QUESTION IMAGE
Question
which of the following is not a property of the student t distribution?
choose the correct answer below.
a. the student t distribution has the same general symmetric bell shape as the standard normal distribution, but it reflects the greater variability that is expected with small samples.
b. the student t distribution has a mean of t = 0.
c. the standard deviation of the student t distribution is s = 1.
d. the student t distribution is different for different sample sizes.
- Option A: The \(t -\)distribution is symmetric (like the standard normal distribution) and has more variability (heavier - tails) for small samples. This is a property of the \(t -\)distribution.
- Option B: The mean of the \(t -\)distribution is \(t = 0\). This is a property of the \(t -\)distribution.
- Option C: The standard deviation of the \(t -\)distribution is \(s=\sqrt{\frac{
u}{
u - 2}}\) for \(
u>2\) (where \(
u\) is the degrees of freedom). It is not \(s = 1\) (the standard deviation of the standard normal distribution \(Z\) is \(\sigma=1\)). So this is not a property of the \(t -\)distribution.
- Option D: The \(t -\)distribution is parameterized by degrees of freedom \(
u=n - 1\) (where \(n\) is the sample size). Different sample sizes (\(n\)) lead to different degrees of freedom (\(
u\)), and thus different \(t -\)distributions. This is a property of the \(t -\)distribution.
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C. The standard deviation of the Student t distribution is \(s = 1\).