In: Statistics and Probability
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?
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