the root cause
    6. F.It replaces the need for any cross-functional team involvement in solving problems
    Show answer & explanation

    Correct answers: A, C, EIt uses a structured series of disciplines that ends with recognizing the team's contribution; It includes an interim containment step to protect customers before the root cause is found; It requires the team to verify that a corrective action actually eliminates the root cause

    • A. The 8D process is a defined sequence of eight disciplines, and the final discipline formally recognizes the team's effort once the problem has been resolved.
    • B. 8D is a structured investigation and corrective action process, not a tool that relies exclusively on control charts, which are used for ongoing statistical monitoring instead.
    • C. 8D includes an early discipline where the team puts an interim containment action in place specifically to protect customers while the root cause investigation continues.
    • D. 8D is a standalone corrective action methodology that can be applied to a problem directly; it does not require the 5 Whys to have already resolved the issue beforehand.
    • E. 8D includes a discipline where the team must verify that the chosen corrective action truly removes the root cause before it is considered complete.
    • F. 8D is built around a cross-functional team from the very first discipline, so it depends on that involvement rather than replacing the need for it.

    Subdomain 4.3: Corrective action

    24.In the corrective action process, what distinguishes a permanent action from an interim action?

    1. A.A permanent action removes the root cause so the problem cannot recur, while interim action only limits effects for now
    2. B.A permanent action is applied before the problem is confirmed, while an interim action is applied afterward instead
    3. C.A permanent action is optional once containment succeeds, while an interim action stays mandatory at all times
    4. D.A permanent action is chosen by the customer, while an interim action is chosen internally by the team
    Show answer & explanation

    Correct answer: AA permanent action removes the root cause so the problem cannot recur, while interim action only limits effects for now

    • A. Permanent action targets and removes the underlying root cause so the problem is prevented from recurring, whereas interim action only holds the symptom in check until that permanent fix is ready.
    • B. Both actions occur after the problem has been identified; the permanent action follows cause analysis, not the reverse order stated here.
    • C. Permanent action is not optional; it is required to eliminate recurrence, and successful containment does not remove the need for a lasting fix.
    • D. Both interim and permanent actions are determined by the improvement team based on analysis, not assigned based on who selects them.

    Subdomain 4.3: Corrective action

    25.A team implements a new inspection step to fix a defect but never checks whether the defect rate actually dropped afterward. What is missing from their corrective action process?

    1. A.Validation confirming the solution's effectiveness on the defect rate over an ongoing period
    2. B.A problem statement clearly describing the original defect before any fix was attempted
    3. C.An interim containment action taken to isolate the defect while it is investigated
    4. D.A root cause analysis explaining why the defect occurred in the first place
    Show answer & explanation

    Correct answer: AValidation confirming the solution's effectiveness on the defect rate over an ongoing period

    • A. Without checking whether the defect rate actually improved after the fix, the team has skipped validation, the step that confirms the solution truly eliminated or reduced the problem.
    • B. The scenario states the team already identified and fixed a specific defect, implying a problem statement existed to guide that work.
    • C. Containment addresses the interim period before a fix is in place; the scenario is about the missing step after the fix was already implemented.
    • D. The scenario does not indicate the root cause step was skipped; it specifically describes a missing check on the outcome after the new inspection step was added.

    Subdomain 4.4: Preventive action

    26.A poka-yoke device automatically stops the machine and halts production the moment an error is detected. Which category of poka-yoke does this describe?

    1. A.Shut-out (control) type
    2. B.Attention (warning) type
    3. C.Fixed-value type
    4. D.Motion-step type
    Show answer & explanation

    Correct answer: AShut-out (control) type

    • A. Correct — a shut-out (control) type poka-yoke physically stops the process as soon as it detects an error, preventing the defect from continuing downstream.
    • B. Incorrect — an attention (warning) type only signals the error with a light, sound, or alert; it does not stop the machine on its own.
    • C. Incorrect — fixed-value describes a counting-based detection approach, not the machine's stop-versus-alert response category.
    • D. Incorrect — motion-step describes sequencing verification, not whether the device stops the process or merely warns about the error.

    Subdomain 4.4: Preventive action

    27.As part of a preventive action process, how is Failure Mode and Effects Analysis (FMEA) typically used?

