In: Statistics and Probability
Probability
State of of each State Rate of Return if State Occurs
The Economy Occurring Walmart Apple
Boom 0.10 20% 35%
Normal 0.55 1% 7%
Bust 0.35 -10% -25%
Beta 0.32 1.17
Let X be a random variable which denotes return on investment, then X is assumed to follow normal distribution with mean M and standard deviation S
The standard normal variable is Z=(X-M)/S
For Investment on Walmart
E( return) =Mean=M=SUM[ return*probability]
=20%*0.1+1%*0.55-10%*0.35 = -0.95%
Volatility of return = Standard deviation of return =
S=SQRT{ SUM[( return-M)^2*probability]}
=SQRT{(20%-(-0.95%))^2*0.1+(1%-(-0.95%))^2*0.55+(-10%-(-0.95%))^2*0.35}
=SQRT{(20%+0.95%)^2*0.1+(1%+0.95%)^2*0.55+(-10%+0.95%)^2*0.35}
=8.64%
Now, probability of achieving more than 6% return on Walmart investment is
P(X>6%) = P(Z>(X-M)/S) = P(Z>(6%-(-0.95%))/8.64%) = P(Z>(6%+0.95%)/8.64%)
=P(Z>0.80)=1-P(Z<=0.80) = 1-0.7881=0.2119
For Investment on Apple
E( return) =Mean=M=SUM[ return*probability]
=35%*0.1+7%*0.55-25%*0.35 = -1.4%
Volatility of return = Standard deviation of return =
S=SQRT{ SUM[( return-M)^2*probability]}
=SQRT{(35%-(-1.4%))^2*0.1+(7%-(-1.4%))^2*0.55+(-25%-(-1.4%))^2*0.35}
=SQRT{(35%+1.4%)^2*0.1+(7%+1.4%)^2*0.55+(-25%+1.4%)^2*0.35}
=19.14%
Now, probability of achieving more than 6% return on Apple investment is
P(X>6%) = P(Z>(X-M)/S) = P(Z>(6%-(-1.4%))/19.14%) = P(Z>(6%+1.4%)/19.14%)
=P(Z>0.39)=1-P(Z<=0.39) = 1-0.6517=0.3413