Data Analysis & Reporting Flashcards
7 cards from real CPP practice questions. Tap to flip, then mark Knew It or Still Learning — missed cards come back until you master them.
Read the first 7 Data Analysis & Reporting flashcards as text
A packaging engineer notices that defect rates spike every Monday morning. Which type of analysis best identifies this pattern?
Answer: Time-series analysis
Time-series analysis tracks data points over time, making it ideal for identifying cyclical or day-of-week patterns in defect rates.
When creating a control chart for a packaging line's fill weight, the process shows all points within control limits but exhibits a run of 8 consecutive points above the centerline. This indicates:
Answer: A potential process shift requiring investigation
A run of 8 or more consecutive points on one side of the centerline is a non-random pattern indicating a potential process shift, even when within control limits.
Which metric best measures the efficiency of packaging material usage relative to finished goods produced?
Answer: Material yield rate
Material yield rate measures the proportion of input material that becomes usable finished product, directly reflecting packaging material efficiency.
In a packaging cost report, fixed overhead is allocated at $2.50 per unit at 100,000 units/month production. If production drops to 80,000 units, what is the new overhead rate per unit?
Answer: $3.125
Fixed costs remain constant ($250,000 total), so dividing by 80,000 units gives $3.125 per unit — fixed costs per unit rise as volume falls.
A scatter plot comparing seal strength versus sealing temperature shows an R² value of 0.89. This means:
Answer: Temperature explains 89% of the variation in seal strength
R² (coefficient of determination) indicates what percentage of variability in the dependent variable is explained by the independent variable.
Which dashboard KPI would be MOST useful for a packaging manager trying to reduce customer complaints about damaged goods?
Answer: Transit damage rate
Transit damage rate directly measures how frequently packages are damaged during shipping, which is the primary driver of customer damage complaints.
A Gauge R&R study for a packaging seal inspection system shows 35% of total variation is attributable to measurement system variation. This result indicates:
Answer: The measurement system needs improvement before use
Industry standards generally require measurement system variation below 10% (acceptable) or 10–30% (marginal); 35% is unacceptable and requires improvement.