In: Statistics and Probability
A. Assume b0 = 12.953, and b1 = -2.5. For x = 25, predict y. Round to 3 digits.
B. if x is increased by 10 units, how much does y-hat change? Round to 3 digits.
Use the points to answer the following:
x | y |
12 | 17 |
21 | 15 |
28 | 22 |
8 | 19 |
20 | 24 |
C. How much correlation is there between x and y? Round to four decimals and use leading zeros if necessary.
D. How much of the variability in y is explained by x? Round to four decimals and use leading zeros if necessary.
Part a)
Equation of linear regression is
We have b0 = 12.953, and b1 = -2.5. For x = 25, predict y.
Part b)
X | Y | X * Y | X2 | |
12 | 17 | 204 | 144 | |
21 | 15 | 315 | 441 | |
28 | 22 | 616 | 784 | |
8 | 19 | 152 | 64 | |
20 | 24 | 480 | 400 | |
Total | 89 | 97 | 1767 | 1833 |
Equation of linear regression is
b = 0.1624
a = 16.5096
Equation becomes
When X = 10
Part c)
X | Y | X * Y | X2 | Y2 | |
12 | 17 | 204 | 144 | 289 | |
21 | 15 | 315 | 441 | 225 | |
28 | 22 | 616 | 784 | 484 | |
8 | 19 | 152 | 64 | 361 | |
20 | 24 | 480 | 400 | 576 | |
Total | 89 | 97 | 1767 | 1833 | 1935 |
Correlation coefficient is
Part d)
Coefficient of Determination
R2 = r2 = ( 0.3512 )2 = 0.1233
12.33% of variability in y is explained by x.