Question

In: Statistics and Probability

Problem: Susan Sound predicts that students will learn most effectively with a constant background sound, as...

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.

Solutions

Expert Solution

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.


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