Consider the table below. This time, the historical profitability of eight locat
ID: 405254 • Letter: C
Question
Consider the table below. This time, the historical profitability of eight locations is listed in the table. Devise a regression equation and predict the profitability of a new site, Ysard, which has a value of 6 on Office Space, 2 on Middle Class Population, 8 on Competition, and 1 on Visibility. (Show all calculations)
Consider the table below. This time, the historical profitability of eight locations is listed in the table. Devise a regression equation and predict the profitability of a new site, Ysard, which has a value of 6 on Office Space, 2 on Middle Class Population, 8 on Competition, and 1 on Visibility.Explanation / Answer
Coefficients
Standard Error
t Stat
P-value
Intercept
3.338205
30.3361
0.110041
0.919325
Office space
13.2476
3.47509
3.812159
0.031741
Middle
7.996792
2.352448
3.399349
0.042482
Competition
51.28905
3.909146
13.12027
0.000956
Visibility
4.45503
3.770669
1.181496
0.322535
The fitted regression equation is
Profit = b0 + b1*Office Space + b2*Middle Class Population + b3*Competition + b4* Visibility
=3.3382 + 13.2476* Office Space + 7.9968* Middle Class Population + 51.2891* Competition + 4.4550* Visibility
Predicted profitability for a new site with office space = 6, middle class population = 2, competition =8, and visibility = 1 is
=3.3382 + 13.2476* 6 + 7.9968* 2 + 51.2891* 8 + 4.4550* 1 = $513.585.
Coefficients
Standard Error
t Stat
P-value
Intercept
3.338205
30.3361
0.110041
0.919325
Office space
13.2476
3.47509
3.812159
0.031741
Middle
7.996792
2.352448
3.399349
0.042482
Competition
51.28905
3.909146
13.12027
0.000956
Visibility
4.45503
3.770669
1.181496
0.322535