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Problem Set 1: Two-way ANOVA (8 pts) Research Scenario An Industrial/Organizational psychologist conducted a study examining...

Problem Set 1: Two-way ANOVA (8 pts)

Research Scenario An Industrial/Organizational psychologist conducted a study examining differences in sex (women and men) and preferred method (face or email) on likelihood of negotiating a raise in the next 6 months. Likelihood was measured using percent probability (where 0 indicates absolutely not planning to negotiate a salary and 100 indicates definitely planning to negotiate a salary in the next 6 months). Twenty-seven participants completed the study. Their results are in the table below. Conduct a two-way ANOVA to determine whether likelihood of negotiating a raise in the next 6 months is affected by sex and/or method. Remember to name and define your variables (your two independent variables and your one dependent variable) under the “Variable View,” then return to the “Data View” to enter and analyze the data.

Male Female

Face 85 90

  100 100

90 80

95 85

100 90

99 95

100

Email 50 25

75 10

80 5

70 50

10 75

25 75

10 5

  

0 0
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Answer #1

Data:

Salary Sex Method
85 Male Face
100 Male Face
90 Male Face
95 Male Face
100 Male Face
99 Male Face
100 Male Face
90 Female Face
100 Female Face
80 Female Face
85 Female Face
90 Female Face
95 Female Face
100 Female Face
50 Male Email
75 Male Email
80 Male Email
70 Male Email
10 Male Email
25 Male Email
10 Male Email
25 Female Email
10 Female Email
5 Female Email
50 Female Email
75 Female Email
75 Female Email
5 Female Email

Two-way ANOVA: Salary versus Sex, Method

Source DF SS MS F P
Sex 1 386.3 386.3 0.79 0.382
Method 1 19769.1 19769.1 40.52 0.000
Error 25 12196.4 487.9
Total 27 32351.9

S = 22.09 R-Sq = 62.30% R-Sq(adj) = 59.28%

The estimated p-values for the factors Sex and Preference method are 0.382 and 0.000 respectively. Therefore, only Preference method factor has a significant effect on the model. Hence, we can conclude that the likelihood of negotiating a raise in the next 6 months is affected by Preference method at 0.05 level of significance.

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