In: Statistics and Probability
In a survey of 2272 adults in a recent year, 1210 say they have made a New Year's resolution.
What is a 90% confidence intervals
what is a 95% confidence intervals for the population proportion.
Interpret the results and compare the widths of the confidence intervals.
Solution:
Given,
n = 2272 ....... Sample size
x = 1210 .......no. of successes in the sample
Let denotes the sample proportion.
= x/n = 1210/2272 = 0.5326
1)
90% confidence interval
c = 90% = 0.90
= 1- c = 1- 0.90 = 0.10
/2 = 0.10 2 = 0.05 and 1- /2 = 0.950
= 1.645 (use z table)
Now , the margin of error is given by
E = *
= 1.645 * [0.5326 *(1 - 0.5326)/2272]
= 0.0172
Now the confidence interval is given by
( - E) ( + E)
(0.5326 - 0.0172) (0.5326 + 0.0172)
0.5154 0.5498
Required 90% Confidence Interval is (0.5154 , 0.5498)
2)
95% confidence interval
c = 95% = 0.95
= 1- c = 1- 0.95 = 0.05
/2 = 0.05 2 = 0.025 and 1- /2 = 0.9750
= 1.96 (use z table)
Now , the margin of error is given by
E = *
= 1.96 * [0.5326 *(1 - 0.5326)/2272]
= 0.0205
Now the confidence interval is given by
( - E) ( + E)
(0.5326 - 0.0205) (0.5326 + 0.0205)
0.5121 0.5531
Required 95% Confidence Interval is (0.5121 , 0.5531)
3)
Width = 2 * Margin of error
Width of 90% confidence interval is less than width of 95% confidence interval
90% confidence interval is narrower than 95% confidence interval.