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:
- Identify the degrees of freedom () for the chi-squared distribution.
- 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: where is the sample size. Given , the degrees of freedom are:
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 , we can find the p-value.
Calculating using statistical software or a calculator:
- The left-tail probability 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:
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:
- How do you interpret p-values in hypothesis testing?
- Why is it important to use the degrees of freedom when finding the p-value?
- What is the significance of a two-tailed test compared to a one-tailed test?
- How does sample size affect the degrees of freedom and p-value calculation?
- 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
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