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254        Lean Six Sigma  DemystifieD



                                       Stable—In Control        Unstable—Out of Control

                         Capable       Good                     Analyze and correct special
                                                                causes
                         Not capable   Analyze and reduce       Correct special causes to get a
                                       common cause variation   stable process, then reduce
                                                                common cause variation

                          We recently sent out a QI Macros ezine about analyzing manufacturing per-
                        formance data. Many readers asked an interesting question: If my data fits
                        between the specification limits of the histogram, but the control chart is unsta-
                        ble, is that good or bad?


                        The Good News

                        If your data fits between the upper and lower spec limits, then you are meeting
                        your customer’s requirements (Fig. 8-3).




                                                         Batch results

                               LSL 9.0            Mode  11.3                            USL  15.0
                    6.0
                                                       Mean  12.0                        Cp  1.2
                                                            Median  12.1                Cpk  1.2
                                                                                         Pp  0.9
                    5.0                                                                 Ppk  0.8
                                                                                        Cpm  0.9
                                                                                       Stdev  1.2
                                                                                        Max  14.0
                    4.0                                                                  Min  9.8
                                                                                       Zbench  2.3
                                                                                            1.2
                                                                                        CpkU
                  Number  3.0                                                         ZTarget  1.2
                                                                                        CpkL
                                                                                            0.0
                                                                                     %Defects  0.0%
                                                                                    %Expected  1.0%
                    2.0                                                                 PPM  0.0
                                                                                      Expected  10227.9
                    1.0



                    0.0
                           8.5 to 9.0 9.0 to 9.5 9.5 to  10.0 to  10.5 to  11.0 to  11.5 to  12.0 to  12.5 to  13.0 to  13.5 to  14.0 to  14.5 to  15.0 to
                                       10.0  10.5  11.0  11.5  12.0  12.5  13.0  13.5  14.0  14.5  15.0  15.5
                                                           Values
                 Figure 8-3 • Histogram of batch results.
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