Question

In: Statistics and Probability

A random sample of firms that relocated to Texas in the last three years is conducted....

A random sample of firms that relocated to Texas in the last three years is conducted. Based on the contingency table to the right, provide a test of whether the industry type and primary reason for relocation are statistically independent at a significance level of α=0.05.  
Industry
Primary Reason Manufacturing Retail Tourism Row Total
Technology 53 25 10 88
Tax Credits 67 36 20 123
Labor Force 30 40 33 103
Column Total 150 101 63

314

a. Calculated Chi-Squared statistic
b. Critical (upper) Chi-Square for α=5%
c. Conclusion for α=5%

Solutions

Expert Solution

Null hypothesis : Ho : Industry type and primary reason for relocation are statistically independent

Alternate Hypothesis : Ha : Industry type and primary reason for relocation are not statistically independent

a.

Test Statistic

O : Observed Frequency

E: Expected Frequency

Given,

O: Observed Frequency Industry
Primary Reason Manufacturing Retail Tourism Row Total
Technology 53 25 10 88
Tax Credits 67 36 20 123
Labor Force 30 40 33 103
Column Total 150 101 63 314
E: Expected Count/Frequency Manufacturing Retail Tourism
Technology (88*150) / 314 (88*101) / 314 (88*63) / 314
Tax Credits (123*150) / 314 (123*101) / 314 (123*63) / 314
Labor Force (103*150) / 314 (103*101) / 314 (103*63) / 314
E: Expected Count/Frequency Manufacturing Retail Tourism Row total
Technology 42.0382 28.3057 17.6561 88
Tax Credits 58.7580 39.5637 24.6783 123
Labor Force 49.2038 33.1306 20.6656 103
Column Total 150 101 63 314
O E O-E (O-E)2 (O-E)2/E
53 42.0382 10.9618 120.1607 2.8584
25 28.3057 -3.3057 10.9279 0.3861
10 17.6561 -7.6561 58.6151 3.3198
67 58.7580 8.2420 67.9312 1.1561
36 39.5637 -3.5637 12.6999 0.3210
20 24.6783 -4.6783 21.8869 0.8869
30 49.2038 -19.2038 368.7868 7.4951
40 33.1306 6.8694 47.1890 1.4243
33 20.6656 12.3344 152.1373 7.3619
Total 25.2095


Test Statistic

b.

Degrees of freedom = (number of rows-1)*(number of columns -1) =(3-1)*(3-1) =4

Critical value of for =5%(0.05) for 4 degrees of freedom = 9.49

c.

As Value of the test statistic : 25.2095 > Critical value of :9.49; Reject the null hypothesis.

There is sufficient evidence to conclude that Industry type and primary reason for relocation are not statistically independent


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