Inspect
Review the problem, diagram, and evidence.
The individual-process spread looked wide enough to contain 53.5, but an x̄ chart uses the standard error of the sample mean. The upper control limit was 53.0.
Inspect, commit, prove, fix, and sign off.
Follow the investigation process used in the field — in five guided steps.
Review the problem, diagram, and evidence.
Choose your hypothesis.
Run calculations and test your idea.
Select and validate a safe correction.
See the full debrief and key takeaways.
A stable process has historical mean μ=50.0 mm and known standard deviation σ=2.0 mm. Quality engineers monitor subgroup means using samples of n=4 and three-sigma x-bar limits. A new subgroup has mean 53.5 mm. A note compares 53.5 with μ±3σ=44 to 56 mm and labels the subgroup in control. Determine the correct x-bar control limits and status of the subgroup.
Find the root cause, confirm the fix, and see how this connects to the exam.
Individual-observation limits were used for an x-bar chart.
Sample means have lower variability than individual measurements.
Use μ±3σ/√n for the stated x-bar chart.
For μ=50 mm, σ=2 mm, and n=4, SE=2/√4=1 mm. Three-sigma x-bar limits are 50±3(1), or 47 to 53 mm. A subgroup mean of 53.5 mm is therefore out of control.
For an x-bar chart with known σ and subgroup size n, use UCL/LCL=μ±3σ/√n.
The standard error σ/√n.
They become narrower because σ/√n decreases.
Each case is designed to build the judgment, analysis, and confidence you need for engineering exams — and beyond.
Basic subject familiarity helps, but every case is designed to teach through the investigation itself.
Most cases are designed for a focused 5–10 minute investigation.
Each case is mapped to a verified exam, subject, topic, and misconception before publication.
The sealed debrief unlocks with the root cause, corrected reasoning, fix, and takeaway.