Regression analysis


Assignment:

A large consumer product company wants to measure the effectiveness of different types of advertising media in the promotion of its products. Specifically, two types of advertising media are to be considered: radio/TV advertising and newspaper advertising (including the cost of discount coupons). The sales of product (in thousands of dollars) and also the levels of media expenditure (in thousands of dollars) during the test month (Sales in thousands of dollars, radio/TV ads in thousands of dollars and newspaper ads in thousands of dollars for 22 cities). Let X1 and X2 be the dollar amount of radio/TV ads and newspaper ads, respectively. Using EXCEL or PHStat2, answer the following:

Sales

RadioTV

Newspaper

973

0

40

1119

0

40

875

25

25

625

25

25

910

30

30

971

30

30

931

35

35

1177

35

35

882

40

25

982

40

25

1628

45

45

1577

45

45

1044

50

0

914

50

0

1329

55

25

1330

55

25

1405

60

30

1436

60

30

1521

65

35

1741

65

35

1866

70

40

1717

70

40


Q1. What is the intercept (regression coefficient) b0?
a) 13.080 
b) 16.795
c) 156.430

Q2. What is the slope b1 for X1? 
a) 13.080 
b) 16.795
c) 156.430

Q3. What is the slope b2 for X2? 
a) 13.080 
b) 16.795
c) 156.430

Q4. Determine which explanatory variable has a significant relationship with sales (Y) using the 5% significance level. 
a) Radio/TV only 
b) Newspaper only 
c) Both Radio/TV and Newspaper

Q5. Set up a 95% confidence interval estimate of the population slope between sales and radio/TV ads. 
a) (9.399, 16.763) 
b) (10.593, 22.998) 
c) (6.320, 18.005)

Q6. Set up a 95% confidence interval estimate for the average sales that have 10 radio/TV ads and 20 newspaper ads. 
a) (464.393, 781.893) 
b) (254.608, 991.678) 
c) (158.750, 464.393) 

Provide complete and step by step solution for the question and show calculations and use formulas.

Solution Preview :

Prepared by a verified Expert
Basic Statistics: Regression analysis
Reference No:- TGS01913693

Now Priced at $30 (50% Discount)

Recommended (91%)

Rated (4.3/5)