Question

In: Statistics and Probability

Application Exercise: A team of researchers recruited a random sample of migraine sufferers. Before the study...

Application Exercise:
A team of researchers recruited a random sample of migraine sufferers. Before the study began at baseline, participants were asked to record the duration of headaches they experienced in a week. A few days later, all participants were asked to practice a week-long relaxation technique designed to reduce migraine headaches. A two-week off period in which the participants practiced nothing was given between the relaxation technique. Throughout the relaxation technique participants were asked to record the duration of headaches. What can be concluded with an α of 0.05?

Baseline Week 1 Week 3
9
7
12
8
12
7
11
7
10
9
7
6
6
9
5
6
5
9

8
9
6
4
7
4
6
5
8

e) Regardless of the H0 decision in b), conduct Tukey's post hoc test for the following comparisons:
1 vs. 3: difference =_______________ ; significant: ---Select---Yes OR No
1 vs. 2: difference =_______________ ; significant: ---Select---Yes OR No

f) Regardless of the H0 decision in b), conduct Scheffe's post hoc test for the following comparisons:
1 vs. 3: test statistic = ______________ ; significant: ---Select---Yes OR No
2 vs. 3: test statistic = ______________ ; significant: ---Select---Yes OR No

Solutions

Expert Solution

We are given the following data and are asked to conduct Tukey's post hoc test and Scheffe's post hoc for the following comparisons

Baseline Week 1 Week 3
9 9 8
7 7 9
12 6 6
8 6 4
12 9 7
7 5 4
11 6 6
7 5 5
10 9 8

e) Tukey's post hoc analysis for the following comparisons:

1 vs 3 and 1 vs 2

To conduct Tukey's post hoc analysis we have to conduct ANOVA test so that we can get MSwithin value and the q statistic for the Tukey's post hoc analysis

Baseline Week 1 Week 3 Ti.
9 9 8 26 225.33 226
7 7 9 23 176.33 179
12 6 6 24 192 216
8 6 4 18 108 116
12 9 7 28 261.33 274
7 5 4 16 85.33 90
11 6 6 23 176.33 193
7 5 5 17 96.33 99
10 9 8 27 243 245
Totals

Correction Factor

ANOVA Table

Source of Variation S.S d.f. M.SS F-ratio
Between Process(Treatments) 52.72 (k-1=3-1) 2
Within Process (error) 74.02 (N-k=27-3) 24
Total 126.74 (N-1) 26

Now that we have constructed the ANOVA table, we can proceed with Tukey's post hoc calculation.

For that we have to calculate absolute difference of means of 1 and 3, 1 and 2 groups.

Baseline Week 1 Week 3
9 9 8
7 7 9
12 6 6
8 6 4
12 9 7
7 5 4
11 6 6
7 5 5
10 9 8
Sum=83 Sum=62 Sum=57

, ,

1 vs 3. difference=9.22-6.33=2.89

1 vs 2 difference=9.22-6.89=2.33

Here n is the group size not the overall size

Since 1 vs 3 difference is larger than HSD value, we say that the difference is significant

Since 1 vs 2 difference is larger than HSD value, we say that the difference is significant

Hence we say that 1 vs 3 difference is significant and 1 vs 2 difference is also significant

f) We are asked to conduct Scheffe's post hoc test for the following comparisons

1 vs 3 and 2 vs 3.

First we find the absolute mean difference between 1 vs and between 2 vs 3.

Since we have already calculated absolute mean difference of 1 v3, we only need to calculate absolute mean difference of 2 vs 3.

2 vs 3 difference=6.89-6.33=0.56

We use the following formula to get Scheffe formula values.

=

Since the sample size is the same for all the three groups, one calculation applies to all other comparisons.

Comparing Scheffe formula value with 1 vs 3: test statistic is not significant because 1 vs 3 difference(2.89) is less than Scheffe formula(3.42).

Comparing Scheefe formula value with 2 vs 3: test statistic is not significant because 2 vs 3 difference(0.56) is less than Scheffe formula(3.42)

Larger values are statistically significant at the chosen significant level(0.05 in our case).

Hence 1 vs 3: test statistic is not significant and 2 vs 3: test statistic is not significant.


