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                                      TABLE 5.1
                                      Uncertainty Analysis Software Commercial Packages

                                       Software
                                       package      Version      Producer     Year       URL address

                                      Crystal Ball  4.0       Decisioneering,   1996  www.decisioneering.com
                                                               Inc.
                                      @Risk      3.1          Palisade        1996   www.palisade.com
                                                               Corporation
                                      Analytica  1.0 Beta 1   Lumina Decision   1996  www.decisioneering.com
                                                               Systems, Inc.
                                      Stella II  3.0.6        High Performance   1994  www.hps-inc.com
                                                               System, Inc.
                                      PRISM      November 1992  Gardner, R.H. et   1992  www.senes.com
                                                               al.
                                      Susa-PC    1.0          Hofner, E. et al.;   1992     —
                                                               GRS–Garching
                                      Source: Metzger, J.N. et al., Hum. Ecol. Risk Assess., 4(2), 263–90, 1998. With permission.




                                    involved package that offers advanced statistical analysis specific to risk analysis.
                                    It is Excel based and uses macros for everything except the actual results from the
                                    model. Because of their relatively wide focus, PRISM and Susa-PC are more
                                    difficult to use than spreadsheets and require some knowledge of  Fortran and
                                    statistics.
                                       Finally, the software Crystal Ball Version 4.0 from Decisioneering (1996) is a
                                    simulation program that helps analyze the uncertainties associated with Microsoft
                                    Excel spreadsheet models by MC simulation. Crystal Ball adds probability to the
                                    best, worst, and most likely case versions of the same model — which only predict
                                    the range of outcomes — and automates the what-if process. Crystal Ball is an add-
                                    on to Excel; the user does not need to leave Excel to undertake such forecasting.
                                    The program works with models existing already, so the calculations do not need
                                    to be recreated. As a fully integrated Excel add-on program with its own toolbar
                                    and menus, Crystal Ball picks up where spreadsheets end by allowing the user to
                                    perform the MC analysis. The user must define a range for each uncertain value in
                                    the spreadsheet and Crystal Ball uses this information to perform thousands of
                                    simulations. Another function of this software is the sensitivity analysis. Sensitivity
                                    charts show how much influence each assumption has on the results, allowing the
                                    user to focus further analytical effort on the most important factors. The results are
                                    dynamically summarized in forecast charts that show all the outcomes and their
                                    likelihood. An  example of the activated cells of an Excel sheet, the result of a
                                    sensitivity analysis, and the final provision are shown in the Crystal Ball screenshot
                                    (Figure 5.1).



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