This Exam P sample reference tests Exponential Distribution. This problem uses the exponential survival curve to scale from a median to a higher percentile. The target survival probability is one eighth, three successive halvings, so its quantile is 3(2.7)=8.10 and choice C.
How to solve this Exponential Distribution question
Setup
Setup
Let beta be the exponential mean and m the supplied median. A median leaves survival probability one half.
e−m/β=21
m=2.7
Model
Model
At the requested percentile q, the survival probability is the complement of 0.875.
e−q/β=1−0.875=0.125=81
81=(21)3
Compute
Compute
Because exponential survival powers correspond to proportional times, three median-length intervals produce the required survival.
e−q/β=(e−m/β)3
q=3m=3(2.7)=8.10
Answer
Answer
The requested lifetime percentile is 8.10 years.
8.10(C)
Test the method on unseen problems
Probability Univariate Distributions Practice Workbook
30 original univariate random variables problems with complete solutions and wrong-choice analysis. Written for Exam P, not copied from the SOA set. One-time $19 PDF.
These notes identify the calculation error associated with each wrong letter when that error is reproducible.
AThe arithmetic 2.7/0.875=3.086 treats elapsed time as inversely proportional to a CDF probability. Direct substitution gives F(3.08)=0.5465, not 0.875.
BAt 4.73 years the calibrated exponential CDF is 1-2⁽⁻⁴·⁷³⁄²·⁷⁾=0.7031, so this value does not reach the requested percentile.
DThe value 10.80 is four median lengths. Its survival is (1/2)⁴=1/16, producing the 93.75th percentile rather than the 87.5th.
EAt 19.68 years the survival probability is 2⁽⁻¹⁹·⁶⁸⁄²·⁷⁾=0.00639, so the CDF is about 0.9936, far above 0.875.
Original practice · fully worked
Original variant: median life of a redundant power unit
A data logger is powered by two independent cells and remains active until both cells have failed. Each cell has an exponentially distributed lifetime with mean 6 hours. Calculate the median of the logger's operating time.
A 2.0794
B 4.1589
C 6.0000
D 7.3677
E 9.0000
Answer and calculation
The logger lifetime is the maximum of the two cell lifetimes, so its CDF is [1-exp(-t/6)]². Setting this equal to one half gives t=-6 ln(1-1/√(2))=7.36768 hours and choice D.
Setup
Setup
Let X and Y be the two cell lifetimes. Because either working cell keeps the logger active, the operating time is their maximum.
T=max(X,Y)
FX(t)=FY(t)=1−e−t/6
Model
Model
The maximum is at most t only when both independent cells have failed by t.
FT(t)=Pr(X≤t,Y≤t)
FT(t)=(1−e−t/6)2
Compute
Compute
Set the system CDF equal to one half and solve for the positive time.
(1−e−t/6)2=21
e−t/6=1−21
t=−6ln(1−21)=7.3676830638
Answer
Answer
The logger's median operating time is approximately 7.3677 hours.