In: Statistics and Probability
A certain portfolio’s value increases by 30% during a financial boom, increases by 5% during normal times and it decreases by 2% during a recession. Suppose each scenario is equally likely and you invested $200 in this portfolio.
1.Create a probability model for your net gain. (6 pts)
2.What is the expected net gain when you invest $200 in this portfolio? (3 pts)
3.What’s the standard deviation of your net gain when you invest $200 in this portfolio? (3 pts)
Solution :
Let us consider the given information;
A certain portfolio’s value increases by 30% during a financial boom, increases by 5% during normal times and it decreases by 2% during a recession.
Let we denote these three scenarios as follows; B = financial boom, N =normal times and R = recession.
Since each scenario is equally likely. We can write P(B) = P(N) = P(R) = 1/3.
Suppose we invested $200 in this portfolio.
(a). We first creat a probability model for net gain as follows;
Scenario | Probability (p) | Net gain(X) |
Boom (B) | 1/3 | 130% |
Normal time (N) | 1/3 | 105% |
Recession (R) | 1/3 | 98% |
(b). The expected net gain is given by;
Scenario | Probability (p) | Net gain(X) | p*X |
Boom (B) | 1/3 | 130% | 43.33% |
Normal time (N) | 1/3 | 105% | 35% |
Recession (R) | 1/3 | 98% | 32.67% |
Total | 1 | --- | 111% |
The expected value is given by;
So E(X) = 111%
And if we have invested $200 then the expected net gain is; 200*111% = $ 222.
(c). To get standard deviation of net gain;
Scenario | Probability (p) | Net gain(X) | p*(X-expected)^2 |
Boom (B) | 1/3 | 130% | 120.3333 |
Normal time (N) | 1/3 | 105% | 12 |
Recession (R) | 1/3 | 98% | 56.3333 |
Total | 1 | --- | 188.6667 |
The variance of net gain is given by;
And hence standard deviation of net gain = square root ( variance ) = 13.7356%
So if we have invested $ 200 to the portfolio then standard deviation of net gain is; 200*13.7356% = $ 27.4712.