In: Statistics and Probability
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.
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