This Exam P sample reference tests Mixture Distributions. The payment is a zero-inflated exponential variable. Its mean is 2 and its raw second moment is 32, so the variance is 32-2 squared=28 and choice D.
These notes identify the calculation error associated with each wrong letter when that error is reproducible.
AThe value 2 is the mean payment, not its variance.
BSubtracting the mean 2 from the within-component contribution 16 gives 14. Variance instead uses the full raw second moment and subtracts the squared mean.
CThe value 16 retains only the average conditional variance within the positive-payment state and omits variation between zero and positive states.
EThe value 32 is the raw second moment. The squared overall mean, 4, still must be subtracted.
Original practice · fully worked
Original variant: a randomly reversed calibration reading
A raw calibration adjustment X has mean 3 and variance 4. Independently, a recorder reports X with probability 0.75 and its negative with probability 0.25. Calculate the variance of the reported value Y.
A 1.50
B 4.00
C 6.75
D 10.75
E 13.00
Variant answer in brief
A random sign leaves the second moment at 13. The sign has mean 0.5, so the reported value has mean 1.5 and variance 13 minus 1.5 squared, or 10.75, choice D.
Setup
Setup
Represent the reported value as the raw adjustment multiplied by an independent random sign.
Pr(S=1)=0.75,Pr(S=−1)=0.25
E[S]=0.50,S2=1
Model
Model
Recover the raw second moment of X and use independence for the first moment of Y.
E[X2]=Var(X)+E[X]2=4+9=13
E[Y]=E[S]E[X]=0.50(3)=1.50
Compute
Compute
Because the sign disappears when squared, Y and X share the same second moment.
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