In: Statistics and Probability
George also believes that the mean of the average room rate in August for 4 stars hotels is smaller than the mean of the average room rate in August for 5 stars hotels.
4.1 State the null and the alternative hypotheses.
4.2 Test the null hypothesis at α = 5%. Use a Student-t statistic
and unequal variances in the two populations.
4.3 On the basis of your results, do you agree with George? Explain
briefly.
STARS | ARR_AUG |
1 | 90 |
1 | 128 |
1 | 54 |
1 | 35 |
1 | 49 |
1 | 45 |
1 | 55 |
1 | 55 |
1 | 40 |
1 | 35 |
1 | 20 |
1 | 100 |
1 | 120 |
1 | 120 |
1 | 35 |
1 | 65 |
1 | 50 |
1 | 70 |
1 | 35 |
1 | 45 |
1 | 50 |
1 | 31 |
1 | 40 |
1 | 40 |
1 | 23 |
1 | 40 |
2 | 55 |
2 | 60 |
2 | 104 |
2 | 110 |
2 | 50 |
2 | 53 |
2 | 44 |
2 | 50 |
2 | 40 |
2 | 40 |
2 | 55 |
2 | 100 |
2 | 41 |
2 | 100 |
2 | 45 |
2 | 95 |
2 | 150 |
2 | 100 |
2 | 55 |
2 | 90 |
2 | 120 |
2 | 73 |
2 | 120 |
2 | 120 |
2 | 45 |
2 | 70 |
2 | 80 |
2 | 80 |
3 | 130 |
3 | 60 |
3 | 70 |
3 | 65 |
3 | 90 |
3 | 120 |
3 | 60 |
3 | 55 |
3 | 104 |
3 | 55 |
3 | 104 |
3 | 33 |
3 | 75 |
3 | 70 |
3 | 90 |
3 | 84 |
3 | 218 |
3 | 95 |
3 | 70 |
3 | 100 |
3 | 91 |
3 | 75 |
3 | 90 |
3 | 120 |
3 | 95 |
3 | 120 |
3 | 80 |
3 | 68 |
3 | 100 |
3 | 120 |
4 | 159 |
4 | 109 |
4 | 148 |
4 | 132 |
4 | 128 |
4 | 63 |
4 | 51 |
4 | 100 |
4 | 105 |
4 | 97 |
4 | 152 |
4 | 211 |
4 | 160 |
4 | 102 |
4 | 178 |
4 | 91 |
4 | 75 |
4 | 250 |
4 | 265 |
4 | 218 |
4 | 56 |
4 | 123 |
4 | 213 |
4 | 124 |
4 | 134 |
4 | 120 |
4 | 100 |
4 | 180 |
5 | 160 |
5 | 173 |
5 | 174 |
5 | 225 |
5 | 195 |
5 | 136 |
5 | 114 |
5 | 235 |
5 | 132 |
5 | 240 |
5 | 130 |
5 | 140 |
5 | 180 |
5 | 90 |
5 | 211 |
5 | 162 |
5 | 138 |
5 | 128 |
5 | 187 |
5 | 183 |
5 | 150 |
5 | 211 |
5 | 160 |
Solution:
4.1 State the null and the alternative hypotheses.
Answer: The null and the alternative hypotheses are:
4.2 Test the null hypothesis at α = 5%. Use a Student-t statistic
and unequal variances in the two populations.
Under the null hypothesis, the test statistic is:
Where:
Now to find the p-value, we have to find the degrees of freedom. The formula for finding the degrees of freedom is:
Therefore, the p-value is:
4.3 On the basis of your results, do you agree with George? Explain
briefly.
Answer: Since the p-value is less than the significance level, we, therefore, reject the null hypothesis and conclude that there is sufficient evidence to agree with George.