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Use the given sample data to construct the indicated confidence interval for the population mean.The principal randomly selected six students to take an aptitude test. Their scores were:71.6, 81.0, 88.9, 80.4, 78.1, 72.0Determine a 95% confidence interval for the mean score for all students.

Question

Use the given sample data to construct the indicated confidence interval for the population mean.The principal randomly selected six students to take an aptitude test. Their scores were:71.6, 81.0, 88.9, 80.4, 78.1, 72.0Determine a 95% confidence interval for the mean score for all students.

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Solution

  1. Calculate the sample mean (xˉ\bar{x}):

    xˉ=xin=71.6+81.0+88.9+80.4+78.1+72.06=472.06=78.67 \bar{x} = \frac{\sum x_i}{n} = \frac{71.6 + 81.0 + 88.9 + 80.4 + 78.1 + 72.0}{6} = \frac{472.0}{6} = 78.67

  2. Calculate the sample standard deviation (s):

    s=(xixˉ)2n1 s = \sqrt{\frac{\sum (x_i - \bar{x})^2}{n-1}}

    First, find each deviation from the mean, square it, and sum them up:

    \begin{align*} (71.6 - 78.67)^2 & = 49.77 \\ (81.0 - 78.67)^2 & = 5.44 \\ (88.9 - 78.67)^2 & = 104.83 \\ (80.4 - 78.67)^2 & = 2.99 \\ (78.1 - 78.67)^2 & = 0.32 \\ (72.0 - 78.67)^2 & = 44.59 \\ \end{align*}

    Sum of squared deviations:

    49.77+5.44+104.83+2.99+0.32+44.59=207.94 49.77 + 5.44 + 104.83 + 2.99 + 0.32 + 44.59 = 207.94

    Now, calculate the sample standard deviation:

    s=207.945=41.596.45 s = \sqrt{\frac{207.94}{5}} = \sqrt{41.59} \approx 6.45

  3. Determine the t-value for a 95% confidence interval with n1n-1 degrees of freedom:

    For n=6n = 6, degrees of freedom df=61=5df = 6 - 1 = 5. Using a t-table or calculator, the t-value for a 95% confidence interval and 5 degrees of freedom is approximately 2.571.

  4. Calculate the margin of error (E):

    E=t×sn=2.571×6.456=2.571×2.636.76 E = t \times \frac{s}{\sqrt{n}} = 2.571 \times \frac{6.45}{\sqrt{6}} = 2.571 \times 2.63 \approx 6.76

  5. Construct the confidence interval:

    Lower limit=xˉE=78.676.76=71.91 \text{Lower limit} = \bar{x} - E = 78.67 - 6.76 = 71.91 Upper limit=xˉ+E=78.67+6.76=85.43 \text{Upper limit} = \bar{x} + E = 78.67 + 6.76 = 85.43

    Therefore, the 95% confidence interval for the mean score for all students is:

    (71.91,85.43) (71.91, 85.43)

This problem has been solved

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