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556   CHAPTER 13 DECISION ANALYSIS



                      NOTES AND COMMENTS


                      1 Some decision analysis software automatically  to determine the value of the optimal solution. By
                         provides the risk profiles for the optimal decision  varying each input over its range of values, we
                         alternative. These packages also allow the user  obtain information about how each input affects
                         to obtain the risk profiles for other decision  the value of the optimal solution. To display this
                         alternatives. After comparing the risk profiles, a  information, a bar is constructed for the input with
                         decision maker may decide to select a decision  the width of the bar showing how the input affects
                         alternative with a good risk profile even though  the value of the optimal solution. The widest bar
                         the expected value of the decision alternative is  corresponds to the input that is most sensitive.
                         not as good as the optimal decision alternative.  The bars are arranged in a graph with the widest
                      2 A tornado diagram, a graphical display, is  bar at the top, resulting in a graph that has the
                         particularly helpful when several inputs combine  appearance of a tornado.







                              13.5    Decision Analysis with Sample Information


                                     In applying the expected value approach, we showed how probability information
                                     about the states of nature affects the expected value calculations and thus the
                                     decision recommendation. Frequently, decision makers have preliminary or prior
                                     probability assessments for the states of nature that are the best probability values
                                     available at that time. However, to make the best possible decision, the decision
                                     maker may want to seek additional information about the states of nature. This new
                                     information can be used to revise or update the prior probabilities so that the final
                                     decision is based on more accurate probabilities for the states of nature. Most often,
                                     additional information is obtained through experiments designed to provide sample
                                     information about the states of nature. Raw material sampling, product testing and
                                     market research studies are examples of experiments (or studies) that may enable
                                     management to revise or update the state-of-nature probabilities. These revised
                                     probabilities are called posterior probabilities.
                                       Let us return to the PDC problem and assume that management is considering a
                                     six-month market research study designed to learn more about potential market
                                     acceptance of the PDC project. Management anticipates that the market research
                                     study will provide one of the following two results:
                                       1 Favourable report: A significant number of the individuals contacted express
                                         interest in purchasing or leasing a PDC unit.
                                       2 Unfavourable report: Very few of the individuals contacted express interest in
                                         purchasing or leasing a PDC unit.

                                     Decision Tree

                                     The decision tree for the PDC problem with sample information shows the logical
                                     sequence for the decisions and the chance events in Figure 13.6.
                                       First, PDC’s management must decide whether the market research should be
                                     conducted. If it is conducted, PDC’s management must be prepared to make a
                                     decision about the size of the project if the market research report is favourable
                                     and, possibly, a different decision about the size of the project if the market research
                                     report is unfavourable. In Figure 13.6, the squares are decision nodes and the circles




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