In: Statistics and Probability
Following is the payoff table for the Pittsburgh Development Corporation (PDC) Condominium Project. Amounts are in millions of dollars.
State of Nature | ||
Decision Alternative | Strong Demand S1 | Weak Demand S2 |
Small complex, d1 | 8 | 7 |
Medium complex, d2 | 15 | 3 |
Large complex, d3 | 20 | -8 |
Suppose PDC is optimistic about the potential for the luxury high-rise condominium complex and that this optimism leads to an initial subjective probability assessment of 0.83 that demand will be strong (S1) and a corresponding probability of 0.17 that demand will be weak (S2). Assume the decision alternative to build the large condominium complex was found to be optimal using the expected value approach. Also, a sensitivity analysis was conducted for the payoffs associated with this decision alternative. It was found that the large complex remained optimal as long as the payoff for the strong demand was greater than or equal to $17.25 million and as long as the payoff for the weak demand was greater than or equal to -$21.41 million.
Answer : Following is the payoff table for the Pittsburgh Development Corporation (PDC) Condominium Project. Amounts are in millions of dollars.
. State of Nature
Decision Alternative Strong Demand S1 Weak Demand S2
Small complex, d1 8. 7
Medium complex, d2 15 3
Large complex, d3 20 - 8
Suppose PDC is optimistic about the potential for the luxury high-rise condominium complex and that this optimism leads to an initial subjective probability assessment of 0.83 that demand will be strong (S1) and a corresponding probability of 0.17 that demand will be weak (S2). Assume the decision alternative to build the large condominium complex was found to be optimal using the expected value approach. Also, a sensitivity analysis was conducted for the payoffs associated with this decision alternative. It was found that the large complex remained optimal as long as the payoff for the strong demand was greater than or equal to $17.25 million and as long as the payoff for the weak demand was greater than or equal to -$21.41 million.
The expected value of decision 3 :
EV(d3) = p1S1 + p2S2
= 0.83 (20) + 0.17 (-8)
= 15.24
Let the pay off for strong demand is S and payoff for weak demand remains the same. Therefore, for decision alternative 2, the d3 will remain optimal as long as
EV(d2) ≤ 15.24
0.83S + 0.17(3) ≤ 15.24
0.83S + 0.51 ≤ 15.24
0.83S ≤ 14.73
S ≤ 17.75
Therefore, The payoff for the medium complex under strong demand remains greater than or equal to $ 17.75 million, the large complex remains the best decision.
Let the pay off for strong demand is S and payoff for weak demand remains the same. Therefore, for decision alternative 1, the d3 will remain optimal as long as
EV(d1) ≤ 15.24
0.83S + 0.17(7) ≤ 15.24
0.83S + 1.19 ≤ 15.24
0.83S ≤ 14.05
S ≤ 16.93
Therefore, The payoff for the medium complex under strong demand remains less than or equal to $16.93 million, the large complex remains the best decision.