In a sample of 200 adults, 68 complain they suffer from insomnia. Calculate the 95% confidence interval for this proportion. Interpret what this means.
Solution:
Confidence interval for Population Proportion is given as below:
Confidence Interval = P ± Z* sqrt(P*(1 – P)/n)
Where, P is the sample proportion, Z is critical value, and n is sample size.
We are given
x = 68
n = 200
P = x/n = 68/200 = 0.34
Confidence level = 95%
Critical Z value = 1.96
(by using z-table)
Confidence Interval = P ± Z* sqrt(P*(1 – P)/n)
Confidence Interval = 0.34 ± 1.96* sqrt(0.34*(1 – 0.34)/200)
Confidence Interval = 0.34 ± 1.96* 0.0335
Confidence Interval = 0.34 ± 0.0657
Lower limit = 0.34 - 0.0657 = 0.2743
Upper limit = 0.34 + 0.0657 = 0.4057
Confidence interval = (0.2743, 0.4057)
We are 95% confident that the population proportion of the adults who suffer from insomnia will be lies between 0.2743 and 0.4057.
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