    1. A.To proactively identify potential failure modes and rank which ones need action first
    2. B.To calculate the exact dollar cost of a defect after it has already reached the customer
    3. C.To schedule routine machine maintenance appointments for the following calendar year
    4. D.To record which employee performed each step of a completed production run
    Show answer & explanation

    Correct answer: ATo proactively identify potential failure modes and rank which ones need action first

    • A. Correct — FMEA systematically identifies potential failure modes for a process and ranks them by severity, occurrence, and detection so the highest-risk ones are addressed first.
    • B. Incorrect — calculating the cost of a defect that already reached the customer is a reactive cost-of-quality calculation, not what FMEA is used for.
    • C. Incorrect — scheduling routine maintenance is a planning task; it is not the structured risk-ranking analysis that FMEA performs.
    • D. Incorrect — logging who performed each step is a traceability record, not the proactive failure-mode analysis that FMEA provides.

    Subdomain 4.5: Data analysis

    28.Which of the following are valid reasons a team would examine the shape of a data distribution before drawing conclusions? (Select all that apply)(Select 3)

    1. A.A skewed shape can make the mean a misleading measure of typical performance
    2. B.A bimodal shape can reveal that unstratified subgroups are mixed in the sample
    3. C.Distribution shape can indicate whether common statistical tools assuming a bell curve are appropriate
    4. D.Distribution shape guarantees the exact root cause of any defect without further analysis
    5. E.Distribution shape is unrelated to how control limits or capability indices should be interpreted
    Show answer & explanation

    Correct answers: A, B, CA skewed shape can make the mean a misleading measure of typical performance; A bimodal shape can reveal that unstratified subgroups are mixed in the sample; Distribution shape can indicate whether common statistical tools assuming a bell curve are appropriate

    • A. This is correct because in a skewed dataset the mean is pulled toward the tail, so it may not represent where most of the data actually falls.
    • B. This is correct because a bimodal shape often signals that two different sources of variation, such as two shifts or machines, have been combined without separating them for analysis.
    • C. This is correct because many statistical methods assume normally distributed data, so recognizing a non-normal shape helps a team choose appropriate analysis techniques.
    • D. This is incorrect because distribution shape only points to patterns worth investigating; it does not by itself identify the specific root cause behind those patterns.
    • E. This is incorrect because distribution shape is directly relevant to interpreting control limits and capability indices, many of which assume a particular underlying shape such as normality.

    Subdomain 4.5: Data analysis

    29.True or False: Special cause variation is a normal, expected part of every stable process and does not require investigation.

    1. A.True
    2. B.False
    Show answer & explanation

    Correct answer: BFalse

    • A. This is incorrect because special cause variation comes from an identifiable, non-routine factor and is not part of a stable process's expected behavior.
    • B. This is correct because special cause variation signals something outside the normal process, such as a broken tool or material change, and warrants investigation to find and address the source.

    Subdomain 4.6: Correlation and regression

    30.Which tool is commonly used to visually assess a possible correlation before calculating a correlation coefficient?

    1. A.Scatter diagram
    2. B.Control chart
    3. C.Pareto chart
    4. D.Fishbone diagram
    Show answer & explanation

    Correct answer: AScatter diagram

    • A. A scatter diagram plots paired data points for two variables, letting a team visually judge whether a relationship appears before computing r.
    • B. A control chart tracks a single variable over time to detect special-cause variation, not the relationship between two variables.
    • C. A Pareto chart ranks categories of problems by frequency and does not display the pairing of two numerical variables.
    • D. A fishbone diagram organizes potential root causes of a problem and is not used to visualize correlation between variables.

    Subdomain 4.7: Hypothesis testing

    31.A process improvement team tests whether a new machine setting truly reduces cycle time. In reality, the new setting does reduce cycle time, but the test fails to reject the null hypothesis of no change. Which error occurred?

