Question

In: Statistics and Probability

Section 1 Section 2 Section 3 82.5 68.1 71.1 73.9 83.8 77.4 78.8 71.9 78.2 71.9...

Section 1 Section 2 Section 3
82.5 68.1 71.1
73.9 83.8 77.4
78.8 71.9 78.2
71.9 45.1 84.8
84.5 69.1 82.3
70.8 61.8 78.8
65.8 87.4 75.6
88.2 47.7 74.3
79.7 60.9 69.1



Run a one-factor ANOVA (fixed effect) with α=0.05 Report the F-ratio to 3 decimal places and the P-value to 4 decimal places.
F=3.787976
p=0.0371755
What is the conclusion from the ANOVA?

  • reject the null hypothesis: at least one of the group means is different
  • fail to reject the null hypothesis: not enough evidence to suggest the group means are different



Calculate the group means for each section:
Section 1:  M1=77.34
Section 2:  M2=66.200
Section 3:  M3=76.84
Report means accurate to 2 decimal places.
NEED HELP WITH THIS NEXT SECTION

Conduct 3 independent sample t-tests (2-tail) for each possible pair of sections. (Though we will see later that it might not be appropriate, retain the significance level α=0.05α=0.05.) Report the P-value (accurate to 4 decimal places) for each pairwise comparison.
Compare sections 1 & 2:  p=
Compare sections 1 & 3:  p=
Compare sections 2 & 3:  p=

Solutions

Expert Solution

The one-way analysis of variance (ANOVA) is used to determine whether there are any statistically significant differences between the means of three or more independent groups. In this example

Specifically, it tests the null hypothesis:

Ho:μ1=μ2=μ3

where = ith group mean.

Alternative hypothesis is there are at least two group means that are statistically significantly different from each other.

After Running a one-factor ANOVA (fixed effect) with α=0.05 the summary is as follow.

Anova: Single Factor

SUMMARY

Groups

Count

Sum

Average

Variance

Section 1

9

696.1

77.34444

52.61278

Section 2

9

595.8

66.2

204.8275

Section 3

9

691.6

76.84444

25.00278

ANOVA

Source of Variation

SS

       df

MS

F

P-value

F crit

Between Groups

713.2585

2

356.6293

3.787977

0.037176

3.402826

Within Groups

2259.544

24

94.14769

Total

2972.803

26

Conlusion:

If P-value is less than level of significance(α) we reject the null hypothesis.

Here P-value=0.037176 which is less than α=0.05 we reject the null hypothesis. that is there are at least two group means that are statistically significantly different from each other.

We need here further analyses that which group means are significantly different from each other. there are 3 possible pairs which are (Section 1, Section 2), (Section 1 Section 3), and (Section 2, Section3). WE Conduct t-tests for 3 independent pairs separately.

1) for pair (Section 1, Section 2). P-value(two tail)= 0.05923.

2) for pair (Section 1, Section 3). P-value(two tail)= 0.86724

3) for pair (Section 2, Section 3). P-value(two tail)= 0.0614


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