Question

In: Statistics and Probability

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 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.)

Solutions

Expert Solution

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


Related Solutions

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 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...
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...
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...
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...
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...
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...
Boyle Company makes fine jewelry that it sells to department stores throughout the United States. Boyle...
Boyle Company makes fine jewelry that it sells to department stores throughout the United States. Boyle is trying to decide which of the two bracelets to manufacture. Cost data pertaining to the two choices follow: Bracelet A Bracelet B Cost of materials per unit $ 10 $ 20 Cost of labor per unit 15 15 Advertising cost per year 5,000 3,000 Annual depreciation on existing equipment 5,000 4,000 Required Identify the fixed costs and determine the amount of fixed cost...
Rundle Company makes fine jewelry that it sells to department stores throughout the United States. Rundle...
Rundle Company makes fine jewelry that it sells to department stores throughout the United States. Rundle is trying to decide which of the two bracelets to manufacture. Cost data pertaining to the two choices follow: Bracelet A Bracelet B Cost of materials per unit $ 25 $ 49 Cost of labor per unit 38 38 Advertising cost per year 8,100 6,400 Annual depreciation on existing equipment 6,300 4,700 Required Identify the fixed costs and determine the amount of fixed cost...
“WakeUP”, a Mississippi company that produces coffee products, sells their products throughout the United States and...
“WakeUP”, a Mississippi company that produces coffee products, sells their products throughout the United States and is considering expanding its business into Europe. If so, they will have income derived from sales to US Customers and income derived from sales within Europe. Assess the impacts that selling their products abroad will have to WakeUP and any tax incentives that will apply to their situation.
ThatcherThatcher Paints makes and sells paint to home improvement stores. ThatcherThatcher​'s only plant can produce up...
ThatcherThatcher Paints makes and sells paint to home improvement stores. ThatcherThatcher​'s only plant can produce up to 99 million cans of paint per year. Current annual production is 66 million cans. Fixed​ manufacturing, selling, and administrative costs total $ 10.2$10.2 million per year. The variable cost of making and selling each can of paint is $ 6.40$6.40. Stockholders expect a 2525​% annual return on the​ company's $ 35$35 million of assets. Requirement 1. What is ThatcherThatcher​'s current total cost of...
ADVERTISEMENT
ADVERTISEMENT
ADVERTISEMENT