In: Statistics and Probability
Independent simple random samples of four regions gave the data on race as shown in the table. At the 1 % significance level, do the data provide sufficient evidence to conclude that a difference exists in race distributions among the four regions?
white | black | other | total | |||
Northeast | 99 | 11 | 5 | 115 | ||
Midwest | 119 | 16 | 9 | 144 | ||
South | 162 | 37 | 8 | 207 | ||
West | 110 | 13 | 15 | 138 | ||
Total | 490 | 77 | 37 | 604 |
What are the null and alternative hypotheses?
A.
H0: The racial distribution is the same in each of the four regions.
Ha: The racial distribution is not the same in each of the four regions.
B.
H0: The racial distribution is not the same in each of the four regions.
Ha: The racial distribution is the same in each of the four regions.
C.
H0: The racial distribution is the same in at least two of the four regions.
Ha: The racial distribution is not the same in at least two of the four regions.
D.
H0: The racial distribution is not the same in at least two of the four regions.
Ha: The racial distribution is the same in at least two of the four regions.
Test statistic is: ________
Find the critical value: ______
What can we conclude?
The null and alternative hypothesis are,
A)
H0: The racial distribution is the same in each of the four regions.
H1: The racial distribution is not the same in each of the four regions.
The test statistic is,
Where, Oi= Observed Frequency
Ei= Expected Frequency
The observed and expected frequencies are given by,
White | Black | Other | Total | |
Northeast | 99 | 11 | 5 | 115 |
Midwest | 119 | 16 | 9 | 141 |
South | 162 | 37 | 8 | 207 |
West | 110 | 13 | 15 | 138 |
Total | 490 | 77 | 37 | 604 |
The expected frequency is given by,
White | Black | Other | ||
Northeast | 93.29 | 14.66 | 7.05 | |
Midwest | 114.39 | 17.97 | 8.64 | |
South | 167.93 | 26.39 | 12.68 | |
West | 111.95 | 17.59 | 8.45 |
Then the test statistic is,
Degrees of freedom=(row-1)*(coloumn-1)=(4-1)*(3-1)=3*2= 6
From table with and 6 degrees of freedom,
Critical value,
We reject H0 if
Here, 14.7873<16.812. That is,
Hence we fail to reject H0.
Then we can conclude that,
The racial distribution is same in each of the four regions.
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