Question

In: Statistics and Probability

Independent simple random samples of four regions gave the data on race as shown in the...

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?

Solutions

Expert Solution

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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