In: Statistics and Probability
Suppose you want to estimate the true proportion of persons who regularly eat oatmeal for breakfast. You get a random sample of n=100 responses. From the sample, you find that 23 people regularly eat oatmeal.
A) Construct a 99% confidence interval for the population proportion.
B) Interpret the meaning of a confidence interval
Solution :
Given that,
n = 100
x = 23
Point estimate = sample proportion = = x / n = 23/100=0.23
1 - = 1-0.23 =0.77
At 99% confidence level the z is ,
= 1 - 99% = 1 - 0.99 = 0.01
/ 2 = 0.01 / 2 = 0.005
Z/2 = Z0.005 = 2.576 ( Using z table )
Margin of error = E = Z/2 * (((( * (1 - )) / n)
= 2.576* (((0.23*0.77) /100 )
E = 0.1084
A 99% confidence interval for population proportion p is ,
- E < p < + E
0.23- 0.1084< p < 0.23+0.1084
0.1216< p < 0.3384
The 99% confidence interval for the population proportion p is : 0.1216,0.3384