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540   CHAPTER 13 DECISION ANALYSIS



                      MANAGEMENT SCIENCE IN ACTION



                      Decision Analysis at Eastman Kodak
                          lemen and Kwit conducted a study to deter-  decision analysis returned substantial value to the
                      C mine the value of decision analysis at the  company. Indeed, they concluded that the value
                      Eastman Kodak company. The study involved an  added by the projects was at least 185 times the
                      analysis of 178 decision analysis projects over the  cost of the analysts’ time.
                      ten-year period from 1990 to 1999. The projects  In addition to the monetary benefits, the authors
                      involved a variety of applications including strategy  point out that decision analysis adds value by facil-
                      development, vendor selection, process analysis,  itating discussion among stakeholders, promoting
                      new-product brainstorming, product-portfolio selec-  careful thinking about strategies, providing a com-
                      tion and emission-reduction analysis. These projects  mon language for discussing the elements of a
                      required 14 372 hours of analyst time and the  decision problem and speeding implementation by
                      involvement of many other individuals at Kodak over  helping to build consensus among decision makers.
                      the ten-year period. The shortest projects took less  In commenting on the value of decision analysis at
                      than 20 hours, and the longest projects took almost  Eastman Kodak, Nancy L. S. Sousa said, ‘As Gen-
                      a year to complete.                         eral Manager, New Businesses, VP Health Imaging,
                         Most decision analysis projects are one-time  Eastman Kodak, I encourage all of the business
                      activities, which makes it difficult to measure the  planners to use the decision and risk principles and
                      value added to the corporation. Clemen and Kwit  processes as part of evaluating new business
                      used detailed records that were available and some  opportunities. The processes have clearly led to bet-
                      innovative approaches to develop estimates of the  ter decisions about entry and exit of businesses’.
                      incremental dollar value generated by the decision  Although measuring the value of a particular deci-
                      analysis projects. Their conservative estimate of the  sion analysis project can be difficult, it would be
                      average value per project was $6.65 million and their  difficult to dispute the success that decision analysis
                      optimistic estimate of the average value per project  had at Kodak.
                      was $16.35 million. Their analysis led to the conclu-
                                                                  Based on Robert T. Clemen and Robert C. Kwit, ‘The Value of Decision
                      sion that all projects taken together added more
                                                                  Analysis at Eastman Kodak Company, 1990–1999’, Interfaces (Sep-
                      than $1 billion in value to Eastman Kodak. Using  tember/October 2001): 74–92.
                      these estimates, Clemen and Kwit concluded that



                                     As we have seen in other chapters, managers are typically faced with uncertainty
                                     about the consequences of their decisions. Typically, a manager will be faced with
                                     several decision alternatives – the different decisions they can make in some sit-
                                     uation. The difficulty arises because the outcomes from these alternative decisions
                                     will to some extent be uncertain. We could decide to launch a new product but
                                     future sales will be uncertain. We could decide to invest in the latest production
                                     equipment to boost productivity but the financial benefits will be uncertain. A
                                     hospital could decide to introduce the latest medical scanning facilities but the exact
                                     effect on patients and patient throughput will be uncertain. In such situations, a
                                     good analysis will include risk assessment where the risk associated with some
                                     decision is the direct result of the uncertainty surrounding the outcome from that
                                     decision. Decision analysis is a technique that can be used to help a manager
                                     determine a suitable decision under such uncertain conditions.
                                       We begin the study of decision analysis by considering problems having reason-
                                     ably few decision alternatives and reasonably few possible future events. Payoff
                                     tables are introduced to provide a structure for the decision problem and to
                                     illustrate the fundamentals of decision analysis. We then introduce decision trees
                                     to show the sequential nature of decision problems. Decision trees are used to




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