Question: Module 4 Excel Assignment Linear Regression The manager of a company that relies on traveling salespersons to sell the company's products wants to examine the
Module 4 Excel Assignment Linear Regression
The manager of a company that relies on traveling salespersons to sell the company's products wants to examine the relationship between sales and the amount of time a salesperson spends with each established customer who regularly orders the company's products. He or she believes that sales can be predicted by the amount of time a salesperson spends with a customer. The manager collects the data on 12 salespersons.
| Sales ($ thousands) | Hours spent with customers |
| 412 | 3.2 |
| 500 | 4.6 |
| 450 | 3.9 |
| 610 | 5.3 |
| 715 | 6.1 |
| 500 | 4.2 |
| 610 | 5.6 |
| 600 | 5.3 |
| 570 | 5.1 |
| 800 | 7.1 |
| 725 | 6.5 |
| 850 | 7.8 |
- What is the predictor (independent) and response (dependent) variables for this problem?
- Make a scatterplot for predicting sales from hours spent. Paste the scatter plot below.
- Run regression analysis using excel with the data from the above table. Paste the regression output below and upload the excel file with your submission.
- What is the regression equation for predicted Sales?
- What would be the predicted Sales if the salesperson spent 5 hours with the customer?
- The manager has decided to look at other factors related to each person's sales. Below is the new sales data with multiple factors (i.e. hours, quarterly bonus, and a percentage discount given to customers). Answer the two bullet point below.
| Sales ($ thousands) | Hours spent with customers | Quarterly Bonus ($) | Discount Given to Customer (%) |
| 412 | 3.2 | 100 | 5 |
| 500 | 4.6 | 150 | 3 |
| 450 | 3.9 | 95 | 12 |
| 610 | 5.3 | 300 | 5 |
| 715 | 6.1 | 575 | 2 |
| 500 | 4.2 | 167 | 5 |
| 610 | 5.6 | 290 | 10 |
| 600 | 5.3 | 300 | 7 |
| 570 | 5.1 | 195 | 30 |
| 800 | 7.1 | 500 | 17 |
| 725 | 6.5 | 500 | 25 |
| 850 | 7.8 | 525 | 10 |
- Run regression analysis using excel with the data from the above table. Paste the regression output below and upload the excel file with your submission.
- Which factors are good predictors of sales? Write a short paragraph explaining your answer.
Submit both the word and excel file in your submission.
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