Following is an extract from the database of a construction company. The table shows the height of walls in feet and the cost of raising them. The estimated simple linear regression equation is given as Ŷ = b0 + b1X. (Hint: Use Excel functions).
Height (ft) |
Cost ($) |
4 |
670 |
3 |
430 |
7 |
810 |
9 |
1100 |
6 |
790 |
8 |
880 |
5 |
760 |
11 |
1200 |
4) What is the value of the coefficient b1?
A) 254.8371
B) 0.010697
C) -2.14625
D) 86.81704
5) What is the estimated cost of raising a 10 foot wall?
A) 1123.008
B) 1505.786
C) 1103.578
D) 968.6109
Solution :
X | Y | XY | X^2 | Y^2 |
4 | 670 | 2680 | 16 | 448900 |
3 | 430 | 1290 | 9 | 184900 |
7 | 810 | 5670 | 49 | 656100 |
9 | 1100 | 9900 | 81 | 1210000 |
6 | 790 | 4740 | 36 | 624100 |
8 | 880 | 7040 | 64 | 774400 |
5 | 760 | 3800 | 25 | 577600 |
11 | 1200 | 13200 | 121 | 1440000 |
n | 8 |
sum(XY) | 48320.00 |
sum(X) | 53.00 |
sum(Y) | 6640.00 |
sum(X^2) | 401.00 |
sum(Y^2) | 5916000.00 |
Numerator | 34640.00 |
Denominator | 35946.09 |
r | 0.9637 |
r square | 0.9287 |
Xbar(mean) | 6.6250 |
Ybar(mean) | 830.0000 |
SD(X) | 2.1148 |
SD(Y) | 203.3060 |
b | 86.8170 |
a | 254.8371 |
4)
b1 = 86.81704
5)
estimated cost = 254.8371 + 86.81704 * 10 = 1123.008
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