The accompanying table shows a portion of a data set that refers to the property taxes owed by a homeowner (in $) and the size of the home (in square feet) in an affluent suburb 30 miles outside New York City.
Taxes | Size |
21913 | 2357 |
17307 | 2531 |
18258 | 1906 |
15606 | 1061 |
43962 | 5639 |
33679 | 2520 |
15197 | 2165 |
16733 | 1825 |
18211 | 2139 |
16061 | 1268 |
15194 | 1261 |
36018 | 3060 |
31036 | 2869 |
42098 | 3448 |
14377 | 1574 |
38934 | 3919 |
25341 | 3949 |
22969 | 2514 |
16241 | 3505 |
29254 | 2840 |
a. Estimate the sample regression equation that
enables us to predict property taxes on the basis of the size of
the home. (Round your answers to 2 decimal
places.)
c. Predict the property taxes for a
1,500-square-foot home. (Round coefficient estimates to at
least 4 decimal places and final answer to 2 decimal
places.)
Ans:
Size,x | Taxes,y | |
1 | 2357 | 21913 |
2 | 2531 | 17307 |
3 | 1906 | 18258 |
4 | 1061 | 15606 |
5 | 5639 | 43962 |
6 | 2520 | 33679 |
7 | 2165 | 15197 |
8 | 1825 | 16733 |
9 | 2139 | 18211 |
10 | 1268 | 16061 |
11 | 1261 | 15194 |
12 | 3060 | 36018 |
13 | 2869 | 31036 |
14 | 3448 | 42098 |
15 | 1574 | 14377 |
16 | 3919 | 38934 |
17 | 3949 | 25341 |
18 | 2514 | 22969 |
19 | 3505 | 16241 |
20 | 2840 | 29254 |
mean | 2617.500 | 24419.450 |
SD | 1105.455 | 9929.713 |
r | 0.770 | |
slope | 6.92 | |
intercept | 6315.95 |
Regression equation:
Taxes=6.92*size+6315.95
When size=1500
Taxes=6.9163*1500+6315.9523=16690.40
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