Math Problem Statement
A researcher performs a hypothesis test on the father and son's age data to check linear relationship, in which the sample correlation based on n = 8 pairs is p = - 0.94. He conducts two- tailed test and obtain test statistic value t. t - Distribution Table for Two - Tailed Test
Solution
Based on the image you uploaded, the researcher performs a two-tailed test with:
- pairs (sample size),
- Sample correlation ,
- Using a t-distribution table to obtain the t-statistic for a two-tailed test.
Steps to solve:
(a) Find (up to 3 decimal places)
The test statistic for a correlation test is given by:
where:
- is the sample correlation,
- is the sample size.
Substitute and :
Let's calculate .The calculated -statistic is approximately .
(b) If the significance level , choose the correct option.
To determine the critical value for , look up the degrees of freedom in the t-distribution table.
From the table provided:
- For and (two-tailed), the critical value is 2.447.
Since is greater than 2.447, we reject the null hypothesis, meaning there is a significant relationship.
Let me know if you need more details or clarifications.
Questions to expand:
- What is the significance of the two-tailed test?
- How does the t-distribution change with different degrees of freedom?
- How do you interpret the critical value in hypothesis testing?
- What is the null hypothesis in a correlation test?
- How does the sample size impact the value of the t-statistic?
Tip: The larger the absolute value of , the stronger the evidence against the null hypothesis.
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Math Problem Analysis
Mathematical Concepts
Statistics
Hypothesis Testing
Correlation
t-distribution
Formulas
t = \frac{r \sqrt{n - 2}}{\sqrt{1 - r^2}}
Theorems
t-test for correlation
Critical value approach in hypothesis testing
Suitable Grade Level
University (Statistics or Data Analysis)
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