Question #51526

The average monthly electric bill of a random sample of 100 residents of a city is $90 with a standard deviation of $24. Construct a 95% confidence interval for the mean monthly electric bills of all residents.
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Expert's answer

2015-03-24T12:03:56-0400

Answer on Question #51526 – Math – Statistics and Probability

Question

The average monthly electric bill of a random sample of 100 residents of a city is $90 with a standard deviation of $24. Construct a 95% confidence interval for the mean monthly electric bills of all residents.

Solution


n=100n = 100Xˉ=90\bar{X} = 90σ=24\sigma = 24γ=95%α=5%=0.05\gamma = 95\% \Rightarrow \alpha = 5\% = 0.05S2=nn1σ2S^2 = \frac{n}{n - 1} \sigma^2S=nn1σ=1009924=24.12S = \sqrt{\frac{n}{n - 1}} \sigma = \sqrt{\frac{100}{99}} 24 = 24.12P(Xˉt1α2,n1SnμXˉ+t1α2,n1Sn)=1αP \left( \bar{X} - t_{1 - \frac{\alpha}{2}, n - 1} \frac{S}{\sqrt{n}} \leq \mu \leq \bar{X} + t_{1 - \frac{\alpha}{2}, n - 1} \frac{S}{\sqrt{n}} \right) = 1 - \alpha


where t1α2,n11α2t_{1 - \frac{\alpha}{2}, n - 1} - 1 - \frac{\alpha}{2} -level quantile of Student's t-distribution with n1n - 1 degrees of freedom. t10.052,1001=1.984t_{1 - \frac{0.05}{2}, 100 - 1} = 1.984. Then


t1α2,n1Sn=1.98424.12100=4.785408t_{1 - \frac{\alpha}{2}, n - 1} \frac{S}{\sqrt{n}} = 1.984 \frac{24.12}{\sqrt{100}} = 4.785408904.785408μ90+4.78540890 - 4.785408 \leq \mu \leq 90 + 4.78540885.215μ94.78585.215 \leq \mu \leq 94.785


is 95% confidence interval for the mean monthly electric bills of all residents.

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