Page 89 - Statistics for Dummies
P. 89

Chapter 5: Means, Medians, and More
                                                      Player
                                                                                      Salary ($)
                                                      Shannon Brown
                                                                                      2,000,000
                                                                                      1,947,240
                                                      Jordan Farmar
                                                      Didier Ilunga-Mbenga
                                                                                        959,111
                                                      Josh Powell
                                                                                        959,111
                                                                                      91,378,064
                                                      Total
                                                    The mean of all the salaries on this team is $91,378,064 ÷ 13 = $7,029,082. That’s a
                                                    pretty nice average salary, isn’t it? But notice that Kobe Bryant really stands out
                                                    at the top of this list, and he should — his salary was the second highest in the
                                                    entire league that season (just behind Tracy McGrady). If you remove Kobe from
                                                    the equation (literally), the average salary of all the Lakers players besides Kobe
                                                    becomes $68,343,689 ÷ 12 = $5,695,307 — a difference of around 1.3 million.
                                                    This new mean is still a hefty amount, but it’s significantly lower than the   73
                                                    mean salary of all the players including Kobe. (Fans would tell you that this
                                                    reflects his importance to the team, and others would say no one is worth
                                                    that much money; this issue is but the tip of the iceberg of the never-ending
                                                    debates that sports fans — me included — love to have about statistics.)
                                                    Bottom line: The mean doesn’t always tell the whole story. In some cases it
                                                    may be a bit misleading, and this is one of those cases. That’s because every
                                                    year a few top-notch players (like Kobe) make much more money than any-
                                                    body else, and their salaries pull up the overall average salary.
                                                    Numbers in a data set that are extremely high or extremely low compared to
                                                    the rest of the data are called outliers. Because of the way the average is calcu-
                                                    lated, high outliers tend to drive the average upward (as Kobe’s salary did in
                                                    the preceding example). Low outliers tend to drive the average downward.
                                                    Splitting your data down the median
                                                    Remember in school when you took an exam, and you and most of the rest
                                                    of the class did badly, but a couple of nerds got 100? Remember how the
                                                    teacher didn’t curve the scores to reflect the poor performance of most of
                                                    the class? Your teacher was probably using the average, and the average in
                                                    that case didn’t really represent what statisticians might consider the best
                                                    measure of center for the students’ scores.
                                                    What can you report, other than the average, to show what the salary of a
                                                    “typical” NBA player would be or what the test score of a “typical” student
                                                    in your class was? Another statistic used to measure the center of a data set







                                                                                                                           3/25/11   8:17 PM
                             10_9780470911082-ch05.indd   73                                                               3/25/11   8:17 PM
                             10_9780470911082-ch05.indd   73
   84   85   86   87   88   89   90   91   92   93   94