In: Statistics and Probability
The data below are the final exam scores of 10 randomly selected calculus students and the number of hours they slept the night before the exam:
Hours Slept (x) | 7 | 11 | 6 | 13 | 7 | 8 | 8 | 11 | 12 | 9 |
---|---|---|---|---|---|---|---|---|---|---|
Exam Scores (y) | 68 | 83 | 63 | 91 | 69 | 81 | 88 | 93 | 93 | 74 |
Using the equation of the regression line, with all numbers in it rounded to 2 decimal places, predict the final exam score of a student who slept for 3 hours the night before the exam. (Round the score to 2 decimal places)
Select one:
49.83
45.64
55.97
50.22
59.58
61.01
Solution:
n = 10
X | Y | XY | X^2 | Y^2 | |
7 | 68 | 476 | 49 | 4624 | |
11 | 83 | 913 | 121 | 6889 | |
6 | 63 | 378 | 36 | 3969 | |
13 | 91 | 1183 | 169 | 8281 | |
7 | 69 | 483 | 49 | 4761 | |
8 | 81 | 648 | 64 | 6561 | |
8 | 88 | 704 | 64 | 7744 | |
11 | 93 | 1023 | 121 | 8649 | |
12 | 93 | 1116 | 144 | 8649 | |
9 | 74 | 666 | 81 | 5476 | |
SUM | 92 | 803 | 7590 | 898 | 65603 |
Slope of the regression line is
b = 3.92
Now , y intercept of the line is
a = 44.21
The equation of the regression line is
= a + bx
i.e. = 44.21 + (3.92)x
For x = 3, find the predicted value of y .
Put x = 3 in the regression line equation.
= 44.21 + (3.92 * 3) = 55.97
Answer : 55.97