Question

In: Statistics and Probability

The following data represent the level of health and the level of education for a random...

The following data represent the level of health and the level of education for a random sample of 1815 residents.

Education

Excellent

Good

Fair

Poor

Not a H.S. graduate

105

148

105

116

H.S. graduate

118

129

110

119

Some college

116

146

117

124

Bachelor Degree or higher

68

142

59

93

Make the proper conclusion. Choose the correct answer below.

A. Fail to reject H0. There is sufficient evidence that level of education and health are associated.

B. Reject H0. There is not sufficient evidence that level of education and health are associated.

C. Fail to reject H0. There is not sufficient evidence that level of education and health are associated.

D. Reject H0. There is sufficient evidence that level of education and health are associated.

Solutions

Expert Solution

Claim: There is an association between level of education and health.

The null and alternative hypothesis is

H0: There is no association between level of education and health.

H1: There is an association between level of education and health.

Level of significance = 0.05

Test statistic is

O: Observed frequency
E: Expected frequency.
E = ( Row total*Column total) / Grand total

Excellent Good Fair Poor Total
105 148 105 116 474
118 129 110 119 476
116 146 117 124 503
68 142 59 93 362
Total 407 565 391 452 1815
O E (O-E) (O-E)^2 (O-E)^2/E
105 106.2909 -1.29091 1.666446 0.015678
148 147.5537 0.446281 0.199167 0.00135
105 102.1124 2.887603 8.338253 0.081658
116 118.043 -2.04298 4.173748 0.035358
118 106.7394 11.26061 126.8012 1.187952
129 148.1763 -19.1763 367.7308 2.481711
110 102.5433 7.456749 55.60311 0.542241
119 118.541 0.458953 0.210638 0.001777
116 112.7939 3.206061 10.27882 0.091129
146 156.5813 -10.5813 111.9632 0.715049
117 108.3598 8.64022 74.65341 0.68894
124 125.265 -1.26501 1.60026 0.012775
68 81.17576 -13.1758 173.6006 2.138577
142 112.6887 29.31129 859.152 7.624118
59 77.98457 -18.9846 360.414 4.621607
93 90.15096 2.849036 8.117005 0.090038
Total 20.330

Degrees of freedom = ( Number of rows - 1 ) * ( Number of column - 1) = ( 4 - 1) * (4 - 1) = 3 * 3 = 9

Level of significance = 0.05

Critical value = 16.919

( From chi-square table)

Test statistic > critical value we reject null hypothesis.

Conclusion:

D. Reject H0. There is sufficient evidence that level of education and health are associated.


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