Math Problem Statement

Explain how to find the critical values for a t-distribution. Click the icon to view the t-distribution table. ¾ Question 1 • Question 2 • Question 3 • Question 4 • Question 5 Give the first step. Choose the correct answer below. Identify the level of significance a and the degrees of freedom, d.f. = n - 1. 1- a • B. Identify the level of significance - 2

  • and the degrees of freedom, d.f. = n. • C. Identify the level of significance 1 - a and the degrees of freedom, d.f. = n. O D. Identify the level of significance — and the degrees of freedom, d.f. = n- 1. Find the critical values) using the given t-distribution table in the row with the correct degrees of freedom. If the hypothesis test is left-tailed, use the column with a sign.

Solution

To find the critical values for a t-distribution, follow these steps:

Step 1: Identify the level of significance (α\alpha) and the degrees of freedom (d.f.)

  • The degrees of freedom (d.f.) are calculated as d.f.=n1d.f. = n - 1, where nn is the sample size.
  • The level of significance (α\alpha) is the probability threshold used for testing your hypothesis. This is typically given in the problem (e.g., 0.05, 0.01).

So, the correct answer to the first step is:

A. Identify the level of significance α\alpha and the degrees of freedom, d.f. = n - 1.


Step 2: Find the critical value using the t-distribution table.

Once you know the level of significance and the degrees of freedom, you can look up the critical value(s) in the t-distribution table:

  • For a left-tailed test, look up the value in the column corresponding to α\alpha and the row with your calculated degrees of freedom.
  • For a right-tailed test, use the value that corresponds to 1α1 - \alpha in the table.
  • For a two-tailed test, divide α\alpha by 2 (i.e., use α/2\alpha/2) and find the corresponding value.

Would you like me to explain the next steps or anything in more detail? Or do you have a specific problem you'd like help with?


Here are 5 follow-up questions to help you understand critical values and hypothesis testing:

  1. How do you determine whether a hypothesis test is left-tailed, right-tailed, or two-tailed?
  2. What does the degrees of freedom represent in a t-distribution, and why is it calculated as n1n - 1?
  3. How do you use the t-distribution table for a two-tailed hypothesis test?
  4. Can you explain how to interpret a critical value for a left-tailed test using the t-distribution?
  5. What happens if the significance level α\alpha is different in a hypothesis test?

Tip: Make sure to always check whether your hypothesis test is one-tailed or two-tailed, as it affects which column of the t-distribution table you use!

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Math Problem Analysis

Mathematical Concepts

t-distribution
Hypothesis Testing
Critical Values
Degrees of Freedom
Significance Level

Formulas

d.f. = n - 1
Critical value lookup using t-distribution table

Theorems

t-distribution properties
Hypothesis testing with critical values

Suitable Grade Level

Grades 11-12