In: Statistics and Probability
The Watch Corporation of Switzerland claims that its watches on average will neither gain nor lose time during a week. A sample of 18 watches provided the following gains (+) or losses (-) in seconds per week.
-0.41 | -0.70 | -0.30 | -0.11 | 0.34 | -0.62 | 0.46 | 0.73 | -0.30 |
-0.55 | -0.56 | -0.72 | -0.14 | -0.21 | -0.23 | -0.76 | -0.67 | 0.22 |
H0: μ = 0
H1: μ ≠ 0
Is it reasonable to conclude that the mean gain or loss in time for the watches is 0? Use the 0.05 significance level.
a. At a level of 0.05 significance, we reject H0: μ = 0. (Negative answer should be indicated by a minus sign. Round the final answers to 3 decimal places.)
If t < or t > , reject H0.
b. What is the value of the test statistic? (Round the final answer to 3 decimal places.)
Value of the test statistic =
c. What is your decision regarding H0?
H0: μ = 0.
d. What is the p-value?
The p-value is
.
The sample size is n = 18. 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 | |
-0.41 | 0.1681 | |
-0.7 | 0.49 | |
-0.3 | 0.09 | |
-0.11 | 0.0121 | |
0.34 | 0.1156 | |
-0.62 | 0.3844 | |
0.46 | 0.2116 | |
0.73 | 0.5329 | |
-0.3 | 0.09 | |
-0.55 | 0.3025 | |
-0.56 | 0.3136 | |
-0.72 | 0.5184 | |
-0.14 | 0.0196 | |
-0.21 | 0.0441 | |
-0.23 | 0.0529 | |
-0.76 | 0.5776 | |
-0.67 | 0.4489 | |
0.22 | 0.0484 | |
Sum = | -4.53 | 4.421 |
The sample mean is computed as follows:
Also, the sample variance is
Therefore, the sample standard deviation s is
The provided sample mean is −0.252 and the sample standard deviation is s = 0.439 , and the sample size is n = 18
(1) Null and Alternative Hypotheses
The following null and alternative hypotheses need to be tested:
Ho: μ = 0
Ha: μ ≠ 0
This corresponds to a two-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=0.05, and the critical value for a two-tailed test is t_c = 2.11
(3) Test Statistics
The t-statistic is computed as follows:
(4) Decision about the null hypothesis
Since it is observed that |t| = 2.435 > t_c = 2.11 it is then concluded that the null hypothesis is rejected.
Using the P-value approach: The p-value is p = 0.0262, and since p = 0.0262 < 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 different than 0, at the 0.05 significance level.