In: Statistics and Probability
For each problem, perform the following steps. Assume that all variables are normally or approximately normally distributed.
State the hypothesis and identify the claim.
Find the critical value(s).
Compute the test value.
Make the decision.
Summarize the results.
The heights (in feet) for a random sample of world famous cathedrals are listed below. In addition, the heights for a sample of the tallest buildings in the world are listed. Is there sufficient evidence at α = 0.05 to conclude that there is a difference in the variances in height between the two groups? [4]
Cathedrals |
72 |
114 |
157 |
56 |
83 |
108 |
90 |
151 |
|
Tallest buildings |
452 |
442 |
415 |
391 |
355 |
344 |
310 |
302 |
209 |
Cathedrals | Cathedrals2 | |
72 | 5184 | |
114 | 12996 | |
157 | 24649 | |
56 | 3136 | |
83 | 6889 | |
108 | 11664 | |
90 | 8100 | |
151 | 22801 | |
Sum = | 831 | 95419 |
The sample mean is computed as follows:
Also, the sample variance is
Therefore, the sample standard deviation s is
Tallest buildings | Tallest buildings2 | |
452 | 204304 | |
442 | 195364 | |
415 | 172225 | |
391 | 152881 | |
355 | 126025 | |
344 | 118336 | |
310 | 96100 | |
302 | 91204 | |
209 | 43681 | |
Sum = | 3220 | 1200120 |
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: μ1 = μ2
Ha: μ1 ≠ μ2
This corresponds to a two-tailed test, for which a t-test for two population means, with two independent samples, with unknown population standard deviations will be used.
(2) Rejection Region
Based on the information provided, the significance level is α=0.05, and the degrees of freedom are df = 15 In fact, the degrees of freedom are computed as follows, assuming that the population variances are equal:
Hence, it is found that the critical value for this two-tailed test is t_c = 2.131, for α=0.05 and df = 15
(3) Test Statistics
Since it is assumed that the population variances are equal, the t-statistic is computed as follows:
t = −8.464
(4) Decision about the null hypothesis
Since it is observed that |t| = 8.464 > t_c = 2.131, it is then concluded that the null hypothesis is rejected.
Using the P-value approach: The p-value is p = 0, and since p = 0 < 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 population mean μ1 is different than μ2, at the 0.05 significance level.