Question

In: Statistics and Probability

Q1. A clinical trial is run to assess the effects of different forms of regular exercise...

Q1. A clinical trial is run to assess the effects of different forms of regular exercise on HDL levels in persons between the ages of 18 and 29. Participants in the study are randomly assigned to one of three exercise groups - Weight training, Aerobic exercise, or Stretching/Yoga – and instructed to follow the program for 8 weeks. Their HDL levels are measured after 8 weeks and are summarized below.

Weight Training

48

49

51

53

45

47

54

49

50

47

48

45

44

55

52

55

50

Aerobic Exercise

38

41

42

37

39

44

43

42

36

34

33

35

38

40

34

32

35

Stretching/Yoga

56

57

60

55

58

64

61

62

60

56

55

59

61

62

63

67

64

Is there a significant difference in mean HDL levels among the exercise groups? Run the test at a 5% level of significance. (10 points)  

REMEMBER: SHOW ALL WORK. NO WORK=NO CREDIT

a) Hypotheses (1 point) HO: vs. HA

b) Summary statstics (2 points)

Group

Exercise Group

N

Mean

Std Dev

1

Weight Training

2

Aerobic Exercise

3

Stretching/Yoga

c) MSB (1 point) MSB=

d) MSW (1 point) MSW=

e) Compute F-stat (3 points) F-stat=

f) P-value (1 point)

g) Conclusion (1 point)(circle one ) Accept H0 Reject H0 REMEMBER: SHOW ALL WORK. NO WORK=NO CREDIT

Solutions

Expert Solution

a)

Null and Alternative Hypothesis:

Ho: µ1 = µ2 = µ3

H1: At least one mean is different.

b)

For Weight Training :

∑x = 842, ∑x² = 41894, n1 = 17

Mean , x̅1 = Ʃx/n = 842/17 = 49.5294

Standard deviation, s2 = √[(Ʃx² - (Ʃx)²/n)/(n-1)] = √[(41894-(842)²/17)/(17-1)] = 3.4481

For Aerobic Exercise :

∑x = 643, ∑x² = 24543, n2 = 17

Mean , x̅2 = Ʃx/n = 643/17 = 37.8235

Standard deviation, s2 = √[(Ʃx² - (Ʃx)²/n)/(n-1)] = √[(24543-(643)²/17)/(17-1)] = 3.7289

For Stretching/Yoga :

∑x = 1020, ∑x² = 61396, n2 = 17

Mean , x̅3 = Ʃx/n = 1020/17 = 60.0000

Standard deviation, s3 = √[(Ʃx² - (Ʃx)²/n)/(n-1)] = √[(61396-(1020)²/17)/(17-1)] = 3.5000

Weight Training Aerobic Exercise Stretching/Yoga
Count 17 17 17
Mean, Sum/n 49.5294 37.8235 60
Standard deviation 3.4481 3.7289 3.5

c)

Number of treatment, k = 3

Total sample Size, N = 51

df(between) = k-1 = 2

df(within) = N-k = 48

df(total) = N-1 = 50

SS(between) = (x̅1)²*n1 + (x̅2)²*n2 + (x̅3)²*n3+(x̅4)²*n4 - (Grand Mean)²*N = 4184.588

SS(within) = (n1-1)*s1² + (n2-1)*s2² + (n3-1)*s3² + (n4-1)*s4² = 608.7059

SS(total) = SS(between) + SS(within) = 4793.294

MSB = MS(between) = SS(between)/df(between) = 2092.294

d)

MSW = MS(within) = SS(within)/df(within) = 12.68137

e)

F = MS(between)/MS(within) = 164.9896

f)

p-value = F.DIST.RT(164.9896, 2, 48) = 0.0000

Decision:

P-value < α, Reject the null hypothesis.


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