For a sample size of 100 people, what is the margin of error that 53% of consumers will vote “yes” on a new product line from Company A to Z?
Given,
n = 100
Point estimate = sample proportion = p^=0.53\hat p = 0.53p^=0.53
1−p^=1−0.53=0.471-\hat p=1-0.53=0.471−p^=1−0.53=0.47
At 95% confidence level
α=1−95%α=1−0.95=0.05α/2=0.025Zα/2=Z0.025=1.96\alpha =1-95\%\\\alpha=1-0.95=0.05\\\alpha/2=0.025\\Z_{\alpha/2}=Z_{0.025}=1.96α=1−95%α=1−0.95=0.05α/2=0.025Zα/2=Z0.025=1.96
Margin of error = E=Zα/2p^⋅(1−p^)nE=Z_{\alpha/2}\sqrt{\dfrac{\hat p\cdot (1-\hat p)}{n}}E=Zα/2np^⋅(1−p^)
E=1.960.53×0.47100⇒E=1.96×0.04991⇒E=0.0978E= 1.96\sqrt{\dfrac{0.53\times 0.47}{100}}\\\Rightarrow E=1.96\times0.04991\\\Rightarrow E=0.0978E=1.961000.53×0.47⇒E=1.96×0.04991⇒E=0.0978
Margin of error = 0.0978\boxed{\text{Margin of error = 0.0978}}Margin of error = 0.0978
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