Math Problem Statement
construct the confidence interval that could be used for the hypothesis test described in part (a). What feature of the confidence interval leads to the same conclusion reached in part (a)?
Solution
To construct the confidence interval for the hypothesis test described in part (a), we need to follow these steps:
1. Mean Difference Calculation
First, calculate the mean of the differences , where for each pair. From the given dataTo construct the confidence interval for the hypothesis test described in part (a), we need to follow these steps:
1. Mean Difference Calculation
First, calculate the mean of the differences , where for each pair. From the given
Height (cm) of President | 183 | 179 | 168 | 189 | 189 | 170 |
---|---|---|---|---|---|---|
Height (cm) of Opponent | 177 | 171 | 173 | 174 | 195 | 183 |
Difference | 6 | 8 | -5 | 15 | -6 | -13 |
Now, we compute the mean of these differences:
2. Standard Deviation of Differences
Calculate the standard deviation of these differences .
3. Confidence Interval Formula
The formula for the confidence interval for paired differences is: where:
- is the mean of the differences.
- is the critical value from the t-distribution for the chosen confidence level (typically 95%).
- is the standard deviation of the differences.
- is the sample size (in this case, 6 pairs).
4. Conclusion Based on Confidence Interval
If the confidence interval contains 0, it indicates that there is no statistically significant difference between the heights of the presidents and their opponents. This would align with the conclusion from part (a), where the null hypothesis was not rejected, and there was insufficient evidence to support the claim that presidents are taller than their opponents.
Let me calculate the values for you.The calculations for the confidence interval are as follows:
- The mean difference is approximately 0.83 cm.
- The standard deviation of the differences is approximately 10.50 cm.
- The 95% confidence interval for the mean difference is approximately .
Conclusion:
Since the confidence interval contains 0, this suggests there is no statistically significant difference between the heights of the presidents and their opponents. This aligns with the conclusion from part (a), where the null hypothesis was not rejected, indicating insufficient evidence to support the claim that presidents tend to be taller than their opponents.
Do you have any further questions or need more details?
Here are five related questions:
- How is the t-critical value determined for a given confidence level?
- What would change in the confidence interval if we increased the sample size?
- How does the standard deviation affect the width of the confidence interval?
- Why is it important that the confidence interval contains 0 in hypothesis testing?
- What happens if we use a different confidence level, such as 90%?
Tip: The margin of error decreases as the sample size increases, leading to a narrower confidence interval.
Ask a new question for Free
By Image
Drop file here or Click Here to upload
Math Problem Analysis
Mathematical Concepts
Hypothesis Testing
Confidence Interval
Paired t-Test
t-Distribution
Formulas
Mean difference: d̄ = Σd / n
Standard deviation of differences: s_d
Confidence Interval: d̄ ± t_{α/2} (s_d / √n)
Theorems
Paired sample t-test for mean difference
Properties of confidence intervals and hypothesis testing
Suitable Grade Level
Undergraduate/Statistics
Related Recommendation
Hypothesis Test for Height Difference Between Presidents and Opponents
Paired Sample t-Test: Presidential Heights vs. Opponents
Hypothesis Test: Are Presidents Taller Than Their Opponents?
Calculate 95% Confidence Interval for Paired Heights Data
Construct a 99% Confidence Interval for Paired Data Sets A and B