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
Answer and calculation
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.
13.06(E)