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i. If the computed value of chi-square is less than the critical value, reject the null hypothesis at a predetermined level of significance.
Ii) The alternative hypothesis states that there is a difference between the observed frequencies and the expected frequencies in a goodness-of-fit test.
Iii) There are 2 degrees of freedom for a contingency table classifying three levels of income with each gender.
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