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Statistics



                      Notes         Alternative Method

                                    The work of computations of EMV's, in the above example, can be reduced considerably by the
                                    use of the concept of expected marginal profit. Let  p  be the marginal profit and l be the marginal
                                    loss of ordering an additional unit of the product. Then, the expected marginal profit of ordering
                                    the Ath unit, is given by

                                     =  p .P (D ³  A ) l-  .P (D <  A ) p=  .P (D ³  A ) l-  [ . 1 P-  (D ³  A )]

                                           .P
                                     =  (p +  l ) (D ³  A ) l-                                                  .... (1)
                                    The computations of EMV, for alternative possible values of A, are shown in the following table:
                                    In our example,  p =  3  and  l =  2 .

                                    Thus, the expression for the expected marginal profit of the Ath unit
                                      a      a             a
                                    = 3 +2fP D ³ Af- 2 = 5P D ³ Af- 2.
                                                                 Table  for  computations

                                                                                        Total  profit  or
                                                Action ( ) P (D ³  A ) * EMP =  5P (D ³  A ) 2-
                                                      A
                                                                                              EMV
                                                    5       1.00     5 1.00 2 =  3.00        5 3.00 =  15.00
                                                                           -
                                                                                          ´
                                                                      ´
                                                                           -
                                                    6       0.90     5 0.90 2 =  2.50  15.00 2.50 =  17.50
                                                                      ´
                                                                                          +
                                                                           -
                                                                      ´
                                                    7       0.70     5 0.70 2 =  1.50  17.50 1.50 =  19.00
                                                                                          +
                                                    8       0.40     5 0.40 2 =  0.00  19.00 0.00 =  19.00
                                                                           -
                                                                                          +
                                                                      ´
                                                                           -
                                                                                          -
                                                                      ´
                                                    9       0.15      5 0.15 2 = - 1.25  19.00 1.25 =  17.75
                                                * This column represents the 'more than type' cumulative probabilities.
                                    Since the expected marginal profit (EMP) of the 8th unit is zero, therefore, optimal order is 8
                                    units.
                                    8.1.2 Marginal  Analysis
                                    Marginal analysis is used when the number of states of nature is considerably large. Using this
                                    analysis, it is possible to locate the optimal course of action without the computation of EMV's
                                    of various actions.
                                    An order of A units is said to be optimal if the expected marginal profit of the Ath unit is non-
                                    negative and the expected marginal profit of the (A + 1)th unit is negative. Using equation (1),
                                    we can write
                                                     P
                                                (p +  l ) (D ³  A ) l-  ³  0  and                                .... (2)
                                                     P
                                                (p +  l ) (D ³  A +  ) 1 -  l <  0                               .... (3)
                                    From equation (2), we get

                                                     l                   l
                                          P (D ³  A ) ³     or  1 P-  (D <  A )³
                                                   p +  l              p +  l
                                                          l                   p
                                          or  P (D <  A ) 1£ -     or  P (D £  A -  ) 1 £                        .... (4)
                                                        p +  l              p +  l
                                          [P(D £ A – 1) = P(D < A), since A is an integer]




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