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Application Exercise: A social psychologist is interested in how optimism is related to life satisfaction. A sample of indivi

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one way anova

.............

treatment G1 G2 G3 L4
count, ni = 5 5 5
mean , x̅ i = 25.400 28.80 27.20
std. dev., si = 2.4 1.3 1.3
sample variances, si^2 = 5.800 1.700 1.700
total sum 127 144 136 407 (grand sum)
grand mean , x̅̅ = Σni*x̅i/Σni =   27.13
( x̅ - x̅̅ )² 3.004 2.778 0.004
TOTAL
SS(between)= SSB = Σn( x̅ - x̅̅)² = 15.022 13.889 0.022 28.93333333
SS(within ) = SSW = Σ(n-1)s² = 23.200 6.800 6.800 36.8000

no. of treatment , k =   3  
df between = k-1 =    2  
N = Σn =   15  
df within = N-k =   12  
      
mean square between groups , MSB = SSB/k-1 =    28.9333/2=   14.4667
mean square within groups , MSW = SSW/N-k =    36.8/12=   3.0667
      
F-stat = MSB/MSW =    14.4667/3.0667=   4.72
      
F-critical = 6.927

anova table
SS df MS F p-value F-critical
Between: 28.9 2 14.5 4.7 0.031 6.927
Within: 36.8 12 3.1
Total: 65.7 14
α = 0.01

Decision: , do not reject null hypothesis    
......................

eta square ,effect size = SSbet/SST=   0.44 mediumeffect
,,,,,,,,,,,,,,,,,,,,,,

None of the temporal means is different on life satisfaction.

TUKEY HSD/KRAMER
Level of significance 0.01
no. of treatments,k 3
DF error =N-k= 12
MSE = 3.0667
q-critical value(0.01,3,12)= 5.0459
confidence interval
mean difference absolute mean difference critical value lower limit upper limit result
µ1-µ2 -3.40 3.40 3.95 -7.35 0.55 no, means are not different
µ2-µ3 1.60 1.60 3.95 -2.35 5.55 no, means are not different

.................

Please let me know in case of any doubt.

Thanks in advance!


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