This Exam P sample reference tests Normal Distribution. A 2% stockout probability places inventory at the 98th percentile. Using z0.98=2.05375 gives 20+2(2.05375)=24.1075 pounds, so the listed amount is 24, choice C.
These notes identify the calculation error associated with each wrong letter when that error is reproducible.
AUsing the lower 2nd percentile gives 20-2.05375(2)=15.89, nearest 16. That reverses the stockout tail.
BUsing the 95th percentile gives 20+1.645(2)=23.29, nearest 23. This permits about a 5% stockout rate instead of 2%.
DThe value 32 can arise from treating the variance 4 as though it were the standard deviation and adding a three-unit safety multiplier. The given standard deviation is 2 and the required multiplier is about 2.054.
EAn inventory of 43 is 11.5 standard deviations above the mean, making the normal stockout probability effectively zero. It is not compatible with a 2% target.
Original practice · fully worked
Original variant: interval probability from two calibration percentiles
The fill volume X of a production line is normally distributed with unknown mean and standard deviation. Historical data show that 15.8655% of fills are at or below 48 milliliters and 97.7250% are at or below 72 milliliters. Calculate the probability that a fill is between 40 and 64 milliliters.
A 0.682689
B 0.818595
C 0.841345
D 0.954500
E 0.977250
Variant answer in brief
The two calibration percentiles correspond to z-scores -1 and 2, giving sigma=8 and mean 56. The requested endpoints standardize to -2 and 1, so the interval probability is Φ(1)-Φ(-2)=0.818595, choice B.
Setup
Setup
Translate the two stated cumulative probabilities into their standard-normal scores.
σ48−μ=−1,σ72−μ=2
Model
Model
Solve the two calibration equations for the distribution's scale and center.
σ72−48=2−(−1),σ=8
48−μ=−8,μ=56
Compute
Compute
Standardize the requested interval and subtract its two cumulative probabilities.
840−56=−2,864−56=1
Pr(40<X<64)=Φ(1)−Φ(−2)
=0.8413447−0.0227501=0.8185946
Answer
Answer
The probability of a fill between 40 and 64 milliliters is approximately 0.818595.
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