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384   CHAPTER 9 PROJECT SCHEDULING: PERT/CPM



                      Table 9.4 Optimistic, Most Probable and Pessimistic Activity Time Estimates (In Weeks) for the
                      Porta-Vac Project
                      Activity            Optimistic (a)        Most Probable (m)         Pessimistic (b)

                      A                       4                        5                       12
                      B                       1                        1.5                      5
                      C                       2                        3                        4
                      D                       3                        4                       11
                      E                       2                        3                        4
                      F                       1.5                      2                        2.5
                      G                       1.5                      3                        4.5
                      H                       2.5                      3.5                      7.5
                      I                       1.5                      2                        2.5
                      J                       1                        2                        3






                                                                     a þ 4m þ b
                                                                   t ¼                                (9:4)
                                                                         6
                                     For activity A we have an average or expected time of:

                                                               4 þ 4ð5Þþ 12  36
                                                           t A ¼          ¼   ¼ 6 weeks
                                                                   6        6
                                       With uncertain activity times, we can use the variance to describe the dispersion
                                     or variation in the activity time values. The variance of the activity time is given by
                                               1
                                     the formula :
                                                                              2
                                                                        b   a
                                                                    2
                                                                     ¼                                (9:5)
                                                                          6
                                     The difference between the pessimistic (b) and optimistic (a) time estimates greatly
                                     affects the value of the variance. Large differences in these two values reflect a high
                                     degree of uncertainty in the activity time. Using Equation (9.5), we obtain the
                                                                                                  2
                                     measure of uncertainty – that is, the variance – of activity A, denoted   :
                                                                                                  A
                                                                   12   4   2     2
                                                                            8
                                                             2
                                                              ¼          ¼     ¼ 1:78
                                                             A
                                                                    6       6
                                       Equations (9.4) and (9.5) are based on the assumption that the activity time
                                                                                           2
                                     distribution can be described by a beta probability distribution. With this assump-
                                     tion, the probability distribution for the time to complete activity A is as shown in
                                     Figure 9.11. Using Equations (9.4) and (9.5) and the data in Table 9.4, we calculated
                                     the expected times and variances for all Porta-Vac activities; the results are sum-
                                     marized in Table 9.5.
                                                                                                1
                                     1 The variance equation is based on the notion that a standard deviation is approximately / 6 of the difference
                                     between the extreme values of the distribution: (b   a)/6. The variance is the square of the standard deviation.
                                     2                 2
                                     The equations for t and s require additional assumptions about the parameters of the beta probability
                                     distribution. However, even when these additional assumptions are not made, the equations still provide
                                     good approximations of t and s . 2



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