Question

In: Statistics and Probability

A. Assume b0 = 12.953, and b1 = -2.5. For x = 25, predict y. Round...

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.

Solutions

Expert Solution

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.


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