In: Statistics and Probability
Problem #7
Suppose we are deciding between two alternative investments for the coming year. The first investment is a mutual fund that consists of shares which do well when economy is strong. The second investment is a mutual fund that consists of shares that do well when economy is weak. Your estimate of returns per each investment is provided below with a probability of their occurrence. Calculate the correlation between these mutual funds and interpret.
Economy |
Prob.(X, Y) |
Strong-economy fund ($) |
Weak-economy fund ($) |
Recession |
0.20 |
-100 |
200 |
Stable |
0.45 |
100 |
50 |
Progressing |
0.35 |
250 |
-100 |
event | x | y | f(x,y) | x*f(x,y) | y*f(x,y) | x^2f(x,y) | y^2f(x,y) |
recession | -100 | 200 | 0.2 | -20 | 40 | 2000 | 8000 |
stable | 100 | 50 | 0.45 | 45 | 22.5 | 4500 | 1125 |
progressing | 250 | -100 | 0.35 | 87.5 | -35 | 21875 | 3500 |
Total | 1 | 112.5 | 27.5 | 28375 | 12625 | ||
E(X)=ΣxP(x,y)= | 112.5 | ||||||
E(X2)=Σx2P(x,y)= | 28375 | ||||||
E(Y)=ΣyP(x,y)= | 27.5 | ||||||
E(Y2)=Σy2P(x,y)= | 12625 | ||||||
Var(X)=E(X2)-(E(X))2= | 15718.75 | ||||||
Var(Y)=E(Y2)-(E(Y))2= | 11868.75 | ||||||
E(XY)=ΣxyP(x,y)= | -10500 | ||||||
Cov(X,Y)=E(XY)-E(X)*E(Y)= | -13593.75 | ||||||
Correlation ρxy=Cov(X,Y)/sqrt(Var(X)*Var(Y))= | -0.9952 |
since correlation is negative and strong, there appears to be a strong negative relation between these mutual funds . we can predict that on average if Strong-economy fund increases then Weak-economy fund decreases or vice versa,