QUESTION:
The 2012 Restaurant Industry Forecast takes a closer look at today’s consumers. Based on a 2011 National Restaurant Association survey, American adults are categorized into one of three consumer segments (Optimistic, Cautious, and Hunkered down) based on their financial situation, current spending behavior, and economic outlook, as well as the geographic region where they reside. Suppose the results, based on a sample 1000 American adults, are as follows:
ORIGINAL DATA
MIDWEST | NORTHEAST | SOUTH | WEST | TOTAL | |
OPTOMISTIC |
67 | 23 | 60 | 63 | 213 |
CAUTIOUS | 101 | 57 | 127 | 133 | 418 |
HUNKERED DOWN | 83 | 46 | 115 | 125 | 369 |
TOTAL | 251 | 126 | 302 | 321 | 1000 |
EXPECTED FREQUENCY TABLE
MIDWEST | NORTHEAST | SOUTH | WEST | |
OPTOMISTIC |
53.463 |
26.838 | 64.326 | 68.373 |
CAUTIOUS | 104.918 | 52.668 | 126.236 | 134.178 |
HUNKERED DOWN | 92.619 | 46.494 | 111.438 | 118.449 |
FINAL TABLE
MIDWEST | NORTHEAST | SOUTH | WEST | |
OPTOMISTIC | 3.428 | 0.549 | 0.291 | 0.422 |
CAUTIOUS | 0.146 | 0.356 | 0.005 | 0.010 |
HUNKERED DOWN | 0.999 | 0.005 | 0.114 | 0.362 |
XSTAT= 6.6876
P-VALUE = 0.3507
CRITICAL VALUE = 12.5916
ALPHA = 0.05
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The question that needs to be answered is:
What is the final conclusion of this problem?
Select one:
A. The two categorical: Consumer segment and Geographic region are dependent
B. The two categorical: Consumer segment and Geographic region have some relationship
C. The average feedback for each regions are different
D. The two categorical: Consumer segment and Geographic region are independent
Given that
Test statistics =
Critical value :
P-VALUE = 0.3507
Claim : To test whether that the Consumer segment and Geographic region are dependent or not
Hypothesis : Ho : Consumer segment and Geographic region are independent
H1 : Consumer segment and Geographic region are dependent
Decision Rule : We Fail to Reject Ho
Conclusion : There is sufficient evidence to conclude that Consumer segment and Geographic region are independent
Option D is correct
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