This Exam P sample reference tests Mixture Distributions. The median lies in the lower mixture component, so 0.75(672/b)=0.50 and b=1,008. Weighting the two conditional uniform means gives 0.75(b/2)+0.25(2b)=882, choice D.
These notes identify the calculation error associated with each wrong letter when that error is reproducible.
ATreating the entire loss as uniform from 0 to 3b makes its median 1.5b, so b=448. Applying the actual mixture-mean factor 0.875 to that wrong scale gives 392.
BThe lower-component mean is b/2=504, whose nearest listed value is 512. Reporting it ignores both the component probability and the larger losses in the upper component.
CThe value 672 repeats the supplied median. A skewed two-component mixture need not have equal mean and median.
EThe value 1,008 is the recovered scale b. It is an interval endpoint, not the unconditional mean of the loss.
Original practice · fully worked
Original variant: variance of a calibrated exponential mixture
A processing time T follows a fast regime with an unknown probability p and a slow regime otherwise. Conditional on the fast regime, T is exponential with mean 1 minute; conditional on the slow regime, it is exponential with mean 2 minutes. The unconditional probability that T is at most ln(2) minutes is 0.4171573. Calculate Var(T).
A 0.6000
B 1.4000
C 2.2000
D 2.4400
E 4.4000
Variant answer in brief
At ln(2), the fast and slow conditional CDFs are 0.5 and 1-1/√(2). The supplied mixture probability gives p=0.60. The first two unconditional moments are 1.4 and 4.4, producing variance 4.4-1.4 squared=2.44 and choice D.
Setup
Setup
Evaluate each regime's conditional CDF at the supplied time.
Ffast(ln2)=1−e−ln2=21
Fslow(ln2)=1−e−ln2/2=1−21=0.2928932
Model
Model
Recover the fast-regime probability from the unconditional CDF value.
0.5p+0.2928932(1−p)=0.4171573
p=0.6000
Compute
Compute
Average the exponential first and second moments across regimes, then center the second moment.
E[T]=0.60(1)+0.40(2)=1.40
E[T2]=0.60{2(12)}+0.40{2(22)}=4.40
Var(T)=4.40−1.402=2.44
Answer
Answer
The unconditional processing-time variance is 2.44 square minutes.
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