Question

In: Statistics and Probability

A process is known to produce bricks whose weights are normally distributed with standard deviation 0.12...

  1. A process is known to produce bricks whose weights are normally distributed with standard deviation 0.12 pounds. A random sample of sixteen bricks from today's output had a mean weight of 4.07 pounds.
    1. Find a 99% confidence interval for the mean weight of all bricks produced today. (6)
  1. Without doing the calculations, state whether a 95% confidence interval for the population mean would be wider than, narrower than, or the same width as that found in (a). (2)
  1. It is decided that tomorrow a sample of twenty bricks will be taken. Without doing the calculations, state whether a correctly calculated 99% confidence interval for the mean weight of tomorrow's output will be wider than, narrower than, or the same width as that found in (a). (2)

Solutions

Expert Solution

Question (a)

Given Sample Mean = 4.07

Stamdard Deviation = 0.13

Sample size, n = 16

Given the population is normally distributed, So

99% confidence interval fort the mean weight = Z/2 * ( / )

= 1- confidence level

= 1 - 0.99

= 0.01

/2 = 0.005

So we need to find a z-score that has an area of 0.995 to its left

The z-score of 2.576 has an area of 0.995 to its left

99% confidence interval fort the mean weight = 4.07 2.576 * (0.13 / )

= 4.07 2.576 * (0.13 /4)

= 4.07 2.576 *0.035

= 4.07 0.08372

= (3.98628, 4.15372)

So the 99% confidence interval for the mean weight of all bricks produced today is (3.98628, 4.15372)

Question (b)

We have decreased the confidecne level from 99% to 95% which implies the Z/2 will decrease from 2.576 to 1.96

So  the Margin of error Z/2 * ( / ) decreases as we decrease the confidence level from 99% to 95% since the Standard deviation S and sample size remains same in both the cases

The confidence interval Z/2 * ( / ) becomes narrow as we decreae the confidence level from 99% to 95% since the Sample Mean , Standard deviation S and sample size remains same in both the cases

A 95% confidence interval for the population mean would be narrower than a 99% confidence interval for the population mean

Question (c)

The sample size is increased from 16 to 20

So  Z/2 * ( / ) decreases as weincrease the sample size from 16 to 20, since the Sample size is in denominator, increasing it would decrease the Maegin of error Z/2 * ( / ) as Standard deviation S and confidecne level reamain the same in the both the cases

The confidence interval Z/2 * ( / ) becomes narrow as we increase the sample size from 16 to 20 since the Sample Mean , Standard deviation S and Confidecne level remain the same in both the cases

correctly calculated 99% confidence interval for the mean weight of tomorrow's output with a sample size of 20 will be narrower than  as that found in the case with a sample size of 16


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