In: Statistics and Probability
Use the following information to complete steps (a) through (d) below. A random sample of size n 1 equals 31 results in a sample mean of 123.3 and a sample standard deviation of 8.5 . An independent sample of size n 2 equals 50 results in a sample mean of 130.8 and sample standard deviation of 7.3 . Does this constitute sufficient evidence to conclude that the population means differ at the alpha equals 0.01 level of significance? (a) What type of test should be used? A. A hypothesis test regarding the difference of two means using a matched-pairs design. B. A hypothesis test regarding the difference between two population proportions from independent samples. C. A hypothesis test regarding two population standard deviations. D. A hypothesis test regarding the difference of two means using Welch's approximate t. (b) Determine the null and alternative hypotheses. Choose the correct answer below. A. Upper H 0 : mu 1 less than or equals mu 2 ; Upper H 1 : mu 1 not equals mu 2 B. Upper H 0 : mu 1 equals mu 2 ; Upper H 1 : mu 1 greater than mu 2 C. Upper H 0 : mu 1 equals mu 2 ; Upper H 1 : mu 1 not equals mu 2 D. Upper H 0 : mu 1 equals mu 2 ; Upper H 1 : mu 1 less than or equals mu 2 (c) Use technology to calculate the P-value. nothing (Round to three decimal places as needed.) (d) Draw a conclusion based on the hypothesis test. Choose the correct answer below. A. There is not sufficient evidence to reject the null hypothesis because the P-valuegreater than alpha . B. There is sufficient evidence to reject the null hypothesis because the P-valueless than alpha . C. There is not sufficient evidence to reject the null hypothesis because the P-valueless than alpha . D. There is sufficient evidence to reject the null hypothesis because the P-valuegreater than alpha .
Solution:
(a) What type of test should be used?
Answer: D. A hypothesis test regarding the difference of two means using Welch's approximate t.
Explanation: The samples are independent and we would like to compare the two means from these two populations, therefore, the appropriate test would be Welch's approximate t.
(b) Determine the null and alternative hypotheses.
Answer: The null and alternative hypotheses are:
(c) Use technology to calculate the P-value. (Round to three decimal places as needed.)
Answer: We can use the TI-84 calculator to find the p-value. The steps are as follows:
Press STAT and then scroll right to TESTS
Scroll down to 2-SampTTest and scroll right to Stats.
Enter the values as:
Press calculate and the output is:
Therefore, the p-value is:
(d) Draw a conclusion based on the hypothesis test. Choose the correct answer below.
B. There is sufficient evidence to reject the null hypothesis because the P-value is less than alpha.