In: Statistics and Probability
Cincinnati Paint Company sells quality brands of paints through hardware stores throughout the United States. The company maintains a large sales force whose job it is to call on existing customers as well as look for new business. The national sales manager is investigating the relationship between the number of sales calls made and the miles driven by the sales representative. Also, do the sales representatives who drive the most miles and make the most calls necessarily earn the most in sales commissions? To investigate, the vice president of sales selected a sample of 25 sales representatives and determined:
The amount earned in commissions last month (Y).
The number of miles driven last month (X1)
The number of sales calls made last month (X2)
Commissions | Calls | Driven |
23 | 141 | 2374 |
13 | 132 | 2229 |
34 | 145 | 2734 |
39 | 144 | 3351 |
24 | 142 | 2292 |
48 | 142 | 3451 |
29 | 141 | 3116 |
39 | 141 | 3342 |
42 | 146 | 2843 |
32 | 138 | 2625 |
21 | 138 | 2123 |
14 | 140 | 2223 |
47 | 149 | 3464 |
38 | 150 | 3291 |
45 | 146 | 3104 |
29 | 148 | 2124 |
38 | 146 | 2793 |
38 | 149 | 3209 |
14 | 133 | 2289 |
35 | 148 | 2852 |
25 | 135 | 2691 |
28 | 134 | 2934 |
26 | 131 | 2673 |
44 | 156 | 2991 |
34 | 150 | 2830 |
Click here for the Excel Data File
Develop a regression equation including an interaction term. (Round your answers to 3 decimal places. Negative amounts should be indicated by a minus sign.)
A.) Commissions =_______ +________ Calls +________ Miles +______ X1X2
B.) Complete the following table. (Round your answers to 3 decimal places. Negative amounts should be indicated by a minus sign.)
Predictor Coefficient SE Coefficient T P-value
Constant _______ __________ ___ _________
Calls
Miles
X1X2
C.) Compute the value of the test statistic corresponding to the interaction term. (Round your answer to 2 decimal places. Negative amount should be indicated by a minus sign.)
A)Develop a regression equation including an interaction term
Commissions = - 380.086 +2.589 Calls + 0.1158 Miles -0.00070 X1X2
B.) Complete the following table
-1.7099 |
Predictor | Coefficients | Standard Error | t Stat | P-value |
Constant | -380.0864627 | 161.8206182 | -2.34881 | 0.0287 |
Calls | 2.589941507 | 1.139317248 | 2.27324 | 0.03363 |
Driven | 0.115851058 | 0.05871038 | 1.973264 | 0.06177 |
X1X2 | -0.000703341 | 0.000411333 | -1.7099 | 0.10202 |
C.) Compute the value of the test statistic corresponding to the interaction term.
value of the test statistic = -1.71
At the 0.05 significance level is there a significant
interaction between the number of sales calls