Page 159 - Lean six sigma demystified
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138        Lean Six Sigma  DemystifieD


                        Space Shuttle Challenger

                        Tufte tackles the data and presentation used by Morton Thiokol to show
                                         O-ring damage on previous shuttle flights. The graphs
                                         use cute little rockets to show O-ring damage over time

                   70      67      53    (Fig. 4-37).
                                            The temperature at the time of launch is shown on rocket
                                         A, and the O-ring damage on the recovered boosters is
                                         shown as gray or hatched areas. As you can imagine, put 50
                                         of these in a row and it’s hard to tell what’s really going on,
                  13 13   14 14  15 15   because you can’t detect the pattern with your naked eye.
                  A  B    A  B    A  B
                                            If, however, you use the O-ring data to draw a scatter plot
                 FIGURE 4-37 • Thiokol rockets   (Fig. 4-38), you can use the trend line to back into the
                 example.
                                         potentially catastrophic problems awaiting the space shuttle
                                         Challenger.


                                     n = 23     O-Ring damage on space shuttles
                                   12                                  Damage index
                                   10 8                                y = mx + b
                                  Damage index  6 4  Projected shuttle challenger  launch temperature





                                    2
                                    0
                                     20     30    40    50    60     70    80    90
                                   –2            Launch temperature fahrenheit

                                 FIGURE 4-38 • O-ring scatter showing projected problems.

                          If you use a c chart to plot the damage index, you get a chart that tells you
                        that the one 53-degree launch is a special cause variation, but also that the
                        entire launch sequence is unstable (Fig. 4-39).
                          If the process was this unstable, maybe it needed some serious root cause
                        analysis before liftoff.

                        The Right Picture Is Worth a Thousand Words

                        Information displays should serve the analytic purpose at hand. That’s why I
                        use the QI Macros to draw as many different charts as possible to explore
                        which one tells the best story. Here are some of Tufte’s insights.
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