In: Math
Contracts for two construction jobs are randomly assigned to one or more of three firms A, B, and C. Let Y1 denote the number of contracts assigned to firm A and Y2 the number of contracts assigned to firm B. Recall that each firm can receive 0, 1 or 2 contracts.
(b) Find the marginal probability of Y1 and Y2.
(c) Are Y1 and Y2 independent? Why? (d) Find E(Y1 − Y2).
(e) Find Cov(Y1, Y2)
(b)
All nine possible assignments of construction jobs to the three firms: AA, AB, AC, BA, BB, BC, CA, CB, CC. (The first symbol signifies the selection for the first job, the second — for the second one). These assignments are equally likely. Hence, the probability of each of them is 1/9.
Assignment | (y1, y2) |
AA | (2,0) |
AB | (1,1) |
AC | (1,0) |
BA | (1,1) |
BB | (0,2) |
BC | (0,1) |
CA | (1,0) |
CB | (0,1) |
CC | (0,0) |
The joint probability of Y1 and Y2 is,
Y2 \Y1 | 0 | 1 | 2 |
0 | 1/9 | 2/9 | 1/9 |
1 | 2/9 | 2/9 | 0 |
2 | 1/9 | 0 | 0 |
(b)
The marginal probability of Y1 is,
P(Y1 = 0) = 1/9 + 2/9 + 1/9 = 4/9
P(Y1 = 1) = 2/9 + 2/9 = 4/9
P(Y1 = 2) = 1/9
The marginal probability of Y2 is,
P(Y2 = 0) = 1/9 + 2/9 + 1/9 = 4/9
P(Y2 = 1) = 2/9 + 2/9 = 4/9
P(Y2 = 2) = 1/9
(c)
P(Y1 = 0, Y2 = 0) = 1/9
P(Y1 = 0) P(Y2 = 0) = (4/9) * (4/9) = 16/25
Since P(Y1 = 0, Y2 = 0) P(Y1 = 0) P(Y2 = 0) , Y1 and Y2 are not independent.
(d)
E(Y1) = 0 * 4/9 + 1 * 4/9 + 2 * 1/9 = 2/3
E(Y2) = 0 * 4/9 + 1 * 4/9 + 2 * 1/9 = 2/3
E(Y1 − Y2) = E(Y1) - E(Y2) = 2/3 - 2/3 = 0
(e)
E(Y1 * Y2) = 0 * 0 * 1/9 + 1 * 0 * 2/9 + 2 * 0 * 1/9 + 0 * 1 * 2/9 + 1 * 1 * 2/9 + 2 * 1 * 0 + 0 * 2 * 1/9 + 1 * 2 * 0 + 2 * 2 * 0
= 2/9
Cov(Y1, Y2) = E(Y1 * Y2) - E(Y1) E(Y2) = 2/9 - (2/3) * (2/3) = -2/9