Question

In: Statistics and Probability

A sleep researcher conducted a study where 4 participants were instructed to count sheep and 4...

A sleep researcher conducted a study where 4 participants were instructed to count sheep and 4 were told to concentrate on their breathing and 4 were not given any special instruction. The average number of minutes taken for each participants to fall asleep over the next 7 days were 14, 18, 27, 31 minutes for the sheep counters. 25, 22, 17, 14 minutes for the breathing ones, and 45, 33, 30, and 41 for the control condition. using the .05 significance level what is the value of the Grand mean? What is the F ratio? What is the final F value? Is the F value extreme enough to reject the null hypothesis? How do I input this into SPSS?

Solutions

Expert Solution

Solution:

Here, we have to use one way ANOVA test for testing the given claim. The null and alternative hypotheses for this test are given as below:

Null hypothesis: H0: There is no significant effect of instructions on the average number of minutes for fall asleep.

Alternative hypothesis: Ha: There is a significant effect of instructions on the average number of minutes for fall asleep.

We are given level of significance = α = 0.05

First of all we have to input the given data in SPSS. Organize the given data as below:

Codes for variable instruction:

1: Count Sheep

2: Concentrate on breathe

3: None

Data:

Minutes

Instruction

14

1

18

1

27

1

31

1

25

2

22

2

17

2

14

2

45

3

33

3

30

3

41

3

Use proper label in SPSS in variable view.

Click on Analyze > Drop down and Select compare means > Drop down and select One-Way ANOVA

Move the variable Minutes in dependent list field.

Move the variable Instruction in Factor field.

Click on Options and check box for descriptive.

Press OK.

We will get following SPSS outputs:

Descriptives

Minutes

N

Mean

Std. Deviation

Std. Error

95% Confidence Interval for Mean

Minimum

Maximum

Lower Bound

Upper Bound

Count Sheep

4

22.5000

7.85281

3.92641

10.0044

34.9956

14.00

31.00

Concentrate on breathe

4

19.5000

4.93288

2.46644

11.6507

27.3493

14.00

25.00

None

4

37.2500

6.94622

3.47311

26.1970

48.3030

30.00

45.00

Total

12

26.4167

10.11262

2.91926

19.9914

32.8419

14.00

45.00

ANOVA

Minutes

Sum of Squares

df

Mean Square

F

Sig.

Between Groups

722.167

2

361.083

8.069

.010

Within Groups

402.750

9

44.750

Total

1124.917

11

The value of grand mean is given as 26.4167.

The value of F test statistic is given as 8.069.

df1 = 2

df2 = 9

The value of F critical is given as 4.256495. (by using F-table)

The P-value is given as 0.01.

Level of significance = α = 0.05

P-value = 0.01 < α = 0.05

The F value is extreme enough to reject the null hypothesis

So, we reject the null hypothesis that there is no significant effect of instructions on the average number of minutes for fall asleep.

There is sufficient evidence to conclude that there is a significant effect of instructions on the average number of minutes for fall asleep.


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