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The sick days of employees every two years in a company are normally distributed with a population standard deviation of 7 days and an unknown population mean. If a random sample of 20 employees is taken and results in a sample mean of 21 days, find a 95% confidence interval for the population mean. Round your answer to TWO decimal places. z0.10 z0.05 z0.025 z0.01 z0.005 1.282 1.645 1.960 2.326 2.576 You may use a calculator or the common z values above.

2 Answers

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Answer:


21-1.96(7)/(√(20))=17.93


21+1.96(7)/(√(20))=24.07

So on this case the 95% confidence interval would be given by (17.93;24.07)

Explanation:

Previous concepts

A confidence interval is "a range of values that’s likely to include a population value with a certain degree of confidence. It is often expressed a % whereby a population means lies between an upper and lower interval".

The margin of error is the range of values below and above the sample statistic in a confidence interval.

Normal distribution, is a "probability distribution that is symmetric about the mean, showing that data near the mean are more frequent in occurrence than data far from the mean".


\bar X=21 represent the sample mean for the sample


\mu population mean (variable of interest)


\sigma=7 represent the population standard deviation

n=20 represent the sample size

Solution to the problem

The confidence interval for the mean is given by the following formula:


\bar X \pm z_(\alpha/2)(\sigma)/(√(n)) (1)

Since the Confidence is 0.95 or 95%, the value of
\alpha=0.05 and
\alpha/2 =0.025, and we can use excel, a calculator or a table to find the critical value. The excel command would be: "=-NORM.INV(0.025,0,1)".And we see that
z_(\alpha/2)=1.96

Now we have everything in order to replace into formula (1):


21-1.96(7)/(√(20))=17.93


21+1.96(7)/(√(20))=24.07

So on this case the 95% confidence interval would be given by (17.93;24.07)

User Chris Gaudreau
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2 votes

Answer:

The 95% confidence interval for the population mean is between 17.93 days and 24.07 days.

Explanation:

We have that to find our
\alpha level, that is the subtraction of 1 by the confidence interval divided by 2. So:


\alpha = (1-0.95)/(2) = 0.025

Now, we have to find z in the Ztable as such z has a pvalue of
1-\alpha.

So it is z with a pvalue of
1-0.025 = 0.975, so
z = 1.96

Now, find M as such


M = z*(\sigma)/(√(n))

In which
\sigma is the standard deviation of the population and n is the size of the sample.


M = 1.96(7)/(√(20)) = 3.07

The lower end of the interval is the sample mean subtracted by M. So it is 21 - 3.07 = 17.93 days

The upper end of the interval is the sample mean added to M. So it is 21 + 3.07 = 24.07 days

The 95% confidence interval for the population mean is between 17.93 days and 24.07 days.

User Alex Bliskovsky
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6.4k points