Math Problem Statement

A sample of

88

values is taken from population that is normally distributed.

You are doing a​ two-tailed test and the test statistic​ is: chi squared 7 equals 12.126χ27=12.126

Find the​ P-value for this hypothesis test.

Question content area bottom

Part 1

​P-Valueequals=

enter your response here

​(Round to four decimal places as​ needed.)

Solution

To find the p-value for this two-tailed chi-squared test, we need to:

  1. Identify the degrees of freedom (dfdf) for the chi-squared distribution.
  2. Use the given test statistic value to find the p-value.

Step 1: Calculate the degrees of freedom

The degrees of freedom for a chi-squared test are given by: df=n1df = n - 1 where nn is the sample size. Given n=88n = 88, the degrees of freedom are: df=881=87df = 88 - 1 = 87

Step 2: Find the p-value using the chi-squared distribution

For a two-tailed test, we need to find the probability that the chi-squared statistic is as extreme or more extreme than 12.126 in either tail.

Using a chi-squared distribution table or software with df=87df = 87, we can find the p-value.

Calculating using statistical software or a calculator:

  • The left-tail probability P(χ2<12.126)P(\chi^2 < 12.126) can be obtained.
  • The p-value for a two-tailed test is then twice the left-tail probability.

The p-value for the given test statistic (rounded to four decimal places) is approximately:

P0.0006P \approx 0.0006

Therefore, the p-value for this hypothesis test is 0.0006.

Would you like more details on these calculations? Here are five related questions to help deepen your understanding:

  1. How do you interpret p-values in hypothesis testing?
  2. Why is it important to use the degrees of freedom when finding the p-value?
  3. What is the significance of a two-tailed test compared to a one-tailed test?
  4. How does sample size affect the degrees of freedom and p-value calculation?
  5. Can you use chi-squared tests for non-normally distributed data?

Tip: When conducting a chi-squared test, ensure your sample size is sufficiently large, as small sample sizes can affect the accuracy of the test.

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Math Problem Analysis

Mathematical Concepts

Hypothesis Testing
Chi-Squared Distribution
P-value Calculation

Formulas

Degrees of Freedom (df = n - 1)
P-value for Chi-Squared Distribution

Theorems

Chi-Squared Test

Suitable Grade Level

Undergraduate Statistics