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346   C o n t i n u o u s   I m p r o v e m e n t                        I m p r o v e / D e s i g n   S t a g e     347


                                       Probability of Failure  Failure Rate  Cpk      Occ.
                                       Very high             > 1/2          < 0.33    10
                                                             1/3            0.33        9
                                       High (often)          1/8            0.51        8
                                                             1/20           0.67        7
                                       Moderate; occasional  1/80           .83         6
                                                             1/400          1.00        5
                                                             1/2,000        1.17        4
                                       Low                   1/15,000       1.33        3
                                       Very low              1/150,000      1.50        2
                                       Remote                < 1/150,000    > 1.67      1

                                      (AIAG, 1995)
                                      Table 16.2  AIAG Occurrence Levels

                                    8.  Define the detection method and likelihood of detection. Table 16.1
                                       provides useful descriptions of detection levels from 1 to 10. In the
                                       example, the failure mode of mistyping the product ID, with the
                                       effect of shipping the wrong product, is given a detectability level
                                       of 4, a likely detection before reaching the customer. This is based
                                       on  the  detection  method  that  has  been  implemented  from  past
                                       process improvements: the accounting clerk compares the PO with
                                       the order form as the invoice is created for shipping.
                                    9.  Calculate risk priority number (RPN) by multiplying the severity,
                                       occurrence,  and  detectability  levels.  In  the  example,  the  risk
                                       priority number is calculated by multiplying 6 (the severity) by 5
                                       (the  occurrence  level)  by  4  (the  detection  level),  resulting  in  an
                                       RPN of 120.
                                   10.  Prioritize the failure modes based on the RPN.

                                   The risk priority number will range from 1 to 1000, with larger num­
                                bers representing higher risks. Failure modes with higher RPN should be
                                given priority for the Improve stage of DMAIC.
                                   Some  organizations  use  threshold  values,  above  which  preventive
                                action must be taken. For example, the organization may require improve­
                                ment for any RPN exceeding 120. Reducing the RPN requires a reduction
                                in the severity, occurrence, and/or detectability levels associated with the
                                failure mode. As a general rule:

                                    •  Reducing severity requires a change to the design of the product or
                                       process. For example, if the process involves a manufactured part, it
                                       may be possible to alter the design of the part so that the stated
                                       failure mode is no longer a serious problem for the customer.








          16_Pyzdek_Ch16_p335-348.indd   347                                                            11/9/12   5:16 PM
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