In: Statistics and Probability
A researcher hypothesizes that students’ performance in a test is better in situations where the surrounding noise is kept lowest. She collects data on her students under three different levels of noise. A higher score indicates better performance. Her data follow. SHOW ALL YOUR WORK.
High Noise |
Mod Noise |
Low Noise |
||
3 |
4 |
6 |
G = |
|
5 |
6 |
8 |
ΣX2 = |
393 |
4 |
4 |
6 |
N = |
|
3 |
2 |
7 |
k = |
|
2 |
3 |
8 |
||
T = 17 |
T = 19 |
T = |
||
M = 3.4 |
M = 3.8 |
M = |
||
SS = 5.2 |
SS = 8.8 |
SS = |
||
n = 5 |
n = 5 |
n = |
Source |
SS |
df |
MS |
F |
Between |
||||
Within |
||||
Total |
treatment | A1 | A2 | A3 | |||
count, ni = | 5 | 5 | 5 | |||
mean , x̅ i = | 3.400 | 3.80 | 7.000 | |||
std. dev., si = | 1.140 | 1.483 | 1.000 | |||
sample variances, si^2 = | 1.300 | 2.200 | 1.000 | |||
total sum | 17 | 19 | 35 | 71 | (grand sum) | |
grand mean , x̅̅ = | Σni*x̅i/Σni = | 4.73 | ||||
square of deviation of sample mean from grand mean,( x̅ - x̅̅)² | 1.778 | 0.871 | 5.138 | |||
TOTAL | ||||||
SS(between)= SSB = Σn( x̅ - x̅̅)² = | 8.889 | 4.356 | 25.689 | 38.93333333 | ||
SS(within ) = SSW = Σ(n-1)s² = | 5.200 | 8.800 | 4.000 | 18.0000 |
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 =
19.4667
mean square within groups , MSW = SSW/N-k =
1.5000
F-stat = MSB/MSW = 12.9778
anova table | ||||||
SS | df | MS | F | p-value | F-critical | |
Between: | 38.9333 | 2 | 19.467 | 12.978 | 0.0010 | 3.885 |
Within: | 18.0000 | 12 | 1.500 | |||
Total: | 56.9333 | 14 | ||||
α = | 0.05 |
critical F = 3.885
reject the null hypothesis
conclusion : there is enough evidence of significant mean difference among three treatments
==========
tukey's test
Level of significance | 0.05 |
no. of treatments,k | 3 |
DF error =N-k= | 12 |
MSE = | 1.5000 |
q-statistic value(α,k,N-k) | 3.7728 |
critical value = q*√(MSE/2*(1/ni+1/nj)) = 2.07
population mean difference | critical value | result | |||
µ1-µ2 | 0.40 | 2.07 | means are not different | ||
µ1-µ3 | 3.600 | 2.07 | means are different | ||
µ2-µ3 | 3.20 | 2.07 | means are different |