    1. A.A Type II error, because a real improvement went undetected by the test
    2. B.A Type I error, because a true null hypothesis was incorrectly rejected
    3. C.A confidence interval error, because the interval was set too narrow
    4. D.A control limit error, because the process was already out of control
    Show answer & explanation

    Correct answer: AA Type II error, because a real improvement went undetected by the test

    • A Type II error, because a real improvement went undetected by the test. This is correct. The setting truly reduces cycle time, meaning the null hypothesis is false, yet the test failed to reject it, which is a Type II error.
    • A Type I error, because a true null hypothesis was incorrectly rejected. A Type I error requires rejecting a true null hypothesis, but here the null was not rejected at all.
    • A confidence interval error, because the interval was set too narrow. The scenario does not describe a confidence interval calculation; it describes a hypothesis test decision.
    • A control limit error, because the process was already out of control. Control limits relate to control charts, a different analysis tool not referenced in this hypothesis test scenario.

    Domain 5: Improve and Control Phases

    Subdomain 5.1: Improvement techniques

    32.How long does a typical kaizen event (kaizen blitz) last?

    1. A.Three to five days
    2. B.A single working day
    3. C.Two to three months
    4. D.An entire fiscal year
    Show answer & explanation

    Correct answer: AThree to five days

    • A. This is correct. Kaizen events are commonly designed as focused workshops lasting roughly three to five days to achieve a targeted improvement.
    • B. This is incorrect. A single day is generally too short to complete the planning, analysis, and implementation steps typical of a kaizen event.
    • C. This is incorrect. Two to three months is far longer than the short, rapid-improvement timeframe that defines a kaizen event.
    • D. This is incorrect. An entire fiscal year describes an ongoing improvement program, not the compressed, short-term nature of a kaizen event.

    Subdomain 5.1: Improvement techniques

    33.A team has identified two possible fixes for a defect problem and wants to compare each option's implementation cost against its projected savings before choosing one. Which tool should the team use?

    1. A.Cost-benefit analysis
    2. B.Kaizen blitz
    3. C.PDCA cycle
    4. D.Fishbone diagram
    Show answer & explanation

    Correct answer: ACost-benefit analysis

    • A. This is correct. Comparing each option's implementation cost against its projected savings to choose between solutions is exactly what a cost-benefit analysis is designed to do.
    • B. This is incorrect. A kaizen blitz is a short, focused improvement workshop, not a financial comparison of competing solutions' costs and savings.
    • C. This is incorrect. The plan-do-check-act cycle guides testing and rolling out a single change; it does not itself compare the financial costs and savings of two options.
    • D. This is incorrect. A fishbone diagram is used to identify potential causes of a problem, not to compare the projected costs and savings of proposed fixes.

    Subdomain 5.2: Control tools and documentation

    34.What is the main purpose of a work instruction in a controlled process?

    1. A.To give an operator step-by-step, task-level directions for a specific job
    2. B.To describe the overall mission and values of the organization broadly
    3. C.To record the annual budget allocated to the department for the year
    4. D.To list every customer complaint the company received over the past year
    Show answer & explanation

    Correct answer: ATo give an operator step-by-step, task-level directions for a specific job

    • A. This is correct because a work instruction provides detailed, task-specific steps so that any trained operator performs the job the same way each time, reducing process variation.
    • B. This is incorrect because organizational mission and values belong in high-level corporate documents, not in a task-level work instruction.
    • C. This is incorrect because budget figures are a financial planning matter and have no place in a document meant to guide hands-on task execution.
    • D. This is incorrect because a complaint log is a separate quality record, not a step-by-step guide for performing a task.

    Subdomain 5.2: Control tools and documentation

    35.Why do work instructions and SOPs support process control after a Six Sigma project ends?

    1. A.They standardize how tasks are performed, reducing operator-to-operator variation
    2. B.They eliminate the need for any control chart to be maintained going forward
    3. C.They guarantee that raw material suppliers will never change their formulations
    4. D.They automatically adjust machine settings without any operator involvement
    Show answer & explanation

    Correct answer: AThey standardize how tasks are performed, reducing operator-to-operator variation

    • A. This is correct because standardized, documented steps mean every operator performs the task the same way, which limits the variation that control charts are designed to detect and helps preserve project gains.
    • B. This is incorrect because standardized work complements control charts rather than replacing the ongoing statistical monitoring a control plan requires.
    • C. This is incorrect because internal documentation has no authority over an external supplier's formulation decisions.
    • D. This is incorrect because a written work instruction or SOP is a human-readable document; it does not itself automate machine settings.

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