Question

In: Statistics and Probability

The owner of Showtime Movie Theaters, Inc., would like to predict weekly gross revenue as a...

The owner of Showtime Movie Theaters, Inc., would like to predict weekly gross revenue as a function of advertising expenditures. Historical data for a sample of eight weeks follow.

Weekly Gross Revenue ($1000s) Televison Advertising ($1000s) Newspaper Advertising ($1000s)
97 5 1.5
90 2 3   
96 4 2.5
93    3.5 2.5
96 3 4.3
94    3.5 2.3
95    2.5 5.2
95 3 3.5

a. Use  to test the hypotheses

and/or  is not equal to zero

for the model , where

television advertising

newspaper advertising

Compute the  test statistic (to 2 decimals). Use F table.

What is the -value?

- Select your answer -less than .01between .01 and .025between .025 and .05between .05 and .10greater than .10Item 2

What is your conclusion?

- Select your answer -The overall model is not significantThe overall model is significantItem 3

b. Use  to test the significance of . Compute the  test statistic (to 2 decimals). Use t table.

What is the -value?

- Select your answer -less than .01between .01 and .02between .02 and .05between .05 and .10between .10 and .20between .20 and .40greater than .40Item 5

What is your conclusion?

- Select your answer -No significant relationship between television advertising and revenueSignificant relationship between television advertising and revenueItem 6

Should  be dropped from the model?

- Select your answer -No, x1 should not be dropped from the modelYes, x1 should be dropped from the modelItem 7

c. Use  to test the significance of . Compute the  test statistic (to 2 decimals). Use t table.

What is the -value?

- Select your answer -less than .01between .01 and .02between .02 and .05between .05 and .10between .10 and .20between .20 and .40greater than .40Item 9

What is your conclusion?

- Select your answer -No significant relationship between newspaper advertising and revenueSignificant relationship between newspaper advertising and revenueItem 10

Should  be dropped from the model?

Solutions

Expert Solution

By using MS EXCEL:-

A] NULL HYPOTHESIS H0: MODEL IS NOT SIGNIFICANT.

ALTERNATIVE HYPOTHESIS Ha: MODEL IS SIGNIFICANT.

test statistic F= 32.02

P value=0.00 ( -less than .01)

Conclusion: The overall model is significant.

B] NULL HYPOTHESIS H0:

ALTERNATIVE HYPOTHESIS Ha:

Test statistic t= 8.00

P VALUE : -less than .01.

CONCLUSION: No, x1 should not be dropped from the model

C] NULL HYPOTHESIS H0:

ALTERNATIVE HYPOTHESIS Ha:

Test statistic t= 5.63

P VALUE : -less than .01.

CONCLUSION: No, x2. should not be dropped from the model


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