Question

Consider the following competing hypotheses and accompanying sample data drawn independently from normally distributed popula

a-2. Find the p-value. p-value O.01 0.01 s p-value<0.025 0.025 p-value<0.05 0.05 pvalue<O.10 p-value 20.10

a-3. Do you reject the null hypothesis at the 1% level? Yes, since the value of the p-value is less than the significance lev

a-4. Interpret the results at a = 0.01 We conclude that the population means differ. We cannot conclude that the population m

b-1. Calculate the value of the test statistic under the assumption that the population variances are unknown and are not equ

b-2. Find the p-value. p-value 0.01 O.01 p-value<0.025 0.025 p-value 0.05 0.05 p-value< 0.10 p-value 0.10

b-3. Do you reject the null hypothesis at the 1% level? Yes, since the value of the p-value is less than the significance lev

b-4. Interpret the results at a 0.01. We conclude that the population means differ. We cannot conclude that the population me

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Answer #1

a-1. In case the equal population variance is assumed, the test statistic would be t = \frac{\bar x_1 - \bar x_2}{\sqrt{(s_1^2 + s_2^2)/n}} , and for the given values, we have 251 252 (392+192) / 7 or 0.06098727-0.061 .

The degree of freedom is 2n-2 or 12.

a-2. The test would be a left tailed-test. The p-value would be P(rt) 0.4761817 , for x being the standard t-distribution with 12 df. As can be seen, the p-value is greater than 0.10.

a-3. As the p-value is higher than 0.01 alpha level, we fail to reject the null, and conclude that \mu_1 - \mu_2 \geq 0 or \mu_1 \geq \mu_2 . Hence, the correct option would be

  • No, since the value of the p-value is greater than the significance level.

a-4. The correct option would be

  • We cannot conclude that population mean 1 is less than population mean 2.

The reason being that we fail to reject the null which is \mu_1 - \mu_2 \geq 0 or \mu_1 \geq \mu_2 . The conclusion that population mean 1 is indeed less than population mean 2 would happen when the null hypothesis is rejected.

b-1. The test statistic assuming that population variances are unknown would be t = /s1/n1+s/n2 , which would yield the same as before considering n1=n2. We have 251 252 /392/7192/ 7 or 0.06098727-0.061 .

b-2. The p-value would be the same as before, ie P(rt) 0.4761817 , which is greater than 0.10.

b-3. As before, the p-value is higher than 0.01 alpha level, we fail to reject the null, and conclude that \mu_1 - \mu_2 \geq 0 or \mu_1 \geq \mu_2 . Hence, the correct option would be

  • No, since the value of the p-value is greater than the significance level.

b-4. The correct option would be

  • We cannot conclude that population mean 1 is less than population mean 2.

The result and reasons remains same as before, since the test statistic and conclusion doesn't change. We again fail to reject the null, which is \mu_1 \geq \mu_2 .

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