Fran’s Convenience Marts is located throughout the metropolitan area of Erie, Pennsylvania. Fran, the owner, wants to expand her business to other communities in northwestern Pennsylvania and southeast New York, such as Jamestown, Corry, Meadville and Warren. To prepare your presentation to the local bank, you would like to better understand the factors that make a particular discount store productive. Fran must do all the work on her own, so she won't be able to study all the discount stores. Therefore, he selects a random sample of 15 stores and records the average daily sales, floor space (area), the number of parking spaces and the average income of families in the region for each of the stores. Sample information is reported below.
Store Sampled |
Daily Sales |
Store Area |
Parking Space |
Income (thousands of dollars) |
1 |
$1840 |
532 |
6 |
44 |
2 |
1746 |
478 |
4 |
51 |
3 |
1812 |
530 |
7 |
45 |
4 |
1806 |
508 |
7 |
46 |
5 |
1792 |
514 |
5 |
44 |
6 |
1825 |
556 |
6 |
46 |
7 |
1811 |
541 |
4 |
49 |
8 |
1803 |
513 |
6 |
52 |
9 |
1830 |
532 |
5 |
46 |
10 |
1827 |
537 |
5 |
46 |
11 |
1764 |
499 |
3 |
48 |
12 |
1825 |
510 |
8 |
47 |
13 |
1763 |
490 |
4 |
48 |
14 |
1846 |
516 |
8 |
45 |
15 |
1815 |
482 |
7 |
43 |
Perform the analysis required for the study that you must present to the bank regarding the best equation in order to estimate daily sales.
The regression equation is
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