Question

In: Statistics and Probability

A researcher studied the flexibility of 11 women in an aerobic exercise class, 8 women in...

A researcher studied the flexibility of 11 women in an aerobic exercise class, 8 women in a modern dance class, and a control group of 10 women. One measurement she made was on the degree of spinal extension. Measurements were made before and after a 16 week training program and the difference between the two was calculated. Summary statistics for the data are given in Table 1 below. Let the significance level α = 0.01.

Table 1: Descriptive Statistics accompanying the flexibility study
Group n Mean StDev
Aerobics 11 -0.05 0.79
Modern Dance 8 0.92 0.96
Control 10 0.11 0.5


A) Complete the ANOVA table by filling in the missing cells. Use 2-decimal precision where appropriate. MSgroup has been reported for you.

Table 2: ANOVA results for the flexibility study
Source of Variation Sum of Squares df Mean Square F
Group 2.38
Error Not meaningful
Total Not meaningful Not meaningful



B) The null/alternative pair appropriate for this ANOVA setting is:
    Note: You only get one submission for this problem.

Ho: At least one pair of σi differ
Ha: σ1 = σ2 = σ3Ho: At least one pair of μi differ
Ha: μ1 = μ2 = μ3     Ho: μ1 = μ2 = μ3
Ha: μ1μ2μ3Ho: σ1 = σ2 = σ3
Ha: σ1σ2σ3Ho: μ1 = μ2 = μ3
Ha: At least one pair of μi differHo: σ1 = σ2 = σ3
Ha: At least one pair of σi differHo: σ1σ2σ3
Ha: σ1 = σ2 = σ3Ho: μ1μ2μ3
Ha: μ1 = μ2 = μ3




C) The critical value for this hypothesis test is:  

D) The statistical decision and corresponding interpretation for this study is:
    Note: You only get one submission for this problem.

FTR Ho and do not conclude that there are differences in the mean difference in degree of spinal extension between the three groups.

Reject Ho and conclude that there are differences in the mean difference in degree of spinal extension between the three groups.    

Reject Ho and conclude that there are no differences in the mean difference in degree of spinal extension between the three groups.

FTR Ho and do not conclude that there are no differences in the mean difference in degree of spinal extension between the three groups.



E) Would you need to perform multiple comparisons?
    Note: You only get one submission for this problem.

Yes No   

Solutions

Expert Solution

A)

We are provided with the following information:

  • n1 = 11     x̅1 = -0.05 s1=0.79
  • n2 = 8     x̅2 = 0.92 s2=0.96
  • n3 = 10     x̅3 = 0.11 s3=0.5

The Total Mean is given by:

= 0.272758

So therefore the

=  

= 4.76218

&

= 14.9422

Therefore

=4.76218 + 14.9422

= 19.70438

There are three different groups (k=3) so degree of freedom is given by:

  • dfTotal = 29
  • dfbetween = k - 1 = 2
  • dfwithin = N - k = 29 - 3 = 26

Now

= 4.76218 / 2 = 2.38

= 14.9422/26

= 0.5747

F test statistics is

= 2.38 / 0.5747

= 4.12129

B)

Ha: At least one pair of μi differ Ho: μ1 = μ2 = μ3

C)

The critical value of F is F(2,26) = 5.5263

D)

Since the value of th test statistic(4.12129) is less than the critical value of F(5.5263) therefore we accept the null hypothesis.

a) FTR Ho and do not conclude that there are differences in the mean difference in degree of spinal extension between the three groups.

E)

Yes

Please upvote. Thanks!


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