Which of the following are correct about t-test statistics?
(A) The mean of t-test distribution is 0.
(B) It depends on the degrees of freedom.
(C) It depends on population standard deviation.
(D) With more degrees of freedom, it closely resembles standard normal distribution.
Choose the correct answer from the options given below:
Which of the following are correct about t-test statistics?
(A) The mean of t-test distribution is 0.
(B) It depends on the degrees of freedom.
(C) It depends on population standard deviation.
(D) With more degrees of freedom, it closely resembles standard normal distribution.
Choose the correct answer from the options given below:
Solution
(A) The mean of t-test distribution is 0.
The t-distribution is centered at zero, similar to the standard normal distribution. The distribution itself is balanced at 0.
(B) It depends on the degrees of freedom.
Degrees of freedom (df) = sample size - 1. Different df values create different t-distribution shapes.
Small df results in flatter, wider tails (more spread out).
Large df results in taller, thinner tails (more concentrated).
The df must be known to use the t-distribution.
(C) It depends on population standard deviation.
The z-test uses population standard deviation () when is known.
The t-test uses sample standard deviation () when is unknown.
The t-test is used precisely because the population standard deviation is unknown and must be estimated from the sample.
This statement is incorrect.
(D) With more degrees of freedom, it closely resembles standard normal distribution.
When df is small (like 5), the t-distribution has fat tails.
When df is large (like 30+), the t-distribution approximates the normal distribution.
At df 30 or more, the t-distribution closely resembles the normal distribution.
Correct statements: (A), (B), and (D)
The answer is Option 4.
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