Researchers question whether there is a relationship between employment status (employed full-time, employed part-time, unemployed) and highest level of education attained (some high school, graduated high school, some college, graduated college).Which of the following is the most appropriate statistical test to use to determine if employment status is related to education level? Chi-squared test for independence Matched pairs t-test ANOVA Two-sample t-test Inference for regression
Question
Researchers question whether there is a relationship between employment status (employed full-time, employed part-time, unemployed) and highest level of education attained (some high school, graduated high school, some college, graduated college).Which of the following is the most appropriate statistical test to use to determine if employment status is related to education level? Chi-squared test for independence Matched pairs t-test ANOVA Two-sample t-test Inference for regression
Solution
The most appropriate statistical test to use in this case would be the Chi-squared test for independence. This test is used to determine if there is a significant association between two categorical variables, which in this case are employment status and highest level of education attained. The other tests mentioned are not suitable because they are used for different types of data and research questions. For example, the t-tests and ANOVA are used for comparing means, and inference for regression is used for predicting a continuous outcome from one or more continuous or categorical predictor variables.
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