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Lesson   2.6
                                                                                            and it looks like those who don’t play is
                 Normal Distributions:                                                      about 11 times as many as gamers, when
                                                                                            in reality there are 4.6 times as many
                 Finding Values from Areas                                                  that play some as gamers and 6.5 times
                                                                                            as many who don’t play as there are   Lesson 2.6
                                                                                            gamers.
                                   L E AR N I N G   TAR G E T S
                                                                                            (b)

                       •   Find the value that corresponds to a given percentile in a normal
                     distribution.                                                           1100

                   •   Find the mean or standard deviation of a normal distribution given the value   1000
                     of a percentile.                                                         900
                                                                                              800
                           (C) 2021 BFW Publishers -- for review purposes only.
                   When the distribution of a quantitative variable can be modeled with a normal curve,   700
                                                                                              600
                 we can use the methods of  Lesson 2.5 to find the percentile for a given value. We do   Frequency  500

                 this by finding the appropriate area in a normal distribution. What if we want to   400
                 find the value in a normal distribution corresponding to a given percentile? That will   300
                 require us to reverse the process to go from an area to a value.             200
                                                                                              100
                                                                                               0
                       Finding Percentiles in a Normal Distribution                                 Gamer  Play some  Don’t play
                                                                                                     Video game player status
                   Let’s return to the distribution of ITBS vocabulary scores among all Gary, Indiana,
                 seventh-graders.  Recall  that  this  distribution  is  approximately  normal  with  mean

                                          .


                 µ =  6.84 and standard deviation  σ = 1.55  What score would a student have to earn

                 to be at the 90th percentile of the distribution?
                       Figure 2.18(a) shows what we are trying to find: the ITBS score  x with   90% of   TEACHING TIP






                 the area to its left under the normal curve.  Figure 2.18(b) shows the standard normal

                 distribution with the corresponding area shaded.                           The learning targets in this lesson
                                                                                            are easier if students have just a little
                                                                                            algebraic skill. Consider doing a short
                                                                                            review of solving linear equations and
                  Area = 0.90                  Area = 0.90                                  systems of two linear equations with two
                                                                                            unknowns sometime during this lesson.
                                                                                            Most of the examples and exercises
                                                                                            can be completed without algebra, but
                  2.19  3.74  5.29  6.84  8.39 x  9.94  11.49  –3  –2  –1  0  1  z  2  3    a little algebra will go a long way to
                         ITBS vocabulary score           z-score
                                                                                            making the job easier.
                 FIGURE   2.18     (a) Normal distribution showing the 90th percentile of ITBS vocabulary scores for Gary,
                 Indiana,  seventh-graders. (b) The 90th percentile in the standard normal distribution.
                             We can use  Table A to find the  z -score with an area of 0.90 to its left in a standard       z     .07    .08    .09   LEARNING  T AR GET   KEY


                 normal distribution. Because  Table A gives the area to the left of a specified  z -score,     1.1    .8790   .8810   .8830
                 all we have to do is find the value closest to 0.90 in the middle of the table. From the   The problems in the test bank are

                                                          .
                 table excerpt in the margin, you see that the desired value is   =z    1.28          1.2    .8980   .8997   .9015   keyed to the learning targets using
                                                                         1.3    .9147   .9162   .9177
                                                                                             these numbers:
                                                                                             •   2.6.1
                                                                                 139
                                                                                             •   2.6.2
        03_StarnesSPA4e_24432_ch02_088_153.indd   139                             07/09/20   1:57 PM
                 (b) (i) z = (2.1 2.04)/0.032; the    25. The z-score that is closest to having       BELL RINGER
                                    =
                           −
                 proportion of z-scores greater than z = 2   an area of 0.8 to the left is z = 0.84. We
                 is 0.0228.                           also know that the mean = 50 and SD =   Mr. Tyson’s dog Zeus is a Vizsla (a breed of
                 (ii) Applet/normalcdf(lower:2.1,     6. Substituting into the z-score formula   dog). Vizslas are famously energetic, so
                 upper:1000,mean: 2.04,SD: 0.03) =    gives us 0.84(value 50)/6. The unknown   Mr. Tyson takes Zeus for a walk following
                                                                =
                                                                      −
                 0.0228. About 2.28% of bottles have a   value, which is the 80th percentile of this   the same route just about every day.
                 volume greater than 2.10 liters.     distribution, is (0.84)(6)50 55.04.   The duration of these walks follows an
                                                                        +
                                                                           =
                                                                                            approximately normal distribution with
                 (c) (i) z = (1.952.04)/0.03  =−3 and   26.  The distribution of weights of women   a mean of 20 minutes and a standard
                            −
                                =
                        −
                 z = (2.052.04)/0.030.33; the         aged 20 to 29 is not approximately normal.   deviation of 2 minutes. If the walk takes
                 proportion of z-scores between z = –3   In a normal distribution, Q 1  and Q 3  should   longer than 25 minutes, Mr. Tyson will be
                                       =
                 and z = 0.33 is 0.6293–0.00130.6280.   be about the same distance from the   late for breakfast. About what percent of
                 (ii) Applet/normalcdf(lower:1.95,    median. However, the distance from Q 1  to   these walks result in Mr. Tyson being late
                                                                         =
                                         =
                 upper: 2.05,mean: 2.04,SD: 0.03)0.6292.  the median (133.2–118.3 14.9) is smaller   for breakfast? Show your work.
                 About 62.92% of bottles are within   than the distance from the median to Q 3
                 0.05 liter of the target volume.     (157.3–133.2  = 24.1).
                 (d) Yes. Too many bottles have less than   27.  ( a) By starting the vertical scale at 100
                 the advertised amount of 2 liters (9.12%).  rather than 0, it looks like those who play
                                                      some is about 8 times as many as gamers,
                                                LESSON 2.6   •  Normal Distributions: Finding Values from Areas       139
          03_TysonTEspa4e_25177_ch02_088_153_4pp.indd   139                                                            10/11/20   7:48 PM
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