The lengths of nails produced in a factory are normally distributed with a mean of 5.095.09 centimeters and a standard deviation of 0.040.04 centimeters. Find the two lengths that separate the top 7%7% and the bottom 7%7%. These lengths could serve as limits used to identify which nails should be rejected. Round your answer to the nearest hundredth, if necessary.

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Answer:

Two diameters that separate the top 7% and the bottom 7% are 5.15 and 5.03 respectively.

Step-by-step explanation:

We are given that the lengths of nails produced in a factory are normally distributed with a mean of 5.09 centimeters and a standard deviation of 0.04 centimeters.

Let X = lengths of nails produced in a factory

So, X ~ N([tex]\mu=5.09,\sigma^{2} = 0.04^{2}[/tex])

The z score probability distribution is given by;

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

where, [tex]\mu[/tex] = population mean

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

Now, we have to find the two lengths that separate the top 7% and the bottom 7%.

  • Firstly, Probability that the diameter separate the top 7% is given by;

         P(X > x) = 0.07

         P( [tex]\frac{X-\mu}{\sigma}[/tex] > [tex]\frac{x-5.09}{0.04}[/tex] ) = 0.07

         P(Z > [tex]\frac{x-5.09}{0.04}[/tex] ) = 0.07

So, the critical value of x in z table which separate the top 9% is given as 1.4996, which means;

                   [tex]\frac{x-5.09}{0.04}[/tex] = 1.4996

               [tex]x-5.09 = 0.04 \times 1.4996[/tex]

                    [tex]x[/tex] = 5.09 + 0.059984 = 5.15

  • Secondly, Probability that the diameter separate the bottom 7% is given by;

        P(X < x) = 0.07

         P( [tex]\frac{X-\mu}{\sigma}[/tex] < [tex]\frac{x-5.09}{0.04}[/tex] ) = 0.07

         P(Z < [tex]\frac{x-5.09}{0.04}[/tex] ) = 0.07

So, the critical value of x in z table which separate the bottom 9% is given as -1.4996, which means;

                   [tex]\frac{x-5.09}{0.04}[/tex] = -1.4996

               [tex]x-5.09 = 0.04 \times (-1.4996)[/tex]

                    [tex]x[/tex] = 5.09 - 0.059984 = 5.03

Therefore, the two diameters that separate the top 7% and the bottom 7% are 5.15 and 5.03 respectively.

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