Math Problem Statement

Which of the following is NOT a requirement of conducting a hypothesis test for independence between the row variable and column variable in a contingency table?

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 OO 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 EE 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 EE 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:

  1. What is a contingency table and how is it constructed?
  2. How does the Chi-square test for independence work?
  3. What happens if the expected frequency in some cells is less than 5?
  4. How do you calculate expected frequency in a contingency table?
  5. 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)