Question

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)

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)

Homework Answers

Answer #1

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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