In: Statistics and Probability
The marketing manager of a large supermarket chain would like to use shelf space to predict the sales of pet food. A random sample of 12 equal-sized stores is selected, with the following results.
Shelf Space |
Sales |
Aisle Location |
5 |
160 |
0 |
5 |
220 |
1 |
5 |
140 |
0 |
10 |
190 |
0 |
10 |
240 |
0 |
10 |
260 |
1 |
15 |
230 |
0 |
15 |
270 |
0 |
15 |
280 |
1 |
20 |
260 |
0 |
20 |
290 |
0 |
20 |
310 |
1 |
A. Construct a scatter plot for these data, b0 = 145 and b1 = 7.4.
B. Interpret the meaning of the slope, b1, in this problem.
C. Predict the mean weekly sales (in hundreds of dollars) of pet food for stores with 8 feet of shelf space for pet food.
D. What does the coefficient of determination indicate about the independent variable?
Interpretation:
The scatter plot of the quantitative variables shelf space (X) and Sales (Y) enables that there exists a positive linear relationship between the two variables. Since, the direction of the data points is upwards.
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