In: Statistics and Probability
Please complete the following problems. Show as much work as you can, and complete the problems as neatly as possible. The x in [x] after each problem denotes the point value.
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 |
Answer:-
Given That:-
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?
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
s = 36.053
Tallest Buildings | Tallest Buildings2 | |
452 | 204304 | |
442 | 195364 | |
415 | 17225 | |
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 is
s = 77.521
Null and Alternative Hypothesis:
The following null and alternative hypothesis need to be tested.
The corresponding 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.
Rejection Region
based on the information provided, the significnace level is 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 = 2131, for and df = 15
Test Statitstics
Since it is assumed that the population variances are equal, the t-statistic is computed as follows.
t = -8.464
Decision about the null hypothesis
since it is observed that |t| = 8.464 > t_c = 2131, 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.
Conclusion
It is concluded that the null hypothesis H0 is rejected. Therefore, there is enough evidence to claim that population mean is deifferent than , at the 0.05 significance level.
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