In: Statistics and Probability
Problem: Susan Sound predicts that students will learn most
effectively with a constant background sound, as opposed to an
unpredictable sound or no sound at all. She randomly divides
twenty-four students into three groups of eight. All students study
a passage of text for 30 minutes. Those in group 1 study with
background sound at a constant volume in the background. Those in
group 2 study with noise that changes volume periodically. Those in
group 3 study with no sound at all. After studying, all students
take a 10 point multiple choice test over the material. Their
scores follow:
group test scores
1) constant sound 7 4 6 8 6 6 2 9
2) random sound 5 5 3 4 4 7 2 2
3) no sound 2 4 7 1 2 1 5 5
Please give me step by step how to answer the question.
The given problem is One Way ANOVA problem.
The null and alternate hypothesis
H0: μ1 = μ2 =
μ3
Ha: μ1 ≠ μ2 ≠
μ3
Calculate the Sum of Squares
Treatments | ||||
Constant Sound | Random Sound | No Sound | ||
7 | 5 | 2 | ||
4 | 5 | 4 | ||
6 | 3 | 7 | ||
8 | 4 | 1 | ||
6 | 4 | 2 | ||
6 | 7 | 1 | ||
2 | 2 | 5 | ||
9 | 2 | 5 | ||
Total | ||||
Ti | 48 | 32 | 27 | GT=107 |
∑X2 | 322 | 148 | 125 | R.S.S = 595 |
Correction factor (C.F.) =
Total S.S. = R.S.S - C.F. = 595 - 477.0417 =117.9583
S.S.T (Between treatments ) =
S.S.E. ( within treatments) = T.S.S. - S.S.T. = 117.9583 -
30.0833 = 87.875
Calculate the Degrees of Freedom
dftotal = n
– 1 = 24 – 1 = 23
dfwithin = n – k = 24 – 3 = 21
dfbetween = k – 1 = 3 – 1 = 2
Calculate the Mean Squares
ANOVA Table | ||||
Source | SS | df | MS | Variance ratio |
Between-treatments | 30.0833 | 2 | 15.0417 | F = 3.5946 |
Within-treatments | 87.875 | 21 | 4.1845 | |
Total | 117.9583 | 23 |
From the table of F distribution, the critical value of F for 0.05 significance and degrees of freedom of(df1 = 2 and df2 = 21) we have:
F = 3.4668
Since the calculated(absolute value) of F is greater than the tabulated value, we reject the null hypothesis and conclude that at least two of the means are significantly different from each other.