This Exam P sample reference tests Normal Distribution. Independence converts the two-year at-least-one probability into a one-year negative-profit probability of 0.20. Hence -100/sigma is the 20th standard-normal quantile, giving sigma=118.818 and choice C.
Let p be the probability of a negative result in one year. Use the complement of seeing no negative year in two independent trials.
1−(1−p)2=0.36
Model
Model
Solve for the annual probability, then standardize the zero threshold under the normal model.
1−p=0.64=0.80⟹p=0.20
Φ(σ0−100)=0.20
Compute
Compute
Use the 20th standard-normal quantile and solve for the positive standard deviation.
Φ−1(0.20)=−0.8416212336…
−σ100=−0.8416212336
σ=118.8182950…
Answer
Answer
The annual standard deviation rounds to 119.
119(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.
AThis multiplies 100 by the 80th-percentile z-value 0.8416; standardizing zero requires dividing 100 by that magnitude.
BThis first approximates the annual probability as 0.36/2=0.18, ignoring the overlap between the two independent annual events.
DThis uses the one-year nonnegative probability 0.80 directly as a z-score magnitude, giving 100/0.80=125.
EWith standard deviation 127, the one-year negative probability is about 0.216 and the two-year at-least-one probability is about 0.385, not 0.36.
Original practice · fully worked
Original variant: greenhouse energy shortfalls
A greenhouse's daily net energy output is normally distributed with mean 60 kWh and an unknown standard deviation that is unchanged from day to day. Daily outputs are independent. The probability of a negative output on at least one of the next three days is 0.271. Calculate the daily standard deviation.
A 44.8 kWh
B 46.8 kWh
C 76.9 kWh
D 98.4 kWh
E 600.0 kWh
Answer and calculation
The three-day complement implies a one-day shortfall probability of 0.10. Standardizing zero then gives sigma=60/1.281552=46.818 kWh, so choice B.
Setup
Setup
Let r be the chance of negative output on one day and complement the three-day event.
1−(1−r)3=0.271
Model
Model
Solve the independence equation and connect the resulting tail probability to the unknown normal scale.
1−r=30.729=0.9⟹r=0.1
Φ(−σ60)=0.1
Compute
Compute
Invert the standard normal CDF at 0.10 and isolate sigma.
Φ−1(0.1)=−1.2815515655…
σ=1.281551565560=46.8182488…
Answer
Answer
The daily standard deviation is approximately 46.8 kWh.