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A manager is comparing wait times for customers in a coffee shop based on which employee is
working at the register. He tracks the wait time for 100 customers when employee A is working
and 100 customers when employee B is working. The results are shown in the table.
Mean Wait Time Standard Deviation
Employee A
73 seconds
2 seconds
Employee B
74 seconds
4 seconds
Is there is a significant difference between the wait times for the two populations? Use a 0.05
significance level. Assume a one-tailed distribution to calculate your P-value. In this case,
assume that the sample standard deviation is equal to the population deviation.

Sagot :

Using the t-distribution, as we have the standard deviation for the sample, it is found that there is a significant difference between the wait times for the two populations.

What are the hypothesis tested?

At the null hypothesis, we test if there is no difference, that is:

[tex]H_0: \mu_A - \mu_B = 0[/tex]

At the alternative hypothesis, it is tested if there is difference, that is:

[tex]H_1: \mu_A - \mu_B = 0[/tex]

What are the mean and the standard error of the distribution of differences?

For each sample, we have that:

[tex]\mu_A = 73, s_A = \frac{2}{\sqrt{100}} = 0.2[/tex]

[tex]\mu_B = 74, s_B = \frac{4}{\sqrt{100}} = 0.4[/tex]

For the distribution of differences, we have that:

[tex]\overline{x} = \mu_A - \mu_B = 73 - 74 = -1[/tex]

[tex]s = \sqrt{s_A^2 + s_B^2} = \sqrt{0.2^2 + 0.4^2} = 0.447[/tex]

What is the test statistic?

It is given by:

[tex]t = \frac{\overline{x} - \mu}{s}[/tex]

In which [tex]\mu = 0[/tex] is the value tested at the null hypothesis.

Hence:

[tex]t = \frac{\overline{x} - \mu}{s}[/tex]

[tex]t = \frac{-1 - 0}{0.447}[/tex]

[tex]t = -2.24[/tex]

What is the p-value and the decision?

Considering a one-tailed test, as stated in the exercise, with 100 - 1 = 99 df, using a t-distribution calculator, the p-value is of 0.014.

Since the p-value is less than the significance level of 0.05, it is found that there is a significant difference between the wait times for the two populations.

More can be learned about the t-distribution at https://brainly.com/question/16313918

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