In: Statistics and Probability
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 | 143 | 2,375 | 38 | 150 | 3,291 |
13 | 132 | 2,228 | 45 | 145 | 3,103 |
33 | 148 | 2,735 | 29 | 147 | 2,122 |
39 | 146 | 3,354 | 38 | 146 | 2,795 |
24 | 142 | 2,291 | 38 | 153 | 3,213 |
48 | 142 | 3,449 | 14 | 134 | 2,287 |
29 | 140 | 3,116 | 35 | 145 | 2,852 |
39 | 140 | 3,342 | 26 | 135 | 2,692 |
42 | 146 | 2,845 | 28 | 133 | 2,933 |
32 | 137 | 2,627 | 26 | 128 | 2,674 |
21 | 137 | 2,122 | 43 | 158 | 2,990 |
14 | 140 | 2,222 | 35 | 147 | 2,830 |
48 | 150 | 3,464 | |||
Click here for the Excel Data File
Develop a regression equation including an interaction term. (Negative amount should be indicated by a minus sign. Round your answers to 3 decimal places.)
Complete the following table. (Negative amounts should be indicated by a minus sign. Round your answers to 3 decimal places.)
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.)
At the 0.05 significance level is there a significant interaction between the number of sales calls and the miles driven?
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 = -380.480+ 2.581Calls + 0.121Miles - 0.001X1X2
Complete the following table. (Negative amounts should be indicated by a minus sign. Round your answers to 3 decimal places.)
Don.t know what type of table is this and there is only two possible tables so I am attaching both.Select the table which one is asked otherwise do the comment.
Coefficients
Term | Coef | SE Coef | T-Value | P-Value | |
Constant | -380.480 | 163.115 | -2.333 | 0.030 | |
Calls,x1 | 2.581 | 1.150 | 2.245 | 0.036 | |
Driven,x2 | 0.121 | 0.058 | 2.084 | 0.050 | |
x1x2 | -0.001 | 0.000 | -1.805 | 0.085 |
Anova table
Source | DF | Adj SS | Adj MS | F-Value | P-Value |
Regression | 3 | 2105.23 | 701.74 | 34.94 | 0.000 |
Calls,x1 | 1 | 101.21 | 101.21 | 5.04 | 0.036 |
Miles,x2 | 1 | 87.19 | 87.19 | 4.34 | 0.050 |
x1x2 | 1 | 65.40 | 65.40 | 3.26 | 0.085 |
Error | 21 | 421.73 | 20.08 | ||
Total | 24 | 2526.96 |
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.)
Test statistic= -1.81
At the 0.05 significance level is there a significant interaction between the number of sales calls and the miles driven?
No, there is not significant interaction between the number of sales calls and the miles driven.