Math Problem Statement

Class A had 18 students with an average score of 79 and a standard deviation of 8.2 Class B had 21 students with an average score of 81 and a standard deviation of 5.2. Calculate degrees of freedom

Solution

To calculate the degrees of freedom for a two-sample t-test (assuming unequal variances), you can use the following formula:

Degrees of Freedom (df)=(s12n1+s22n2)2(s12n1)2n11+(s22n2)2n21\text{Degrees of Freedom (df)} = \frac{\left(\frac{s_1^2}{n_1} + \frac{s_2^2}{n_2}\right)^2}{\frac{\left(\frac{s_1^2}{n_1}\right)^2}{n_1 - 1} + \frac{\left(\frac{s_2^2}{n_2}\right)^2}{n_2 - 1}}

Where:

  • s1s_1 and s2s_2 are the standard deviations of Class A and Class B, respectively.
  • n1n_1 and n2n_2 are the number of students in Class A and Class B, respectively.

Given:

  • s1=8.2s_1 = 8.2, n1=18n_1 = 18
  • s2=5.2s_2 = 5.2, n2=21n_2 = 21

Let’s calculate the degrees of freedom.

First, we calculate the numerator:

s12n1+s22n2=8.2218+5.2221\frac{s_1^2}{n_1} + \frac{s_2^2}{n_2} = \frac{8.2^2}{18} + \frac{5.2^2}{21}

Then we calculate the denominator:

(s12n1)2n11+(s22n2)2n21\frac{\left(\frac{s_1^2}{n_1}\right)^2}{n_1 - 1} + \frac{\left(\frac{s_2^2}{n_2}\right)^2}{n_2 - 1}

Finally, we divide the numerator by the denominator to find the degrees of freedom.

I'll compute this now.The degrees of freedom for this two-sample t-test is approximately 27.92.

Do you want more details or have any other questions?

Here are some related questions you might consider:

  1. How do you perform a two-sample t-test using these degrees of freedom?
  2. What is the significance of degrees of freedom in hypothesis testing?
  3. How does the standard deviation affect the degrees of freedom?
  4. What assumptions are made in the unequal variance t-test?
  5. How would the degrees of freedom change if the sample sizes were different?
  6. How do you interpret the degrees of freedom in the context of this problem?
  7. What is the impact of using pooled variance versus unequal variances in a t-test?
  8. Can you calculate the confidence interval for the difference in means between Class A and Class B?

Tip: When conducting statistical tests, always check if the assumptions of the test (such as normality or equality of variances) are met for your data.

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Math Problem Analysis

Mathematical Concepts

Statistics
Hypothesis Testing
Degrees of Freedom

Formulas

Degrees of Freedom (two-sample t-test)

Theorems

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Suitable Grade Level

Advanced College