CSSBB ASQ Exam Lab Questions

The correct answer is B. The residuals indicate a non-constant variance . ANOVA assumes that residuals are approximately normal and that the variance is reasonably constant across groups. When residual plots show non-constant variance , this signals a violation of model assumptions and often indicates that the data should be transformed before interpreting the ANOVA results. The CSSBB materials note that when data are not normal or do not satisfy assumptions for analyses such as t-tests, ANOVA, and process capability , one appropriate action is to transform the data , often using a logarithmic or other power transformation. The CSSBB source also discusses common transformations such as log, square root, exponential, and reciprocal, with Box-Cox cited as a useful technique for finding an appropriate transformation.

By contrast, completely random residual behavior is generally desirable because it suggests no obvious pattern remains. A completely linear normal probability plot also supports the adequacy of the assumptions. Outliers may require investigation, but they do not automatically imply that transformation is the right response. The clearest indicator here is non-constant variance , so B is the verified best answer.

A well-written problem statement is intended to clearly describe the issue that needs improvement. In the CSSBB charter content, the problem statement is described as detailing the issue the team wants to improve, including how long it has existed, what measurable item is affected, the business impact, and the performance gap. That means the problem statement captures the organizational pain point rather than the project boundaries or the goal itself. The boundaries belong to project scope, while SMART targets belong to the goal statement or objectives portion of the charter. The CSSBB text separates these elements explicitly: problem statement, project scope, and goal statement are different charter components. The problem statement should also remain neutral and descriptive so the team does not jump to conclusions or prematurely select solutions. In practical Six Sigma work, this distinction is critical because Define Phase discipline requires the team to state what is wrong, where it hurts, and why it matters before deciding how to fix it. Therefore, the best answer is that a well-written problem statement identifies the pain point experienced by the organization.

===========

The correct answer is C. an experimental error . In the DOE terminology used in CSSBB materials, experimental error is defined as the variation in the response variable beyond what has been accounted for by the factors, blocks, or other assignable sources in the experiment . This means that when the input variables are held constant but the response still changes, the unexplained variation is treated as experimental error.

The CSSBB instructor material also discusses residual error as the difference between observed and predicted values and notes that it can be variation in outcomes under virtually identical test conditions . That idea is consistent with the question: the factors are fixed, but some variation still remains because of natural noise, measurement variation, or other uncontrolled influences. A Type I error is a hypothesis-testing concept, not a DOE condition. A discrete variable is simply a type of data. Randomization is a design principle used to reduce bias, not the name for unexplained response variation. Therefore, under CSSBB DOE terminology, the correct answer is experimental error .

The balanced scorecard is used in organization-wide deployment to translate strategy into measurable performance across key perspectives. In the CSSBB framework, these classic perspectives include financial, customer, internal business processes, and learning and growth. Among the listed options, Customer satisfaction corresponds to the customer perspective and is therefore the correct answer. This perspective captures how the organization is viewed by customers and typically includes measures such as satisfaction, retention, loyalty, responsiveness, complaint levels, and service quality. Critical to quality is an important Six Sigma concept, but it is not itself one of the formal balanced scorecard perspectives. Company ranking versus competitor ranking may appear in benchmarking or market analysis, yet it is not a standard balanced scorecard category. Strategic planning is related to how scorecards are developed and deployed, but it is not one of the four canonical perspectives. For Black Belts, understanding the balanced scorecard matters because projects should align with enterprise strategy and measurable business priorities. Customer-focused metrics are central to that alignment, making Customer satisfaction the correct verified choice.

===========