Question

In: Statistics and Probability

You are interested in investigating whether gender and major are associated at your college. The table...

You are interested in investigating whether gender and major are associated at your college. The table below shows the results of a survey.

Frequencies of Majors and Gender
Math/Science Arts/Humanities Business/Econ. Other
Men 83 89 100 56
Women 106 126 100 31

What can be concluded at the αα = 0.01 significance level?

  1. What is the correct statistical test to use?
    • Independence
    • Homogeneity
    • Paired t-test
    • Goodness-of-Fit
  2. What are the null and alternative hypotheses?
    H0:H0:
    • College major and gender are dependent.
    • The distribution of college major is the same for each gender.
    • College major and gender are independent.
    • The distribution of college major is not the same for each gender.



    H1:H1:
    • The distribution of college major is not the same for each gender.
    • College major and gender are independent.
    • College major and gender are dependent.
    • The distribution of college major is the same for each gender.
  3. The test-statistic for this data =  (Please show your answer to three decimal places.)
  4. The p-value for this sample = (Please show your answer to four decimal places.)
  5. The p-value is Select an answer less than (or equal to) greater than  αα
  6. Based on this, we should
    • accept the null
    • reject the null
    • fail to reject the null
  7. Thus, the final conclusion is...
    • There is sufficient evidence to conclude that the distribution of college major is not the same for each gender.
    • There is sufficient evidence to conclude that college major and gender are independent.
    • There is sufficient evidence to conclude that college major and gender are dependent.
    • There is insufficient evidence to conclude that the distribution of college major is not the same for each gender.
    • There is insufficient evidence to conclude that college major and gender are dependent.

Solutions

Expert Solution

correct statistical test to use? Independence

2) Ho:College major and gender are independent.

H1: College major and gender are dependent.

3)

Applying chi square test of independence:
Expected Ei=row total*column total/grand total Math/Science Arts/Himanities Business/Econ Other Total
Men 89.71 102.05 94.93 41.30 328
Women 99.29 112.95 105.07 45.70 363
total 189 215 200 87 691
chi square    χ2 =(Oi-Ei)2/Ei Math/Science Arts/Himanities Business/Econ Other Total
Men 0.5024 1.6700 0.2702 5.2350 7.6776
Women 0.4539 1.5090 0.2442 4.7302 6.9374
total 0.9563 3.1790 0.5144 9.9652 14.6150
test statistic X2 = 14.615

The p-value for this sample =0.0022

The p-value is less than alpha

reject the null

There is sufficient evidence to conclude that college major and gender are dependent.


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