Question:medium

Which of the following is a characteristic of chi-square test?
(A) It is a non-parametric test.
(B) It is based on frequencies and not on parameters like mean and standard deviation.
(C) It can be used when individual observations of the sample are dependent.
(D) It can be used for testing hypothesis but is not useful for estimation.
Choose the correct answer from the options given below:

Show Hint

Chi-square tests are useful for categorical data and determining relationships between observed and expected frequencies.
Updated On: Feb 20, 2026
  • (A), (B) and (D) only.
  • (A), (B) and (C) only.
  • (A), (B), (C) and (D).
  • (A), (B) and (C) only.
Show Solution

The Correct Option is D

Solution and Explanation

Step 1: Define the chi-square test.
The chi-square test is a statistical method for determining if there is a significant association between observed and expected frequencies. It is classified as a non-parametric test because it does not necessitate a normal distribution of the data.
Step 2: Evaluate each option.
- (A) It is a non-parametric test: Accurate. The chi-square test does not assume any underlying data distribution, qualifying it as non-parametric.
- (B) It is based on frequencies, not on parameters like mean and standard deviation: Accurate. The chi-square test operates with frequency data (observed versus expected counts) and does not involve parameters such as mean and standard deviation.
- (C) It can be used when individual observations of the sample are dependent: Inaccurate. The chi-square test presumes independent observations and is unsuitable for dependent data.
- (D) It can be used for testing hypotheses but is not useful for estimation: Accurate. The chi-square test is primarily employed for hypothesis testing, particularly with categorical data, but it does not provide parameter estimates.
Step 3: Conclusion.
The correct statements are (A), (B), and (D). The chi-square test is non-parametric, frequency-based, and utilized for hypothesis testing.
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