Question

The following are three observations collected from treatment 1, five observations collected from treatment 2, and...

The following are three observations collected from treatment 1, five observations collected from treatment 2, and four observations collected from treatment 3. Test the hypothesis that are equal at the 0.05 significance level.

Treatment 1__ Treatment 2__ Treatment 3

8 __________ 3________ 3

11__________ 2________ 4

10__________ 1________ 5

0___________3_________ 4

0___________ 2________ 0

a-1. State the null hypothesis and the alternate hypothesis.

b. What is the decision rule?

c. Compute SST, SSE, and SS total.

d. Complete an ANOVA table.

e. State your decision regarding the null hypothesis

f. If H0 is rejected, can we conclude that treatment 1 and treatment 2 differ? Use the 95 percent level of confidence.

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Answer #1

a)

Ho: µ1=µ2=µ3
H1: not all means are equal

b)

no. of treatment , k =   3
df between = k-1 =    2
N = Σn =   12
df within = N-k =   9

F(0.05,2,9) = 4.26

reject Ho if F>4.26

c)

1 2 3
count, ni = 3 5 4
mean , x̅ i = 9.667 2.20 4.00
std. dev., si = 1.528 0.837 0.816
sample variances, si^2 = 2.333 0.700 0.667
total sum 29 11 16 56
grand mean , x̅̅ = Σni*x̅i/Σni =   4.67
square of deviation of sample mean from grand mean,( x̅ - x̅̅)² 25.000 6.084 0.444
TOTAL
SS(between)= SSB = Σn( x̅ - x̅̅)² = 75.000 30.422 1.778 107.2
SS(within ) = SSW = Σ(n-1)s² = 4.667 2.800 2.000 9.467

SST=107.2

SSE=9.467

SStotal = SST+SSE=116.67

d)

ANOVA
Source of Variation SS df MS F P-value F crit
Between Groups 107.20 2 53.60 50.96 0.0000 4.256
Within Groups 9.47 9 1.05
Total 116.67 11

e)

since, F>4.26, reject Ho

f)

Level of significance 0.0500
no. of treatments,k 3
DF error =N-k= 9
MSE 1.052
t-critical value,t(α/2,df) 2.2622

confidence interval = mean difference ± critical value  
  
if confidence interval contans zero, then means are not different.  

confidence interval
population mean difference critical value lower limit upper limit result
µ1-µ2 7.47 1.69 5.77 9.16 means are different
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