Assume that for the existing machine the sample mean bolt di
Assume that, for the existing machine, the sample mean bolt diameter is 5.00 mm from a sample of 100 bolts, the population standard deviation is known to be 0.025 mm, and the bolt diameter measurement is normally distributed. Calculate the following quantities, and include units in your answers:
a) A 95% twosided confidence interval for the true mean bolt diameter, .
b) A 99% twosided confidence interval for the true mean bolt diameter, .
c) Explain the difference between the width of the intervals in part a) and part b).
d) Suppose we wanted to be 90% confident that the error in estimating the mean bolt diameter is less than 0.01 mm. What minimum sample size is required?
Solution
A)
Note that
Lower Bound = X - z(alpha/2) * s / sqrt(n)
Upper Bound = X + z(alpha/2) * s / sqrt(n)
where
alpha/2 = (1 - confidence level)/2 = 0.025
X = sample mean = 5
z(alpha/2) = critical z for the confidence interval = 1.959963985
s = sample standard deviation = 0.025
n = sample size = 100
Thus,
Lower bound = 4.99510009
Upper bound = 5.00489991
Thus, the confidence interval is
( 4.99510009 , 5.00489991 ) [ANSWER]
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B)
Note that
Lower Bound = X - z(alpha/2) * s / sqrt(n)
Upper Bound = X + z(alpha/2) * s / sqrt(n)
where
alpha/2 = (1 - confidence level)/2 = 0.005
X = sample mean = 5
z(alpha/2) = critical z for the confidence interval = 2.575829304
s = sample standard deviation = 0.025
n = sample size = 100
Thus,
Lower bound = 4.993560427
Upper bound = 5.006439573
Thus, the confidence interval is
( 4.993560427 , 5.006439573 ) [ANSWER]
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C)
The larger the confidence level is, the greater the margin of error. You want to be more confident that you include the true mean, so you widen your interval.
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d)
Note that
n = z(alpha/2)^2 s^2 / E^2
where
alpha/2 = (1 - confidence level)/2 = 0.05
Using a table/technology,
z(alpha/2) = 1.644853627
Also,
s = sample standard deviation = 0.025
E = margin of error = 0.01
Thus,
n = 16.90964659
Rounding up,
n = 17 [ANSWER]

