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 nec
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 nec
MATLAB: An Introduction with Applications
6th Edition
ISBN:9781119256830
Author:Amos Gilat
Publisher:Amos Gilat
Chapter1: Starting With Matlab
Section: Chapter Questions
Problem 1P
Related questions
Question
ch 13. 5:
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 |
29 | 139 | 2,371 | 27 | 146 | 3,290 |
26 | 132 | 2,226 | 25 | 144 | 3,103 |
28 | 144 | 2,731 | 29 | 147 | 2,122 |
26 | 142 | 3,351 | 25 | 144 | 2,791 |
29 | 142 | 2,289 | 25 | 149 | 3,209 |
28 | 142 | 3,449 | 26 | 131 | 2,287 |
28 | 138 | 3,114 | 27 | 144 | 2,848 |
27 | 139 | 3,342 | 29 | 132 | 2,690 |
27 | 144 | 2,842 | 26 | 132 | 2,933 |
26 | 134 | 2,625 | 29 | 127 | 2,671 |
27 | 135 | 2,121 | 27 | 154 | 2,988 |
27 | 137 | 2,219 | 28 | 147 | 2,829 |
27 | 146 | 3,463 |
![### Developing a Regression Equation with Interaction Terms
The task involves developing a regression equation that includes an interaction term. Ensure that negative values are shown with a minus sign and round the answers to three decimal places.
#### Regression Equation Format:
`Commissions = [Coefficient for Constant] + [Coefficient for Calls] * Calls + [Coefficient for Miles] * Miles + [Coefficient for x₁x₂] * x₁x₂`
#### Completing the Table:
Complete the table by filling in the coefficients, standard errors, t-values, and p-values for each predictor. The table columns are required to be rounded to three decimal places, and negative amounts should be indicated by a minus sign.
| Predictor | Coefficient | SE Coefficient | t | p-value |
|-----------|-------------|----------------|-----|---------|
| Constant | | | | |
| Calls | | | | |
| Miles | | | | |
| x₁x₂ | | | | |
#### Computing the Test Statistic:
Calculate the value of the test statistic corresponding to the interaction term. The value should be rounded to two decimal places, with negative amounts indicated by a minus sign.
- **Value of the test statistic**: [Value]
This exercise helps in understanding how to integrate interaction terms into regression models and interpret their statistical significance.](/v2/_next/image?url=https%3A%2F%2Fcontent.bartleby.com%2Fqna-images%2Fquestion%2F4b5aed60-eb0e-418d-81cf-107df3e9f31d%2F844c6b3f-89ad-4045-ba25-88187ce3fe89%2F2zwdutf_processed.jpeg&w=3840&q=75)
Transcribed Image Text:### Developing a Regression Equation with Interaction Terms
The task involves developing a regression equation that includes an interaction term. Ensure that negative values are shown with a minus sign and round the answers to three decimal places.
#### Regression Equation Format:
`Commissions = [Coefficient for Constant] + [Coefficient for Calls] * Calls + [Coefficient for Miles] * Miles + [Coefficient for x₁x₂] * x₁x₂`
#### Completing the Table:
Complete the table by filling in the coefficients, standard errors, t-values, and p-values for each predictor. The table columns are required to be rounded to three decimal places, and negative amounts should be indicated by a minus sign.
| Predictor | Coefficient | SE Coefficient | t | p-value |
|-----------|-------------|----------------|-----|---------|
| Constant | | | | |
| Calls | | | | |
| Miles | | | | |
| x₁x₂ | | | | |
#### Computing the Test Statistic:
Calculate the value of the test statistic corresponding to the interaction term. The value should be rounded to two decimal places, with negative amounts indicated by a minus sign.
- **Value of the test statistic**: [Value]
This exercise helps in understanding how to integrate interaction terms into regression models and interpret their statistical significance.
Expert Solution

This question has been solved!
Explore an expertly crafted, step-by-step solution for a thorough understanding of key concepts.
This is a popular solution!
Trending now
This is a popular solution!
Step by step
Solved in 4 steps with 1 images

Recommended textbooks for you

MATLAB: An Introduction with Applications
Statistics
ISBN:
9781119256830
Author:
Amos Gilat
Publisher:
John Wiley & Sons Inc

Probability and Statistics for Engineering and th…
Statistics
ISBN:
9781305251809
Author:
Jay L. Devore
Publisher:
Cengage Learning

Statistics for The Behavioral Sciences (MindTap C…
Statistics
ISBN:
9781305504912
Author:
Frederick J Gravetter, Larry B. Wallnau
Publisher:
Cengage Learning

MATLAB: An Introduction with Applications
Statistics
ISBN:
9781119256830
Author:
Amos Gilat
Publisher:
John Wiley & Sons Inc

Probability and Statistics for Engineering and th…
Statistics
ISBN:
9781305251809
Author:
Jay L. Devore
Publisher:
Cengage Learning

Statistics for The Behavioral Sciences (MindTap C…
Statistics
ISBN:
9781305504912
Author:
Frederick J Gravetter, Larry B. Wallnau
Publisher:
Cengage Learning

Elementary Statistics: Picturing the World (7th E…
Statistics
ISBN:
9780134683416
Author:
Ron Larson, Betsy Farber
Publisher:
PEARSON

The Basic Practice of Statistics
Statistics
ISBN:
9781319042578
Author:
David S. Moore, William I. Notz, Michael A. Fligner
Publisher:
W. H. Freeman

Introduction to the Practice of Statistics
Statistics
ISBN:
9781319013387
Author:
David S. Moore, George P. McCabe, Bruce A. Craig
Publisher:
W. H. Freeman