Find the GPA of a student if he gives average hours to study by using

gainejavima

gainejavima

Answered question

2021-11-17

Find the GPA of a student if he gives average hours to study by using regression alysis. A random sample of ten students is selected from a class of 60 students, find regression line and also find the GPA of a student if he gives average hours to study by using this regression analysis. Their GPA and the hours to study are given below:
GPA2.53.13.63.22.93.72.92.43.33.5Hours to study3575384257
Also interpret the regression coefficient.

Answer & Explanation

Elizabeth Witte

Elizabeth Witte

Beginner2021-11-18Added 24 answers

Step 1
In simple linear regression, there will be exactly one dependent variable and independent variable.
Step 2
The regression analysis can be done in any of the statistical software or by hand. Here GPA is the dependent variable (X) and amount of time study is the independent variable (Y).
So the regression line can be calculated as follows.
Sum of X=49
Sum of Y=31.1
X=49
Y=3.11
Sum of squares SSX=34,9
Sum of products =7.51
b=Sum of productsSSX
=0.21519
a=YbX
=2.05559
So the regression equation is given below.
y^ = 2.05559 + 0.21519X
Step 3
Here the average hours of study is 4.9. Substitute this in the regression equation.
y^=2.05559+0.21519(4.9)
=3.11
So the GPA is 3.11 when the the study time is average.
Her the regression coefficient is 0.21519. This indicates that for every one unit change in time, the GPA also change by 0.21519 in the same direction.

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