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
Answer and calculation
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.
E[Y2]=E[S2X2]=E[X2]=13 Var(Y)=13−(1.50)2=10.75 Answer
Answer
The reported-value variance is 10.75.
10.75(D)