In: Statistics and Probability
A study was conducted to detemine whether a the final grade of a student in an introductory psychology course is linearly related to his or her performance on the verbal ability test administered before college entrance. The verbal scores and final grades for 1010 students are shown in the table below.
Student | Verbal Score xx | Final Grade yy |
11 | 3535 | 4141 |
22 | 8080 | 9292 |
33 | 5656 | 6363 |
44 | 3434 | 3636 |
55 | 6464 | 7474 |
66 | 3333 | 3535 |
77 | 5757 | 7070 |
88 | 3131 | 3636 |
99 | 2727 | 3131 |
1010 | 7070 | 8484 |
Find the least squares line.
y^=y^= ++ xx
Should the regression be used to predict the final grade of a student with a verbal score of 100?
answer:
The least square regression equation is ,
y = a + b * x
where , y^ = dependent variable = Final Grade
x = independent variable= Verbal Score
a = intercept
b = slope
In excel we can calculate a and b by using the following commands,
For intercept(a) = INTERCEPT(KNOWNY_Y,KNOWN_X)
For slope ( b ) = SLOPE(KNOWNY_Y,KNOWN_X)
We get a = -2.583 and b = 1.207
We get the least square regression equation as
when Verbal score= x = 100 then calculate predicted final score= y^ = ?
By using the least square regression equation,
Therefore predicted final score=