The diameters of bolts produced in a machine shop are normally distributed with a mean of 5.65 millimeters and a standard deviation of 0.07 millimeters. Find the two diameters that separate the top 4% and the bottom 4%. These diameters could serve as limits used to identify which bolts should be rejected. Round your answer to the nearest hundredth, if necessary.

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Answer:

Two diameters that separate the top 4% and the bottom 4% are 5.77 and 5.53 respectively.

Step-by-step explanation:

We are given that the diameters of bolts produced in a machine shop are normally distributed with a mean of 5.65 millimeters and a standard deviation of 0.07 millimeters.

Let X = diameters of bolts produced in a machine shop

So, X ~ N([tex]\mu=5.65,\sigma^{2} = 0.07^{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 diameters that separate the top 4% and the bottom 4%.

  • Firstly, Probability that the diameter separate the top 4% is given by;

        P(X > x) = 0.04

        P( [tex]\frac{X-\mu}{\sigma}[/tex] > [tex]\frac{x-5.65}{0.07}[/tex] ) = 0.04

        P(Z > [tex]\frac{x-5.65}{0.07}[/tex] ) = 0.04

So, the critical value of x in z table which separate the top 4% is given as 1.7507, which means;

                 [tex]\frac{x-5.65}{0.07}[/tex]  = 1.7507

              [tex]x-5.65 = 0.07 \times 1.7507[/tex]

                         [tex]x[/tex] = 5.65 + 0.122549 = 5.77

  • Secondly, Probability that the diameter separate the bottom 4% is given by;

        P(X < x) = 0.04

        P( [tex]\frac{X-\mu}{\sigma}[/tex] < [tex]\frac{x-5.65}{0.07}[/tex] ) = 0.04

        P(Z < [tex]\frac{x-5.65}{0.07}[/tex] ) = 0.04

So, the critical value of x in z table which separate the bottom 4% is given as -1.7507, which means;

                 [tex]\frac{x-5.65}{0.07}[/tex]  = -1.7507

              [tex]x-5.65 = 0.07 \times (-1.7507)[/tex]

                         [tex]x[/tex] = 5.65 - 0.122549 = 5.53

Therefore, the two diameters that separate the top 4% and the bottom 4% are 5.77 and 5.53 respectively.