Answers to 10.2 regression
Perform a multiple regression examining how
English
,Reading
andWriting
, as well asGender
relate to the dependent variableMath
.Do you have any significant outliers? (answer = no)
Are your residuals normally distributed? (answer = yes)
Do you satisfy the assumption of linearity and homoscedasticity of your residuals (just check the Fitted residual plot)? (answer = yes)
Do you meet the assumption of independent residuals? (answer = yes)
Do you meet the assumption of no multicollinearity? (answer = yes)
Can you perform a regression with this data? (answer = yes)
What is your adjusted R-squared, rounded to two decimal places? (answer = .31)
Is the overall model statistically significant? (answer = yes)
Is
English
statistically significant? (answer = no)Is
Reading
statistically significant? (answer = yes)Is
Writing
statistically significant? (answer = yes)Is
Gender
statistically significant? (answer = yes)For
Gender
, do male (Gender = 0) or female (Gender = 1) students have higher math scores? (answer = male)