In: Statistics and Probability
2. The following table shows that the economy next year has three possible states: Good , Average and Poor. It also shows the correponding probability of each states. The column of stock A shows the investment rate of return (%) for stock A; and the column of Stock B shows the invesment rate of return for stock B.
Return (%) |
|||
State |
Probability |
Stock A |
Stock B |
Good |
0.4 |
15 |
8 |
Average |
0.5 |
9 |
10 |
Poor |
0.1 |
6 |
12 |
a) Calculate the expected value of stock A and B’s return (1 mark)
b) Calculate the variance of the return of Stock A and Stock B
c) Calculate the covariance and correlation of Stock A and Stock B’s return
d) An investor invests in 40% of his money in stock A and 60% of his money in stock B, what is his portfolio’s expected return? What is his portfolio’s variance and standard deviation?
x | y | f(x,y) | x*f(x,y) | y*f(x,y) | x^2f(x,y) | y^2f(x,y) | xy*f(x,y) |
15 | 8 | 0.4 | 6 | 3.2 | 90 | 25.6 | 48 |
9 | 10 | 0.5 | 4.5 | 5 | 40.5 | 50 | 45 |
6 | 12 | 0.1 | 0.6 | 1.2 | 3.6 | 14.4 | 7.2 |
Total | 1 | 11.1 | 9.4 | 134.1 | 90 | 100.2 | |
E(X)=ΣxP(x,y)= | 11.1 | ||||||
E(X2)=Σx2P(x,y)= | 134.1 | ||||||
E(Y)=ΣyP(x,y)= | 9.4 | ||||||
E(Y2)=Σy2P(x,y)= | 90 | ||||||
Var(X)=E(X2)-(E(X))2= | 10.89 | ||||||
Var(Y)=E(Y2)-(E(Y))2= | 1.64 | ||||||
E(XY)=ΣxyP(x,y)= | 100.2 |
a)from above:
expected value of stock A =11.1
expected value of stock B =9.4
b)
variance of the return of Stock A =10.89
variance of the return of Stock B =1.64
c)
Cov(X,Y)=E(XY)-E(X)*E(Y)= | -4.14 | ||||
Correlation =Cov(X,Y)/sqrt(Var(X)*Var(Y))= | -0.9796 |
d)
here wA =0.4 and wB =0.6
expected value=wx*E(x)+wy*E(Y)= | 10.08 |
Variance = (wxơx)2 + (wyơy)2 + 2*ρwxwyơxơy = | 0.3456 | ||||
standard deviation = √((wxơx)2 + (wyơy)2 + 2*ρwxwyơxơy )= | 0.5879 |