Question

Obesity and being overweight is caused by excessive adipose tissues, or body fat. Visceral fat, surrounding...

Obesity and being overweight is caused by excessive adipose tissues, or body fat. Visceral fat, surrounding internal organs, is clearly associated with heart disease and diabetes. Subcutaneous fat, found just below the skin (often in the buttocks and thighs), is not. A study examined the impact of exercise type on visceral and subcutaneous fat. Overweight, sedentary, but otherwise disease-free adults were randomly assigned to 3 exercise regimens for eight months: aerobic training, resistance training, aerobic plus resistance training. All exercise sessions were supervised to ensure correct completion. The subjects' body fat amount was assessed with computed tomography imaging (in cm2) at the beginning and end of the experiment. The study report contains the following information about the visceral fat reduction (in cm2) achieved by the subjects in each group (note that the reduction is indicated as a positive value):

Treatment n x s
Aerobic training 37 25.2 30
Resistance training 43 8.2 55
Aerobic plus resistance training 35 28.9 36

(c) Calculate the overall mean response x =  (round to 2 decimal places)

(d) Complete the one-way ANOVA table (round your answer to two decimal places when it applies)

Source df S.S. M.S. F
Between Groups 2 9760.04
Within Groups N/A
C.Total 213274.04 N/A N/A

(e) Perform a ANOVA F-test of hypotheses: H0: All three population means of subcutaneous fat reductions are equal versus Ha: Not all three population means of subcutaneous fat reductions are equal
Find the test statistic F ratio from the ANOVA table and estimate the P-value.
P-value:

a. P < 0.001

b. 0.001 < P < 0.010  

c. 0.010 < P < 0.025

d. 0.025 < P < 0.050

e. 0.050 < P < 0.100

f. P > 0.100

Homework Answers

Answer #1

c) Overall mean score = (25.2*37 + 8.2*43 + 28.9*35)/(37+43+35) = 19.97

d) Number of treatment, k = 3

Total sample Size, N = 115

df(between) = k-1 = 2

df(within) = N-k = 112

df(total) = N-1 = 114

SS(within) = SST + SS(between)= 203514

MS(between) = SS(between)/df(between) = 4880.02

MS(within) = SS(within)/df(within) = 1817.09

F = MS(between)/MS(within) = 2.69

p-value = F.DIST.RT(2.6856, 2, 112) = 0.0726

ANOVA
Source of Variation SS df MS F P-value
Between Groups 9760.04 2 4880.02 2.69 0.0726
Within Groups 203514.00 112 1817.09
Total 213274.04 114

e) Answer : e. 0.050 < P < 0.100

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