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Cincinnati Paint Company sells quality brands of paints through hardware stores throughout the United States. The...

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 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 ($000) Calls Driven Commissions ($000) Calls Driven
19 140 2,374 37 147 3,293
11 133 2,227 43 146 3,106
33 146 2,732 26 150 2,127
38 143 3,354 39 146 2,793
25 145 2,292 35 152 3,211
44 144 3,451 12 132 2,290
29 139 3,114 32 148 2,852
39 139 3,347 25 135 2,693
39 145 2,843 27 132 2,935
29 134 2,627 22 129 2,671
22 139 2,123 40 158 2,991
12 139 2,224 35 148 2,834
46 149 3,465

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 , so we conclude that there .

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