Question

In: Statistics and Probability

Grade point average, fraternities, sororities, and two-way between-groups ANOVA: A sample of students from our statistics...

Grade point average, fraternities, sororities, and two-way between-groups ANOVA: A sample of students from our statistics classes reported their GPAs, indicated their genders, and stated whether they were in the university’s Greek system (i.e., in a fraternity or sorority). Following are the GPAs for the different groups of students: Men in a fraternity: 2.6, 2.4, 2.9, 3.0 Men not in a fraternity: 3.0, 2.9, 3.4, 3.7, 3.0 Women in a sorority: 3.1, 3.0, 3.2, 2.9 Women not in a sorority: 3.4, 3.0, 3.1, 3.1 What are the independent variables and their levels? What is the dependent variable? Draw a table that lists the cells of the study design. Include the cell means. Conduct all six steps of hypothesis testing.

Solutions

Expert Solution

data

yes not
men 2.6 3
2.4 2.9
2.9 3.4
3 3.7
women 3.1 3.4
3 3
3.2 3.1
2.9 3.1

ANova two way result

Anova: Two-Factor With Replication
SUMMARY yes not Total
men
Count 4 4 8
Sum 10.9 13 23.9
Average 2.725 3.25 2.9875
Variance 0.075833333 0.136667 0.169821429
women
Count 4 4 8
Sum 12.2 12.6 24.8
Average 3.05 3.15 3.1
Variance 0.016666667 0.03 0.022857143
Total
Count 8 8
Sum 23.1 25.6
Average 2.8875 3.2
Variance 0.069821429 0.074286
ANOVA
Source of Variation SS df MS F P-value F crit
Sample 0.050625 1 0.050625 0.781350482 0.394093819 4.747225347
Columns 0.390625 1 0.390625 6.028938907 0.030292996 4.747225347
Interaction 0.180625 1 0.180625 2.78778135 0.120843154 4.747225347
Within 0.7775 12 0.064791667
Total 1.399375 15

independent variable

1) Gender

levels - male or female

2) whether in fraternity/soronity

dependent variable

GPA

study design - Anova two way

p-value of columns or fraternity is less than 0.05

hence this factor is significant

Gender(Row) and interaction are not significant as their p-values > 0.05


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