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 .34.

a. How large a sample should be taken to estimate the proportion of smokers in the population with a margin of error of .02 (rounded up to the next 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

Solution =

Given,

E = 0.02

c = 95% = 0.95

or p = 0.34

1 - 1- p = 1 - 0.34 = 0.66

Now,

= 1 - c = 1 - 0.95 = 0.05

/2 = 0.025

= 1.96 (using z table)

The sample size for estimating the proportion is given by

n =

= (1.96)2 * 0.34 * 0.66 / (0.022)

= 2155.1376

= 2156 ..(round to the next whole number)

Answer : Required Sample size is n = 2156

B)  the point estimate of the proportion,

= x/n   = 520 / 2156 = 0.2412

C) Solution:

Given,

n = 2156 ....... Sample size

x = 520 .......no. of successes in the sample

Let denotes the sample proportion.

     = x/n   = 520 / 2156 = 0.2412

Our aim is to construct 95% confidence interval.

c = 0.95

= 1- c = 1- 0.95 = 0.05

  /2 = 0.025 and 1- /2 = 0.975

Search the probability 0.975 in the Z table and see corresponding z value

= 1.96

Now , the margin of error is given by

E = /2 *  

= 1.96 * [ 0.2412 *(1 - 0.2412)/2156 ]

= 0.018

Now the confidence interval is given by

( - E)   ( + E)

( 0.2412 - 0.018 )   ( 0.2412 + 0.018 )

0.2232   0.2592  

Required 95% Confidence Interval is ( 0.2232 , 0.2592 )


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