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RISK ANALYSIS AND SENSITIVITY ANALYSIS  555


                                      Using P(s 1 ) ¼ 0.8 and P(s 2 ) ¼ 0.2, the general expression for EV(d 3 ) is:


                                                                  EVðd 3 Þ¼ 0:8S þ 0:2W               (13:10)


                                      Assuming that the payoff for d 3 stays at its original value of  R9 million when
                                      demand is weak, the large complex decision alternative will remain optimal as
                                      long as:


                                                              EVðd 3 Þ¼ 0:8S þ 0:2ð 9Þ  12:2          (13:11)


                                      Solving for S, we have:
                                                                   0:8S   1:8   12:2
                                                                        0:8S   14
                                                                          S   17:5
                                      Recall that when demand is strong, decision alternative d 3 has an estimated payoff
                                      of R20 million. The preceding calculation shows that decision alternative d 3 will
                                      remain optimal as long as the payoff for d 3 when demand is strong is at least R17.5
                                      million.
                                         Assuming that the payoff for d 3 when demand is strong stays at its original value
                                      of R20 million, we can make a similar calculation to learn how sensitive the optimal
                                      solution is with regard to the payoff for d 3 when demand is weak. Returning to the
                                      expected value calculation of Equation (13.10), we know that the large complex
                                      decision alternative will remain optimal as long as:


                                                              EVðd 3 Þ¼ 0:8ð20Þþ 0:2W   12:2          (13:12)


                                      Solving for W, we have:

                                                                   16 þ 0:2W   12:2
                                                                       0:2W   3:8
                                                                          W   19

                      Sensitivity analysis can  Recall that when demand is weak, decision alternative d 3 has an estimated
                      assist management in  payoff of  R9 million. The preceding calculation shows that decision alternative
                      deciding whether more  d 3 will remain optimal as long as the payoff for d 3 when demand is weak is at
                      time and effort should be
                      spent obtaining better  least  R19 million.
                      estimates of payoffs and  Based on this sensitivity analysis, we conclude that the payoffs for the large
                      probabilities.  complex decision alternative (d 3 ) could vary considerably and d 3 would remain the
                                      recommended decision alternative. Thus, we conclude that the optimal solution for
                                      the PDC decision problem is not particularly sensitive to the payoffs for the large
                                      complex decision alternative. We note, however, that this sensitivity analysis has
                                      been conducted based on only one change at a time. That is, only one payoff was
                                      changed and the probabilities for the states of nature remained P(s 1 ) ¼ 0.8 and
                                      P(s 2 ) ¼ 0.2. Note that similar sensitivity analysis calculations can be made for the
                                      payoffs associated with the small complex decision alternative d 1 and the medium
                                      complex decision alternative d 2 . However, in these cases, decision alternative d 3
                                      remains optimal only if the changes in the payoffs for decision alternatives d 1 and d 2
                                      meet the requirements that EV(d 1 )   14.2 and EV(d 2 )   14.2.




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