In a survey of women in a certain country​ (ages 20 minus​29), the mean height was 66.2 inches with a standard deviation of 2.86 inches. Answer the following questions about the specified normal distribution. ​(a) What height represents the 95th ​percentile? (round to two decimal places as needed)
(b) What height represents the first quartile? (round to two decimal places as needed.)

Answer :

Answer:

(a) The height of 70.90 inches represents the 95th ​percentile.

(b) The height of 64.27 inches represents the first quartile.

Step-by-step explanation:

We are given that in a survey of women in a certain country​ (ages 20-​29), the mean height was 66.2 inches with a standard deviation of 2.86 inches.

Let X = heights of women in a certain country.

So, X ~ Normal([tex]\mu=66.2,\sigma^{2} =2.86^{2}[/tex])

The z-score probability distribution for the normal distribution is given by;

                                   Z  =  [tex]\frac{X-\mu}{\sigma}[/tex]  ~ N(0,1)

where, [tex]\mu[/tex] = mean height = 66.2 inches

           [tex]\sigma[/tex] = standard deviation = 2.86 inches

(a) We have to find the height that represents 95th percentile, that means;

         P(X < x) = 0.95        {wherex is the required height}

         P( [tex]\frac{X-\mu}{\sigma}[/tex] < [tex]\frac{x-66.2}{2.86}[/tex] ) = 0.95

         P(Z <  [tex]\frac{x-66.2}{2.86}[/tex] ) = 0.95

Now, in the z table the critical value of x that represents the top 5% area is given by 1.645, that is;

                              [tex]\frac{x-66.2}{2.86}=1.645[/tex]

                             [tex]{x-66.2=1.645\times 2.86[/tex]

                              x = 66.2 + 4.70 = 70.90 inches

So, the height of 70.90 inches represents the 95th ​percentile.

(b) We have to find the height that represents the first quartile, that means;

         P(X < x) = 0.25        {wherex is the required height}

         P( [tex]\frac{X-\mu}{\sigma}[/tex] < [tex]\frac{x-66.2}{2.86}[/tex] ) = 0.25

         P(Z <  [tex]\frac{x-66.2}{2.86}[/tex] ) = 0.25

Now, in the z table the critical value of x that represents the below 25% area is given by -0.6745, that is;

                              [tex]\frac{x-66.2}{2.86}=-0.6745[/tex]

                             [tex]{x-66.2=-0.6745\times 2.86[/tex]

                              x = 66.2 - 1.93 = 64.27 inches

So, the height of 64.27 inches represents the first quartile.

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