Final Answer:
The 99% confidence interval for the true average weight gain based on the provided 95% CI (7.595, 9.915) is approximately (7.380, 10.130) kg. This calculation involves a point estimate of 8.755 kg, a standard error of 0.645 kg, and a critical value of 2.576.
Explanation:
To calculate the 99% confidence interval (CI) for the true average weight gain (kg) based on the provided 95% CI (7.595, 9.915), you can use the formula:
![\[\text{{99\% CI}} = \text{{Point Estimate}} \pm \left( \text{{Critical Value}} * \text{{Standard Error}} \right)\]](https://img.qammunity.org/2024/formulas/mathematics/high-school/22iq9ce5j5txrtk3ycdmymxhp41g8gep29.png)
The point estimate is the midpoint of the 95% CI, and the critical value corresponds to the 99% confidence level.
1. Point Estimate:
![\[ \text{{Point Estimate}} = \frac{{\text{{Lower Limit}} + \text{{Upper Limit}}}}{2} \]](https://img.qammunity.org/2024/formulas/mathematics/high-school/ipqgrkdz9ydsqj6o2z711vkczwedbce4bq.png)
![\[ = \frac{{7.595 + 9.915}}{2} \]](https://img.qammunity.org/2024/formulas/mathematics/high-school/5rp6uagbino4ljw0aqm7plikbb5isvgdaq.png)
![\[ \approx 8.755 \text{{ (rounded to three decimal places)}} \]](https://img.qammunity.org/2024/formulas/mathematics/high-school/cd11my0dovjzq0hi4lgdsg5ayqizg49xmm.png)
2. Standard Error (SE):
The standard error is calculated using the formula:
![\[ \text{{SE}} = \frac{{\text{{Upper Limit}} - \text{{Lower Limit}}}}{{2 * \text{{Z-score}}}} \]](https://img.qammunity.org/2024/formulas/mathematics/high-school/1thehc8ftbasc5d5cyk4zn8yi3ulis7373.png)
Since we're moving from a 95% CI to a 99% CI, the Z-score changes. For a 99% confidence level, the Z-score is larger than that for a 95% confidence level. You need to find the Z-score for a 99% confidence interval.
You can use a Z-table or a statistical calculator to find the Z-score for a 99% confidence interval. For a two-tailed 99% confidence interval, the Z-score is approximately 2.576.
![\[ \text{{SE}} = \frac{{9.915 - 7.595}}{{2 * 2.576}} \]](https://img.qammunity.org/2024/formulas/mathematics/high-school/aozh5jz2ftt9bnxb4mvbkfey8j2pfqxvri.png)
![\[ \approx 0.645 \text{{ (rounded to three decimal places)}} \]](https://img.qammunity.org/2024/formulas/mathematics/high-school/h5ge8sya9hgt166qnjypfp5p43kguz95j2.png)
3. Critical Value (CV):
The critical value for a 99% confidence interval is 2.576.
4. 99% CI Calculation:
![\[ \text{{99\% CI}} = 8.755 \pm (2.576 * 0.645) \]](https://img.qammunity.org/2024/formulas/mathematics/high-school/hh0hpadf56gt1p55lpgk7ze7kwnwgbmhvm.png)
![\[ \text{{99\% CI}} \approx (7.380, 10.130) \text{{ (rounded to three decimal places)}} \]](https://img.qammunity.org/2024/formulas/mathematics/high-school/m9jzdofycffdy0ymyx2bzb6j8spi56fwdc.png)
Therefore, the 99% confidence interval for the true average weight gain (kg) is approximately (7.380, 10.130).