Respuesta :
Hypothesis tests are used to verify or refute a claim about a given dataset. From the given that, we have the following results.
- The p value is: [tex]p = 0.3157[/tex]
- The test statistic is [tex]t = 4.6503[/tex]
- The p value associated to the test statistic is: [tex]p = 0.0048[/tex]
Given
[tex]\bar x_1 =2520.2[/tex] [tex]\bar x_2=2446[/tex]
[tex]\sigma_1=143.468[/tex] [tex]\sigma_2=111.101[/tex]
[tex]n_1 = n_2 = 5[/tex]
(1) Calculate the p-value.
Start by calculating the F-test statistic;
[tex]F =(\frac{\sigma_1}{\sigma_2})^2[/tex]
[tex]F =(\frac{143.468}{111.01})^2[/tex]
[tex]F =1.670[/tex]
Calculate the degrees of freedom using:
[tex]df = n - 1[/tex]
So, we have:
[tex]df_1 =n_1 - 1 = 5 - 1 =4[/tex]
[tex]df_2 =n_2 - 1 = 5 - 1 =4[/tex]
The p-value of two tailed F-test at
[tex]F =1.670[/tex]
[tex]df_1 = df_2 = 4[/tex]
is
[tex]p = 0.3157[/tex]
Hence, the p value is 0.3157
(2) Calculate the test statistic
First, we calculate the pooled standard deviation using
[tex]s_{pooled} = \sqrt{\frac{(n_1 - 1)^2\times \sigma_1 + (n_2 - 1)^2\times \sigma_2}{n_1 + n_2 - 2}}[/tex]
So, we have:
[tex]s_{pooled} = \sqrt{\frac{(6 - 1)^2\times 143.468 + (6 - 1)^2\times 111.10}{6+6 - 2}}[/tex]
[tex]s_{pooled} = \sqrt{\frac{6364.2}{10}}[/tex]
[tex]s_{pooled} = \sqrt{636.42}[/tex]
[tex]s_{pooled} = 25.227[/tex]
The test statistic (t) is then calculated using:
[tex]t = \frac{(\bar x_1 - \bar x_2)}{s_{pooled} \times \sqrt{\frac{1}{n_1} + \frac{1}{n_2}}}[/tex]
[tex]t = \frac{(2520.2 - 2446)}{25.227 \times \sqrt{\frac{1}{5} + \frac{1}{5}}}[/tex]
[tex]t = \frac{(2520.2 - 2446)}{25.227 \times \sqrt{\frac{2}{5}}}[/tex]
[tex]t = \frac{74.2}{25.227 \times 0.6325}}[/tex]
[tex]t = \frac{74.2}{15.956}}[/tex]
[tex]t = 4.6503[/tex]
Hence, the test statistic is 4.6503
(3) Calculate the p-value associated to the above test statistic.
First, calculate the degrees of freedom (df)
[tex]df = n_1 + n_2 - 2 = 5 + 5 -2 = 8[/tex]
The p-value for the right-tailed t-test at
[tex]t = 4.6503[/tex]
[tex]df= 8[/tex]
is
[tex]p = 0.0048[/tex]
Hence, the p value associated to the test statistic is 0.0048
Summarily:
The p value is: [tex]p = 0.3157[/tex]
The test statistic is [tex]t = 4.6503[/tex]
The p value associated to the test statistic is: [tex]p = 0.0048[/tex]
Read more about test of hypothesis at:
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