Related Solutions

A team of researchers recruited a random sample of migraine sufferers
A team of researchers recruited a random sample of migraine sufferers. Before the study began at baseline, participants were asked to record the duration of headaches they experienced in a week. A few days later, all participants were asked to practice a week-long relaxation technique designed to reduce migraine headaches. A three-week off period in which the participants practiced nothing was given between the relaxation technique. Throughout the relaxation technique participants were asked to record the duration of headaches. What...
Q8 Researcher A recruited a random sample of 100 pandas. Researcher B also recruited a random...
Q8 Researcher A recruited a random sample of 100 pandas. Researcher B also recruited a random sample of 100 hippos. Suppose the health scores for the panda population has a mean of 100 and a standard deviation of 20. The health scores for the hippo population has a mean of 100 and a standard deviation of 50. Which researcher is more likely to get a sample mean of 80 or lower? A. Researcher A B. Researcher B Q9 A sample...
Question 1c (0.5 pts): In a study published in 2016, a team of researchers found that...
Question 1c (0.5 pts): In a study published in 2016, a team of researchers found that tensile strain caused the valence band of an organic semiconductor to narrow and fall to lower energy levels without affecting the conduction band. What do you think this means for the electrical conductivity of the material when placed under tensile strain? Why do you think this occurs?
2. In 2004, a team of researchers published a study of contaminants in farmed salmon. Fish...
2. In 2004, a team of researchers published a study of contaminants in farmed salmon. Fish from many sources were analyzed for 14 organic contaminants. The study expressed concerns about the level of contaminants found. One of those was the insecticide mirex, which has been shown to be carcinogenic and is suspected to be toxic to the liver, kidneys, and endocrine system. Summaries for the mirex concentrations (in parts per million) in the farmed salmon are: n=150, X ̅=0.0913 ppm,...
2. A team of market researchers conducted a study involving 200 inhabitants of the United States...
2. A team of market researchers conducted a study involving 200 inhabitants of the United States to determine what people fear most. The gender of each person polled was noted, and then each was asked which of the following was his or her greatest fear: speaking before a group, heights, bugs/insects, financial problems, sickness/death, and other. The results of the poll are given in the table. Do the data provide sufficient evidence to indicate a relationship between gender and greatest...
Imagine that the researchers in Exercise 6 conducted the same study as a repeated measures within...
Imagine that the researchers in Exercise 6 conducted the same study as a repeated measures within participant design. Eight participants rated both the green and red sauces by indicating the taste scores on a 10-point scale. As in Exercise 1, researchers are concerned that the color of the green sauce will adversely affect taste scores. Use the same taste scores as in Exercise 6 to conduct your analysis. Red Sauce Green Sauce 7 4 6 5 9 6 10 8...
Use SPSS for this Application Exercise: Below are the number of hours a sample of police...
Use SPSS for this Application Exercise: Below are the number of hours a sample of police officers spent being trained on handling encounters with mentally ill individuals: hrs 4 17 12 9 14 10 1 5 9 3 11 6 15 4 Report the z-scores for the following police officers in the data: a) Officer 12:   b) Officer 8:   c) Officer 10:   d) Officer 5:   e) Officer 13:  
Researchers interested in the trees of a forest in Vermont selected a random sample of 8...
Researchers interested in the trees of a forest in Vermont selected a random sample of 8 red oak trees and measured various characteristics of these trees. Here are the heights of the trees, in feet: 32, 48, 35, 51, 46, 30, 28, 39 In a study done several years earlier the average height of red oak trees in this forest was reported to be 35 feet. The researchers claim that the average height is now greater than 35 feet. Test...
Researchers compared the amount of DDT in the breast milk of a random sample of 12...
Researchers compared the amount of DDT in the breast milk of a random sample of 12 Hispanic women in Yakima Valley in Washington State with the amount of DDT in breast milk in the general U.S. population. They measured the standard deviation of the amount of DDT in the general population to be 36.5 parts per billion (ppb). Assume the population is normally distributed. We are interested in testing whether the population standard deviation of DDT level in the breast...
A study is conducted to look at the time students exercise in average. In a random...
A study is conducted to look at the time students exercise in average. In a random sample of 115 students, a researcher finds that the mean time students exercise is 11.3hrs/month with a standard deviation of 6.43hrs/month. Using the Critical Value Methodand a 5% significance level, can a researcher conclude that in average students exercise less than 15 hours per month?
ADVERTISEMENT
ADVERTISEMENT
ADVERTISEMENT