In: Statistics and Probability
Question #5. Lecture Week 6, Lectures 1 and 2
Supposedly high-fiber diets reduce serum cholesterol levels. The results of two of these diets (the “Nut” diet and the “Oat” diet) were compared. Thirty-two men with high serum cholesterol were randomly allocated to either receive the Nut diet or the Oat diet for a period of six months. The results are shown in the following table.
Decrease in Cholesterol Level (mg/dl) |
|||
Diet |
n |
Mean |
SD |
Nut |
16 |
82 |
25 |
Oat |
25 |
70 |
16 |
Everyone thinks that the Nut diet is better at reducing cholesterol. So from this data, test the claim at 95% confidence that indeed, the cholesterol level decrease with the Nut diet is greater than that from the Oat diet.
State the Null and Alternative Hypotheses (1)
Since it is clearly a ttest statistic, we will be using to test this claim, one needs first of all to test the claim at 95% confidence that the variance in the data of the two diets (populations) are different from one another.
State the Null and Alternative Hypotheses for this test. (1)
Prepare the PDF and state the Decision Rule (1,1)
Determine the test statistic (2)
What is your decision? (1)
Now back to the original question and based on the decision of part (b), prepare the PDF and state the Decision Rule comparing the means of the two diets. (1,1)
Determine the test statistic (2)
State the decision (1)
State the Interpretation. (1)
Question #5. (13 marks) Lecture Week 6, Lectures 1 and 2
Supposedly high-fiber diets reduce serum cholesterol levels. The results of two of these diets (the “Nut” diet and the “Oat” diet) were compared. Thirty-two men with high serum cholesterol were randomly allocated to either receive the Nut diet or the Oat diet for a period of six months. The results are shown in the following table.
Decrease in Cholesterol Level (mg/dl) |
|||
Diet |
n |
Mean |
SD |
Nut |
16 |
82 |
25 |
Oat |
25 |
70 |
16 |
Everyone thinks that the Nut diet is better at reducing cholesterol. So from this data, test the claim at 95% confidence that indeed, the cholesterol level decrease with the Nut diet is greater than that from the Oat diet.
State the Null and Alternative Hypotheses (1)
Since it is clearly a ttest statistic, we will be using to test this claim, one needs first of all to test the claim at 95% confidence that the variance in the data of the two diets (populations) are different from one another.
State the Null and Alternative Hypotheses for this test. (1)
Prepare the PDF and state the Decision Rule (1,1)
Two tailed test
F test is used.
Table value of F(15,24) at 0.05 level=2.4374
If Calculated F > 2.4374, we reject the null hypothesis.
Determine the test statistic (2)
=2.4414
What is your decision? (1)
Calculated F = 2.4414 > 2.4374 the table value
The null hypothesis is rejected.
Now back to the original question and based on the decision of part (b), prepare the PDF and state the Decision Rule comparing the means of the two diets. (1,1)
Upper tail test
Separate-Variances t Test for the Difference Between Two Means used
Determine the test statistic (2)
Separate-Variances t Test for the Difference Between Two Means |
|
(assumes unequal population variances) |
|
Data |
|
Hypothesized Difference |
0 |
Level of Significance |
0.05 |
Population 1 Sample |
|
Sample Size |
16 |
Sample Mean |
82 |
Sample Standard Deviation |
25.0000 |
Population 2 Sample |
|
Sample Size |
25 |
Sample Mean |
70 |
Sample Standard Deviation |
16.0000 |
Intermediate Calculations |
|
Numerator of Degrees of Freedom |
2430.7365 |
Denominator of Degrees of Freedom |
106.0943 |
Total Degrees of Freedom |
22.9111 |
Degrees of Freedom |
22 |
Standard Error |
7.0216 |
Difference in Sample Means |
12.0000 |
Separate-Variance t Test Statistic |
1.7090 |
Upper-Tail Test |
|
Upper Critical Value |
1.7171 |
p-Value |
0.0508 |
Do not reject the null hypothesis |
State the decision (1)
Calculated t=1.709 < 1.7191 the critical value at 0.05 level.
Ho is not rejected.
State the Interpretation. (1)
There is no evidence to conclude that the cholesterol level decrease with the Nut diet is greater than that from the Oat diet.