Question

In: Statistics and Probability

Calculate the appropriate percentages for bivariate analysis and provide a brief summary of the relationship between...

  1. Calculate the appropriate percentages for bivariate analysis and provide a brief summary of the relationship between education and divorce using the method of comparing percentage differences discussed in the chapter and in class.

    Highest Degree
    Ever Been Divorced
    School
    High
    School
    Junior
    College
    Bachelors
    Degree
    Graduate Degree
    Yes 107 362 55 89 52
    No 285 867 149 374 195

Solutions

Expert Solution

Solution:-

Percentage

State the hypotheses. The first step is to state the null hypothesis and an alternative hypothesis.

H0: Relationship and education are independent.

Ha: Relationship and education are not independent.

Formulate an analysis plan. For this analysis, the significance level is 0.05. Using sample data, we will conduct a chi-square test for independence.

Analyze sample data. Applying the chi-square test for independence to sample data, we compute the degrees of freedom, the expected frequency counts, and the chi-square test statistic. Based on the chi-square statistic and the degrees of freedom, we determine the P-value.

DF = (r - 1) * (c - 1) = (5 - 1) * (2 - 1)

D.F = 4

Er,c = (nr * nc) / n

Χ2 = Σ [ (Or,c - Er,c)2 / Er,c ]

Χ2 = 78.4

where DF is the degrees of freedom.

The P-value is the probability that a chi-square statistic having 4 degrees of freedom is more extreme than 22.06

We use the Chi-Square Distribution Calculator to find P(Χ2 > 22.06) = 0.0002

Interpret results. Since the P-value (0.0002) is less than the significance level (0.05), we cannot accept the null hypothesis. Thus, we conclude that there is a relationship between Relationship and education.


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