Question

In: Statistics and Probability

The Centers for Disease Control reported the percentage of people 18 years of age and older...

The Centers for Disease Control reported the percentage of people 18 years of age and older who smoke (CDC website, December 14, 2014). Suppose that a study designed to collect new data on smokers and nonsmokers uses a preliminary estimate of the proportion who smoke of .33.

a. How large a sample should be taken to estimate the proportion of smokers in the population with a margin of error of .02 (to the nearest whole number)? Use 95% confidence.

b. Assume that the study uses your sample size recommendation in part (a) and finds 520 smokers. What is the point estimate of the proportion of smokers in the population (to 4 decimals)?

c. What is the 95% confidence interval for the proportion of smokers in the population (to 4 decimals)?

Solutions

Expert Solution

Part a

We are given

Estimate for proportion = p = 0.33

q = 1 – p = 1 – 0.33 = 0.67

Margin of error = E = 0.02

Confidence level = 95%

Critical Z value = 1.96

(by using z-table)

Sample size formula is given as below:

n = p*q*(Z/E)^2

n = 0.33*0.67*(1.96/0.02)^2

n = 2123.444

n = 2124

Required sample size = 2124

Part b

We have

Sample size = n = 2124

Numbers of interest = x = 520

Point estimate = x/n = 520/2124 = 0.244821

Point estimate = P = 0.244821

Part c

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

Confidence level = 95%

Critical Z value = 1.96

(by using z-table)

n = 2124

P = 0.244821

Confidence Interval = P ± Z* sqrt(P*(1 – P)/n)

Confidence Interval = 0.244821 ± 1.96* sqrt(0.244821*(1 – 0.244821)/2124)

Confidence Interval = 0.244821 ± 1.96* 0.0093

Confidence Interval = 0.244821 ± 0.0183

Lower limit = 0.244821 - 0.0183 = 0.2265

Upper limit = 0.244821 + 0.0183 = 0.2631

Confidence interval = (0.2265, 0.2631)


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