Question

In: Statistics and Probability

"sleep latency time in minutes" CBT melatonin control 7 12 27 9 11 31 5 14...

"sleep latency time in minutes"

CBT

melatonin

control

7

12

27

9

11

31

5

14

32

9

12

22

8

11

37

7

13

24

9

14

39

10

13

42

9

14

25

6

14

39

Use the data to compute the following:

1. One-way ANOVA

2. Tukey’s HSD

3. Eta squared post hoc test

4. Effect size

5. T obs

6. F obs

Solutions

Expert Solution

for soltution i used Excel.

part1)

SUMMARY

Groups

Count

Sum

Average

Variance

CBT

10

79

7.9

2.544444

melatonin

10

128

12.8

1.511111

control

10

318

31.8

51.28889

ANOVA

Source of Variation

SS

df

MS

F

P-value

F crit

Between Groups

3187.4

2

1593.7

86.38807

1.85E-12

3.354131

Within Groups

498.1

27

18.44815

Total

3685.5

29

we reject H0 based on pvale and critical statistics. there is significant difference

part2) Tukey HSD

SE=sqrt(0.5*MS_w*(1/n_i+1/n_j))

q = abs(differece)/SE

Difference

n(group1)

n(group2)

SE

q

CBT

melatonin

-4.9

10

10

1.35824

3.607611

control

CBT

23.9

10

10

1.35824

17.59631

melatonin

control

-19

10

10

1.35824

13.9887

tukey statistics n=30 and group=3 is 3.49

so that we can infere that all the pairs are significantly differe.

3) Eta squared post hoc test

neta = ss.between/ss.total

= 3187.4/3685.5 =0.864849

4) Effect size = 0.864849 which means the independent variable explained the variation of dependent varible by 86.48 percent. which is large effect size.

5) T statistics = sqrt(F) =sqrt(86.38807) =9.294519

6) F statistics =86.38807 = MSST/MSE


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