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Chapter 2  •  Foundations and Technologies for Decision Making   73


                                                                 Intelligence Phase
                                                           Organization objectives
                                                           Search and scanning procedures
                                Reality     Simplification  Data collection
                                           Assumptions     Problem identification
                                                           Problem ownership
                                                           Problem classification
                                                           Problem statement
                                                                          Problem Statement
                                                                  Design Phase
                                                            Formulate a model
                                       Validation of the model  Set criteria for choice
                                                            Search for alternatives
                                                            Predict and measure outcomes

                        Success                                          Alternatives
                                                                   Choice Phase
                                       Verification, testing of  Solution to the model
                                         proposed solution  Sensitivity analysis
                                                            Selection of the best (good)
                                                             alternative(s)
                                                            Plan for implementation

                                     Implementation
                                       of solution
                                                               Failure
                    figure 2.1  The Decision-Making/Modeling Process.

                    we view monitoring as the intelligence phase applied to the implementation phase. Simon’s
                    model is the most concise and yet complete characterization of rational decision making.
                    A conceptual picture of the decision-making process is shown in Figure 2.1.
                        There is a continuous flow of activity from intelligence to design to choice (see the
                    bold lines in Figure 2.1), but at any phase, there may be a return to a previous phase
                    (feedback). Modeling is an essential part of this process. The seemingly chaotic nature of
                    following a haphazard path from problem discovery to solution via decision making can
                    be explained by these feedback loops.
                        The decision-making process starts with the intelligence phase; in this phase, the
                    decision maker examines reality and identifies and defines the problem. Problem ownership
                    is established as well. In the design phase, a model that represents the system is  constructed.
                    This is done by making assumptions that simplify reality and writing down the relationships
                    among all the variables. The model is then validated, and criteria are determined in a princi-
                    ple of choice for evaluation of the alternative courses of action that are identified. Often, the
                    process of model development identifies alternative solutions and vice versa.
                        The  choice phase includes selection of a proposed solution to the model (not
                    necessarily to the problem it represents). This solution is tested to determine its viability.
                    When the proposed solution seems reasonable, we are ready for the last phase: imple-
                    mentation of the decision (not necessarily of a system). Successful implementation results
                    in solving the real problem. Failure leads to a return to an earlier phase of the process. In
                    fact, we can return to an earlier phase during any of the latter three phases. The decision-
                    making situations described in the opening vignette follow Simon’s four-phase model, as
                    do almost all other decision-making situations. Web impacts on the four phases, and vice
                    versa, are shown in Table 2.1.







           M02_SHAR9209_10_PIE_C02.indd   73                                                                      1/25/14   7:45 AM
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