Project #156327 - one question

Business Tutors

Subject Business
Due By (Pacific Time) 11/26/2016 12:00 am

1.   Regression analysis:

 

A CEO of a large pharmaceutical company would like to determine if he should be placing more money allotted in the budget next year for television advertising of a new drug marketed for controlling asthma. He wonders whether there is a strong relationship between the amount of money spent on television advertising for this new drug called XBC and the number of orders received. The manufacturing process of this drug is very difficult and requires stability so the CEO would prefer to generate a stable number of orders. The cost of advertising is always an important consideration in the phase I roll-out of a new drug. Data that have been collected over the past 20 months indicate the amount of money spent of television advertising and the number of orders received.                              

                                   

The use of linear regression is a critical tool for a manager’s decision-making ability. Please carefully read the example below and try to answer the questions in terms of the problem context. Here are the results of the data collection.

 

Month

Advertising cost (in thousands)

# of orders

1

$68.93

4,902,000

2

72.62

3,893,000

3

79.58

5,299,000

4

58.67

4,130,000

5

69.18

4,367,000

6

70.14

5,111,000

7

83.37

3,923,000

8

68.88

4,935,000

9

82.99

5,276,000

10

75.23

4,654,000

11

81.38

4,598,000

12

52.9

2,967,000

13

61.27

3,999,000

14

79.19

4,345,000

15

80.03

4,934,000

16

78.21

4,653,000

17

83.77

5,625,000

18

62.53

3,978,000

19

88.76

4,999,000

20

72.64

5,834,000

                            

                                   

a)   Set up a scatter diagram and calculate the associated correlation coefficient. Discuss how strong you think the relationship is between the amount of money spent on television advertising and the number of orders received. Please use the Scatterplot and Correlation procedures within Excel under Tools > Data Analysis    

b)   What is the regression equation?

c)    Interpret the meaning of the slope, b1, in the regression.

d)   Predict the monthly advertising cost when the # of orders is 5,100,000.

e)   Compute the coefficient of determination, r2, and interpret its meaning.

f)     Compute the standard error of estimate, and interpret its meaning.              

                                   

 

 

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