Question

In: Statistics and Probability

Pharmacologist Dr. Finch was asked by a drug company to compare the bioavailability of two brands...

Pharmacologist Dr. Finch was asked by a drug company to compare the bioavailability of two brands of aspirin (brands A and B for simplicity). She randomly chose 10 healthy male subjects and asked each to take 3 pills of each brand on two separate days. The 1-hour urine concentrations (mg%) of aspirin for each subject on both occasions were carefully measured and tabulated as follows.

      Subject ID      Aspirin A 1-hour             Aspirin B 1-hour

concentration

concentration

1

15

13

2

26

20

3

13

9

4

27

21

5

17

17

6

20

22

7

18

11

8

7

6

9

24

22

10

12

8

  1. Let µA and µB be the mean 1-hour concentration of aspirin A and B, respectively. Write down Dr. Finch’s research objective in terms of H0 and HA.
  2. Perform an appropriate test at the 5% significance level.
  3. If a 95% CI for the difference µA µB is desired, would the number zero within or without this CI? Briefly explain why or why not.

Solutions

Expert Solution

i.

Null and Alternative Hypotheses

ii.

The following table is obtained:

Sample 1 Sample 2 Difference = Sample 1 - Sample 2
15 13 2
26 20 6
13 9 4
27 21 6
17 17 0
20 22 -2
18 11 7
7 6 1
24 22 2
12 8 4
Average 17.9 14.9 3
St. Dev. 6.471 6.226 2.906
n 10 10 10

For the score differences, we have

(1) Null and Alternative Hypotheses

The following null and alternative hypotheses need to be tested:

Ho: μD​ = 0

Ha: μD​ ≠ 0

This corresponds to a two-tailed test, for which a t-test for two paired samples be used.

(2) Rejection Region

Based on the information provided, the significance level is α=0.05, and the degrees of freedom are df=9.

Hence, it is found that the critical value for this two-tailed test is tc​=2.262, for α=0.05 and df=9.

The rejection region for this two-tailed test is R={t:∣t∣>2.262}.

(3) Test Statistics

The t-statistic is computed as shown in the following formula:

(4) The decision about the null hypothesis

Since it is observed that ∣t∣=3.265>tc​=2.262, it is then concluded that the null hypothesis is rejected.

Using the P-value approach: The p-value is p=0.0098, and since p=0.0098<0.05, it is concluded that the null hypothesis is rejected.

(5) Conclusion

It is concluded that the null hypothesis Ho is rejected. Therefore, there is enough evidence to claim that population mean μA​ is different than μB​, at the 0.05 significance level.

iii.

No, it would not contain 0. This is because we have rejected the null hypothesis that the mean difference is 0, and therefore 0 would not be contained in the interval.

{The actual 95% CI is 0.921<μD​<5.079}

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