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120    CHAPTER 2   •  Modeling One-Variable Quantitative Data

                                                                              DEFINITION  The empirical rule
                        TEACHING TIP                                    In any normal distribution with mean  µ  and
                                                                      standard deviation  σ   :

                Some Algebra 2 textbooks teach a

                0.15–2.35–13.5–34 rule for normal                     •    About   68%  of the values fall within    σ1

                distributions. These proportions                        of the mean  µ  .                68% of

                correspond to the areas under the                     •    About   95%  of the values fall within    σ2  values
                                                                        of the mean  µ  .

                curve on each side of 0. Although this is             •    About   99.7%  of the values fall within   95% of
                                                                                                         values

                equivalent to the empirical rule, it does               3σ   of the mean  µ  .           99.7% of


                                                                                                         values
                require memorizing more numbers and                     This result is known as the
                                                                                                      –1
                                                                                                              1
                                                                                                          0
                more non-integer values. We prefer                    empirical rule.          –3  –2  Standard deviations  2  3
                68–95–99.7.
                           (C) 2021 BFW Publishers -- for review purposes only.
                                                                         Some people refer to the empirical rule result as the 68–95–99.7 rule. By remem-
                                                                     bering these three numbers, you can quickly estimate the proportion or percent of
                                                                     observations in a specified interval in a normal distribution.
                  AL TERNA TE  EX AMPLE                  EXAMPLE
                How good is Lexi Thompson?
                                                             How can you interpret ITBS vocabulary scores?
                Using the empirical rule to estimate areas
                                                               Using the empirical rule to estimate areas
                PROBLEM:  Golfer Lexi Thompson is              PROBLEM:    The distribution of Iowa Test of Basic Skills (ITBS)   Bonnie Jo Mount/The Washington



                one of the top golfers on the LPGA tour.   vocabulary scores for seventh-grade students in Gary, Indi-  Post/Getty Images

                The distribution of scores for each of the   ana, can be modeled by a normal distribution with  µ = 6.84
                                                           and   σ =1.55 . Use the empirical rule to answer the following

                more than 700 rounds over her LPGA         questions.
                career is approximately normal with              (a)   What percent of these students have ITBS vocabulary scores less than 3.74?

                a mean of about µ = 70.6 strokes and           (b)   What proportion of Gary, Indiana, seventh-graders have ITBS vocabulary scores between 5.29 and 9.94?

                a standard deviation of about σ = 3.2         SOLUTION:
                strokes. Use the empirical rule to answer   (a)
                the following questions.                                                        Sketch a normal curve with the mean and the
                                                                                              values 1, 2, and 3 standard deviations from the
                (a) What proportion of Thompson’s                             About 95%       mean labeled. Then shade the area of interest.
                scores are greater than 73.8?
                (b) What percent of Thompson’s scores                                           By the empirical rule, about  95%  of all scores



                are between 64.2 and 67.4?                 About 5% / 2 = 2.5%                fall between 3.74 and 9.94. The other   5%   of
                                                                                              scores are outside this range. Because normal
                                                                                              distributions are symmetric, half of these scores
                SOLUTION:                                                                     are less than 3.74 and half are greater than 9.94.
                (a) About 68% of all scores are between       2.19  3.74  5.29  6.84  8.39  9.94  11.49
                67.4 and 73.8. That means about                      ITBS vocabulary score

                100% –68%  = 32% are either less than       About   2.5%  of Gary, Indiana, seventh-graders have ITBS
                                                           vocabulary scores less than 3.74.
                67.4 or greater than 73.8. Because
                normal distributions are symmetric,
                about 32%/2 16% or 0.16 of Lexi
                          =
                Thompson’s scores are greater than 73.8.
                                                  95% –68%  = 27% are between 64.2 and                                     07/09/20   1:55 PM
                                                  03_StarnesSPA4e_24432_ch02_088_153.indd   120
                                                  67.4 or between 73.8 and 77.0. Because
                      About 68%
                                        About     normal distributions are symmetric, about
                                       100% – 68%  27%/213.5% of all scores are between 64.2
                                                       =
                                          2
                                        = 16%     and 67.4.
                                                         About 68%
                  61.0  64.2  67.4  70.6  73.8  77.0  80.2
                                                     About
                             Score                  95% – 68%
                                                       2
                (b) By the empirical rule, about 68%   = 13.5%
                of all scores are between 67.4 ft and
                73.8 ft and about 95% are between     61.0  64.2  67.4  70.6  73.8  77.0  80.2
                64.2 and 77.0. That means about                  Score
                120       CHAPTER 2   •   Modeling One-Variable Quantitative Data


          03_TysonTEspa4e_25177_ch02_088_153_4pp.indd   120                                                            10/11/20   7:45 PM
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