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Internet Viewing A researcher wishes to estimate the average number of minutes per day a person spends on the Internet. How large a sample must she select if she wishes to be \( 95 \% \) confident that the population mean is within 12 minutes of the sample mean? Assume the population standard deviation is 44 minutes. Round your final answer up to the next whole number. The researcher needs a sample of at least

Ask by Macdonald Ingram. in the United States
Mar 11,2025

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The researcher needs a sample of at least 52 people.

Solution

Let the population standard deviation be \( \sigma = 44 \) minutes, and let the margin of error be \( E = 12 \) minutes. For a \( 95\% \) confidence level, the critical value is \( Z_{\frac{\alpha}{2}} = 1.96 \). The formula for the sample size \( n \) is: \[ n = \left(\frac{Z_{\frac{\alpha}{2}} \cdot \sigma}{E}\right)^2 \] Substitute the given values: \[ n = \left(\frac{1.96 \cdot 44}{12}\right)^2 \] Calculate the numerator: \[ 1.96 \cdot 44 = 86.24 \] Now, divide by \( E \): \[ \frac{86.24}{12} \approx 7.1867 \] Square the result: \[ n \approx (7.1867)^2 \approx 51.66 \] Since the sample size must be a whole number and we round up to ensure the estimate meets the required precision, the researcher needs a sample of at least: \[ n = 52 \]

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To determine the sample size needed for the researcher to achieve the desired confidence level and margin of error, you can use the formula for sample size in estimating a population mean: \[ n = \left( \frac{Z \cdot \sigma}{E} \right)^2 \] where: - \( n \) is the sample size, - \( Z \) is the Z-value corresponding to the specified confidence level (for 95% confidence, \( Z \approx 1.96 \)), - \( \sigma \) is the population standard deviation (44 minutes), and - \( E \) is the margin of error (12 minutes). Plugging in the values: \[ n = \left( \frac{1.96 \cdot 44}{12} \right)^2 \] Calculating it step-by-step: 1. Calculate the numerator: \( 1.96 \cdot 44 \approx 86.24 \). 2. Then divide by the margin of error: \( \frac{86.24}{12} \approx 7.1867 \). 3. Finally, square the result: \( (7.1867)^2 \approx 51.5 \). Rounding up to the next whole number, the researcher needs a sample of at least 52 people. The sample size required is therefore \( 52 \).

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