In: Statistics and Probability
Use the following distribution of sample data
X=study hours |
12 |
12 |
11 |
8 |
8 |
3 |
and calculate the mean, SS, the variance and the standard deviation.
Mean=? SS=? variance=? standard deviation=?
The above data (in question #2)represents data collected from a small random sample of students who reported how many hours they study per week. Use the mean, standard deviation and n from the data above and alpha =.05 in a hypothesis test to determine whether students spend the recommended 12 hours per week or whether they spend less than 12 hours a week on average studying--use the space below to write the 1) null and alternative hypothesis, 2) the critical value from the table, 3)your own calculated test statistic, and your 4) decision.
(A)
The sample size is n = 6. The provided sample data along with the data required to compute the sample mean and sample variance are shown in the table below:
Study hours | Study hours2 | |
12 | 144 | |
12 | 144 | |
11 | 121 | |
8 | 64 | |
8 | 64 | |
3 | 9 | |
Sum = | 54 | 546 |
The sample mean is computed as follows:
Also, the sample variance is
Therefore, the sample standard deviation s is
(B)
The sample mean is and the sample standard deviation is s = 3.464, and the sample size is n = 6.
(1) Null and Alternative Hypotheses
The following null and alternative hypotheses need to be tested:
Ho: μ = 12
Ha: μ < 12
This corresponds to a left-tailed test, for which a t-test for one mean, with unknown population standard deviation will be used.
(2) Rejection Region
The significance level is α = 0.05, and the critical value for a left-tailed test is tc = −2.015.
The rejection region for this left-tailed test is R={t : t < − 2.015}
(3) Test Statistics
The t-statistic is computed as follows:
(4) Decision about the null hypothesis
Since it is observed that t = −2.121 < tc = −2.015, it is then concluded that the null hypothesis is rejected.
Using the P-value approach: The p-value is p = 0.0437, and since p = 0.0437 < 0.05, it is concluded that the null hypothesis is rejected.
(5) Conclusion
It is concluded that the null hypothesis Ho is rejected. Therefore, there is enough evidence to claim that the population mean μ is less than 12, at the 0.05 significance level.
Therefore, there is enough evidence to claim that the students spend less than 12 hours a week on average studying at the 0.05 significance level.