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5. In developing an interval estimate for a population mean, the population standard deviation \( \sigma \) was assumed to be 10 . The interval estimate was \( 50.92 \pm 2.14 \mathrm{Had} \sigma \) equaled 20 , the interval estimate would be a. \( 60.92 \pm 2.14 \) b. \( 50.92 \pm 12.14 \) c. \( 101.84 \pm 4.28 \) (d) \( 50.92 \pm 4.28 \)

Ask by Wood Garza. in Egypt
Feb 21,2025

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Answer

If the population standard deviation increases from 10 to 20, the margin of error doubles from 2.14 to 4.28. Therefore, the new interval estimate is \( 50.92 \pm 4.28 \).

Solution

The original interval is formed as   sample mean ± z*(σ/√n) = 50.92 ± 2.14, with σ = 10. Notice that since the margin of error is 2.14, we have   z*(10/√n) = 2.14. If the population standard deviation is instead σ = 20, then the new margin of error becomes   z*(20/√n) = (20/10)*z*(10/√n) = 2*2.14 = 4.28. Thus, the new interval is   50.92 ± 4.28, corresponding to option (d).

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Bonus Knowledge

To recalibrate the interval estimate for a population mean with a new standard deviation \( \sigma \) of 20, we need to consider how it impacts the margin of error. The original margin of error was calculated using the formula \( Z \times \left(\frac{\sigma}{\sqrt{n}}\right) \), where \( Z \) corresponds to the z-score for the desired confidence level. Since \( \sigma \) has doubled, the margin of error will also increase. Revising the margin from the original \( \pm 2.14 \), we would multiply it by the ratio of the new standard deviation to the original one: \( 20/10 = 2 \). Therefore, the new margin of error becomes \( 2.14 \times 2 = 4.28 \). Thus, the interval estimate is \( 50.92 \pm 4.28 \), matching option (d).

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