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442   Chapter Twelve


           TABLE 12.14 2 6   2  Design
                                   Factors
             Run
            number  A    B    C    D   E   ABC  F   BCD

              1     1    1    1    1      1         1
              2      1   1    1    1       1        1
              3     1     1   1    1       1        1
              4      1    1   1    1      1         1
              5     1    1    1    1       1        1
              6      1   1    1    1      1         1
              7     1     1   1    1      1         1
              8      1    1   1    1       1        1
              9     1    1    1    1      1         1
              10     1   1    1    1       1        1
              11    1     1   1    1       1        1
              12     1    1   1    1      1         1
              13    1    1    1    1       1        1
              14     1   1    1    1      1         1
              15    1     1   1    1      1         1
              16     1    1   1    1       1        1




             The first k   2   4 factors are A,B,C,D. We will lay out the first four
             columns with A,B,C,D in standard order (see Table 12.14).
             Step 3: Use the defining relation to create the last two columns. In the
             2 6   2  example, if we use I   ABCE as the defining relation, then
             E   ABC, and I   BCDF, then F   BCD.

             Example 12.7. A fractional factorial design  The manager of a manufac-
             turing company is concerned about the large number of errors in invoices.
             An investigation is conducted to determine the major sources of error.
             Historical data are retrieved from a company database that contains
             information on customers, type of product, size of shipment, and other
             variables.
               The investigation group identified four factors relating to the shipment
             of product and defined two levels for each factor (see Table 12.15).


           TABLE 12.15 Factors and Levels for Example 12.7

           Factor                       Level
           Customer C        Minor ( 1)     Major ( 1)
           Customer location L  Foreign ( 1)  Domestic ( )
           Type of product T  Commodity ( 1)  Specialty ( )
           Size of shipment S  Small ( )    Large ( )
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