This Exam P sample reference tests Discrete Random Variables. This is a discrete-moment problem in which the supplied second moment determines an unknown negative support point. That point is -5, the mean is 4, and the variance is 47.8-4²=31.8, selecting choice D.
These notes identify the calculation error associated with each wrong letter when that error is reproducible.
AThe value 5.6 is the variance's square root rounded to one decimal place, so it is the standard deviation rather than the requested variance.
BChoosing the positive root a=5 violates the sign restriction and changes the mean to 6; then 47.8-6²=11.8.
CSubtracting a²=25 directly from the second moment gives 22.8, but the variance formula requires the square of the full mean, not a support value.
EAdding the squared mean to the second moment instead of subtracting it gives 47.8+16=63.8.
Original practice · fully worked
Original variant: courier-route time mixture
An autonomous courier uses a direct route with probability 0.70 and an inspection route with probability 0.30. Conditional on the direct route, travel time has mean 8 minutes and variance 4 square minutes. Conditional on the inspection route, it has mean 14 minutes and variance 9 square minutes. Calculate the unconditional variance of travel time.
A 5.29
B 5.50
C 7.56
D 9.80
E 13.06
Variant answer in brief
The expected conditional variance is 5.50, while variation between the two route means contributes 7.56. Their sum is 13.06 square minutes, so choice E is correct.
Setup
Setup
Let R denote the selected route and T the travel time. First combine the two conditional means.
E[T]=0.70(8)+0.30(14)=9.8
Model
Model
The law of total variance separates average within-route variability from variability of the route-specific means.
Var(T)=E[Var(T∣R)]+Var(E[T∣R])
Compute
Compute
Evaluate the within-route and between-route components around the overall mean 9.8.
E[Var(T∣R)]=0.70(4)+0.30(9)=5.50
Var(E[T∣R])=0.70(8−9.8)2+0.30(14−9.8)2=7.56
Var(T)=5.50+7.56=13.06
Answer
Answer
The unconditional travel-time variance is 13.06 square minutes.
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