In: Statistics and Probability
14 |
14 |
18 |
12 |
19 |
14 |
13 |
12 |
15 |
15 |
14 |
13 |
13 |
12 |
At the 0.025 level of significance, can the organization conclude the mean number of complaints per month is less than 15 per month? (Use unrounded values for both Mean and Sample Standard Deviation when doing this question)
The sample size is n = 14 . The provided sample data along with the data required to compute the sample mean and sample variance are shown in the table below:
X | X2 | |
14 | 196 | |
14 | 196 | |
18 | 324 | |
12 | 144 | |
19 | 361 | |
14 | 196 | |
13 | 169 | |
12 | 144 | |
15 | 225 | |
15 | 225 | |
14 | 196 | |
13 | 169 | |
13 | 169 | |
12 | 144 | |
Sum = | 198 | 2858 |
The sample mean is computed as follows:
Also, the sample variance is
Therefore, the sample standard deviation s is
(1) Null and Alternative Hypotheses
The following null and alternative hypotheses need to be tested:
Ho: μ = 15
Ha: μ < 15
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
Based on the information provided, the significance level is α=0.025, and the critical value for a left-tailed test is t_c = -2.16
(3) Test Statistics
The t-statistic is computed as follows:
(4) Decision about the null hypothesis
Since it is observed that t = -1.522 > t_c = -2.16, it is then concluded that the null hypothesis is not rejected.
Using the P-value approach: The p-value is p = 0.076, and since p = 0.076 > 0.025, it is concluded that the null hypothesis is not rejected.
(5) Conclusion
It is concluded that the null hypothesis Ho is not rejected. Therefore, there is not enough evidence to claim that the population mean μ is less than 15, at the 0.025 significance level.