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
32 150 2,672 38 147 3,290
13 132 2,226 44 144 3,103
33 145 2,732 49 148 2,123
38 143 3,351 38 144 2,791
23 143 2,290 37 150 3,210
47 143 3,449 14 131 2,287
29 138 3,114 34 145 2,848
38 139 3,343 25 133 2,691
41 145 2,843 27 132 2,933
32 135 2,625 25 127 2,672
25 143 2,300 43 155 2,988
13 137 2,220 34 147 2,829
47 146 3,463

1.

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

2.

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

3.

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:_______

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Answer #1

Applying regression:

1)Commission =-648.764+4.570*Calls+0.210*Miles+(-0.001)*x1x2
2)

Coefficients Standard Error t Stat P-value
Intercept -648.764 209.305 -3.100 0.005
Calls 4.570 1.476 3.096 0.005
Driven 0.210 0.077 2.732 0.012
x1x2 -0.001 0.001 -2.580 0.017

3)

Value of the Test Statistic =-2.58

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