Question

In: Statistics and Probability

In order to reduce hostility levels, twelve students were randomly assigned to three different types of...

In order to reduce hostility levels, twelve students were randomly assigned to three different types of therapy. After completing a therapy, each student was given a test that recorded hostility level. A lower score indicates lower hostility and vice-versa.

Therapy

1

2

3

80

74

62

92

81

71

87

78

72

85

77

62

Calculate the sample variance (or standard deviation) for each therapy.

For Hartley's test of homogenity

Ho: σ²1 = σ²2 = σ²3

Ha: Population variances are not all equal.

calculate the test statistic F'.

For σ = 0.05, specify the critical region for Hartley's test of homogeneity and make a decision about Ho.

Find the P-value and compare to σ = 0.05.

Solutions

Expert Solution

Sol:

Calcuations for variances

Therapy1(X) xbar x-xbar (x-xbar)^2
80 86 -6 36
92 86 6 36
87 86 1 1
85 86 -1 1
total 74

variance=s1^2=74/4-1=74/3=24.6667

Therapy2(X) xbar x-xbar (x-xbar)^2
74 77.5 -3.5 12.25
81 77.5 3.5 12.25
78 77.5 0.5 0.25
77 77.5 -0.5 0.25
total 25

variance=s2^2=25/4-1=25/3=8.3333

Therapy3(X) xbar x-xbar (x-xbar)^2
62 66.75 -4.75 22.5625
71 66.75 4.25 18.0625
72 66.75 5.25 27.5625
62 66.75 -4.75 22.5625
total 90.75

variance=s3^2=90.75/4-1=90.75/3=30.25

create a data frame DF in R

Load PMCMRplus package

and use hartleytest

Rcode:


DF=read.table(header = TRUE, text ="
Therapy   Hostility_score
1   80
1   92
1   87
1   85
2   74
2   81
2   78
2   77
3   62
3   71
3   72
3   62

"
  
)
DF
summary(DF)

library(PMCMRplus)

hartleyTest(Hostility_score ~ Therapy , data = DF)

output:

F=3.63

p=0.568

p>0.05

Do not reject Ho.
Accept Ho


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