Math Problem Statement
Solution
To determine the test statistic and p-value for this paired t-test problem, we need to follow these steps:
Step 1: Calculate the differences between pre-test and post-test values
The difference for each pair is:
We will compute the differences for all 20 pairs.
Step 2: Compute the mean of the differences
Let be the mean of all differences:
Step 3: Compute the standard deviation of the differences
The standard deviation of the differences is:
Step 4: Calculate the test statistic
The test statistic for a paired t-test is given by:
Where:
- is the sample size (number of pairs),
- is the mean of the differences,
- is the standard deviation of the differences.
Step 5: Determine the p-value
Once we compute the t-statistic, we can determine the p-value using the t-distribution with degrees of freedom.
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Math Problem Analysis
Mathematical Concepts
Hypothesis Testing
Paired t-test
Statistics
Formulas
Difference: di = post-test - pre-test
Mean of differences: d̄ = Σd / n
Standard deviation of differences: sd = sqrt(Σ(di - d̄)^2 / (n-1))
Test statistic: t = d̄ / (sd / sqrt(n))
Theorems
t-distribution
Suitable Grade Level
Undergraduate Level (Statistics)
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