Question

In: Statistics and Probability

Statistics exercise One-way BG ANOVA     Suppose you would like to know if political party affiliation...

Statistics exercise

One-way BG ANOVA

    Suppose you would like to know if political party affiliation (democrat, republican, libertarian) has an effect on how people feel about the war in Afghanistan. You ask people to rate on a scale from 1-100 how much they support the war effort. Use the data below to see if the groups differed.

Democrats

Republicans

Libertarians

35

65

15

15

60

25

50

75

35

40

60

40

30

90

35

45

75

25

25

65

45

40

70

35

  1. State the hypotheses
  1. Select an alpha level and one- or two-tailed
  1. Select and compute the appropriate statistic.
  1. Report your findings in APA style

  1. Accept or reject the null and draw an inference if one is warranted.

Solutions

Expert Solution

Answer:

Let us denote population means of the three groups by

We test the hypothesis that mean scale of all groups is same.

Null hypothesis:

against alternative hypothesis that group means are different from each other.

Let us test this hypothesis at 5% level of significance and the test is one tailed.

Group 1: (Democrat)

Democrat deviation squared deviation
35 0 0
15 -20 400
50 15 225
40 5 25
30 -5 25
45 10 100
25 -10 100
40 5 25
Mean 35 ss 900

Variance of group 1:

Group 2: (Repluclicans)

Replublicans deviation squared deviation
65 30 900
60 25 625
75 40 1600
60 25 625
90 55 3025
75 40 1600
65 30 900
70 35 1225
Mean 70 ss 10500

Variance of group 2:

Group 3: (Libertarians)

Libertarians deviation squared deviation
15 -20 400
25 -10 100
35 0 0
40 5 25
35 0 0
25 -10 100
45 10 100
35 0 0
Mean 31.875 ss 725

Variance of group 3:

Number of observations in each group is 8. i.e. n = 8

Total number of groups is 3. i.e. k = 8

Total number of observations are 24. i.e. N = 24

Therefore,

Find grand mean:

Group mean Grand mean deviation squared deviation
35 44.5833 -9.5833 91.83963889
70 44.5833 25.4167 646.0086389
31.875 44.5833 -12.7083 161.5008889
SS 899.3491667

Test statistic:

df of test statistic is (k-1, N-k)

Thus here df is (2, 21)

p-value for is 0.0075.

p-value < 0.05

Hence we reject null hypothesis.

Thus we conclude that mean scale level for all three gropus is not equal. That means political party affiliation (democrat, republican, libertarian) likely to have an effect on how people feel about the war in Afghanistan.

APA writeup:

df = (2, 21), p-value = 0.0075

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