Cincinnati Paint Company sells quality brands of paints through hardware stores throughout the United States. The company maintains a large sales force who call on existing customers and 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 information is reported below.
Commissions ($000) | Calls | Driven | Commissions ($000) | Calls | Driven |
22 | 64 | 2,371 | 38 | 167 | 3,290 |
13 | 51 | 2,226 | 44 | 168 | 3,103 |
33 | 129 | 2,731 | 29 | 108 | 2,124 |
38 | 141 | 3,353 | 38 | 164 | 2,792 |
23 | 78 | 2,292 | 37 | 177 | 3,210 |
48 | 224 | 3,451 | 14 | 25 | 2,287 |
29 | 95 | 3,115 | 34 | 160 | 2,850 |
39 | 169 | 3,344 | 25 | 81 | 2,692 |
42 | 188 | 2,843 | 28 | 83 | 2,934 |
33 | 126 | 2,627 | 25 | 85 | 2,671 |
21 | 53 | 2,122 | 44 | 194 | 2,990 |
14 | 56 | 2,221 | 35 | 137 | 2,832 |
48 | 176 | 3,464 | |||
Develop a regression equation including an interaction term. (Negative amount should be indicated by a minus sign. Round your answers to 3 decimal places.)
Commissions= ______ + ______ calls + _______ miles + ______ x1x2
Complete the following table. (Negative amounts should be indicated by a minus sign. Round your answers to 3 decimal places.)
Predictor | Coefficient | SE Coefficient | t | p-value |
Constant | ||||
Calls | ||||
Miles | ||||
X1X2 |
Compute the value of the test statistic corresponding to the interaction term. (Negative amount should be indicated by a minus sign. Round your answer to 2 decimal places.)
Value of the test statistic ________
At the 0.05 significance level is there a significant interaction between the number of sales calls and the miles driven?
This is _____________(statistically significant/not statistically significant) , so we conclude that there ____________ (is interaction/ is no interaction)
Applying regression from excel: data -data analysis: regression:
Commissions=-10.244+0.239*Calls+0.009*miles+(-0.000)*x1x2
Coefficients | Standard Error | t Stat | P-value | |
Intercept | -10.244 | 10.266 | -0.998 | 0.330 |
Calls | 0.239 | 0.083 | 2.878 | 0.009 |
Driven | 0.009 | 0.004 | 2.073 | 0.051 |
x1x2 | 0.000 | 0.000 | -1.071 | 0.296 |
value of the test statistic = -1.07
This is not statistically significant o we conclude that there is no interaction
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