Original practice · fully worked
Original variant: decreasing exponential dashboard score
An automated aging test records a duration X that is exponentially distributed with mean 6 hours. Instead of displaying X, the instrument reports the decreasing score Y=100 exp(-X/6). Calculate the 25th percentile of Y.
- A
6.000 - B
25.000 - C
36.788 - D
50.000 - E
75.000
Answer and calculation
For 0<y<100, the event Y≤y is the exponential survival event X≥-6ln(y/100), whose probability is y/100. Thus Y is uniform on (0,100), and its 25th percentile is 25, choice B.
Setup
Setup
Write the survival function of the recorded duration.
Pr(X≥x)=e−x/6,x≥0 Model
Model
Because the displayed score decreases with X, convert its lower-tail event to an upper-tail event for X.
Pr(Y≤y)=Pr(100e−X/6≤y) Pr(Y≤y)=Pr(X≥−6ln100y) Compute
Compute
Evaluate the exponential survival function, then set the resulting CDF equal to 0.25.
FY(y)=e−[−6ln(y/100)]/6=100y FY(q0.25)=0.25⟹q0.25=25 Answer
Answer
The 25th percentile of the displayed score is 25.
25.000(B)