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In 2016, the Better Business Bureau settled cases of complaints they received in the United States. Suppose you have been hired by the Better Business Bureau to investigate the complaints they received this year. You want to estimate the average settlement amount. What sample size should you use to ensure that a 95% confidence interval estimate is accurate within $500 of the population mean?

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Final answer:

To determine the necessary sample size for estimating the average settlement amount within a $500 margin of error for a 95% confidence interval, a standard deviation is required. Without this information, obtaining an estimate from similar cases or pilot studies is needed. Once the standard deviation is known, the sample size can be calculated.

Step-by-step explanation:

To estimate the average settlement amount with a 95% confidence interval being accurate within $500 of the population mean, you first need to know the population standard deviation (if available) or the standard deviation of a similar or preliminary sample. Since this information isn't provided, we'll assume that the sample standard deviation from a preliminary study or a similar context is used. The formula to calculate the required sample size (n) is n = (z*σ/E)^2, where z is the z-score corresponding to a 95% confidence level (approximately 1.96 for 95% confidence), σ is the standard deviation, and E is the desired margin of error (in this case, $500).

If we had a sample standard deviation, the next step would be to plug the values into the formula. Without the standard deviation, it's not possible to calculate the exact sample size required. We would recommend getting an estimate of the standard deviation from similar cases or a pilot study, then applying the formula to determine the sample size. Larger sample sizes lead to narrower confidence intervals, so if the sample standard deviation is high, a larger sample will be needed to ensure the margin of error stays within $500.

In absence of the standard deviation, rules of thumb on sufficient sample sizes suggest looking at similar previous studies or using statistical literature to help in establishing an estimated standard deviation which could then be used to calculate a sample size.

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