Math Problem Statement
Solution
The question asks which of the following is NOT a requirement for conducting a hypothesis test for independence between row and column variables in a contingency table.
Here are the options:
- A. For every cell in the contingency table, the observed frequency is at least 5.
- B. The sample data are represented as frequency counts in a two-way table.
- C. The sample data are randomly selected.
- D. For every cell in the contingency table, the expected frequency is at least 5.
Analysis:
- Option A is incorrect because the observed frequency does not necessarily have to be at least 5. It is the expected frequency that matters.
- Option B is a requirement, as a contingency table is necessary for this type of test.
- Option C is correct; sample data must be randomly selected in hypothesis testing.
- Option D is correct; one of the key assumptions of the Chi-square test is that the expected frequency in each cell should be at least 5 to ensure the test’s validity.
Conclusion:
The correct answer is A, as the observed frequency doesn't need to be at least 5 in every cell, but the expected frequency does.
Would you like more details on this or have any other questions?
Here are 5 relative questions to explore:
- What is a contingency table and how is it constructed?
- How does the Chi-square test for independence work?
- What happens if the expected frequency in some cells is less than 5?
- How do you calculate expected frequency in a contingency table?
- What other tests can be used when the assumptions of the Chi-square test are not met?
Tip: Always check the assumptions of a statistical test before applying it to ensure the results are valid.
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Math Problem Analysis
Mathematical Concepts
Hypothesis Testing
Chi-square Test
Contingency Tables
Expected Frequency
Formulas
Expected Frequency = (Row Total * Column Total) / Grand Total
Theorems
Chi-square Test of Independence
Suitable Grade Level
College Statistics or Advanced High School (Grade 12)