In: Statistics and Probability
In a study of 443 nonprofits nationwide, 130 indicated that the
greatest diversity staffing
challenge they face is retaining younger staff (those under
30).
(a) Construct a 95% confidence interval for the population
proportion of nonprofits that
indicate retaining younger staff is the greatest diversity staffing
challenge for their
organization.
(b) If you wanted to conduct a follow-up study to estimate the
population proportion of
nonprofits that indicate retaining younger staff is the greatest
diversity staffing
challenge for their organization to within ±0.01 with 98%
confidence, how many
nonprofits would you survey? (i.e. Find the sample size)
Solution :
Given that,
n = 443
x = 130
Point estimate = sample proportion = = x / n = 130/443 = 0.293
1 - = 1 -0.293 = 0.707
a) At 95% confidence level
= 1-0.95% =1-0.95 =0.05
/2
=0.05/ 2= 0.025
Z/2
= Z0.025 = 1.960
Z/2 = 1.960
Margin of error = E = Z / 2 * (( * (1 - )) / n)
= 1.960 * ((0.293*(0.707) /443 )
= 0.042
A 95% confidence interval for population proportion p is ,
- E < p < + E
0.293 - 0.042 < p < 0.293 + 0.042
0.251 < p < 0.336
( 0.251 ,0.336 )
b)
= 0.293
1 - = 1-0.293 = 0.707
margin of error = E = 0.01
At 98% confidence level
= 1-0.98% =1-0.98 =0.02
/2
=0.02/ 2= 0.01
Z/2
= Z0.01 = 2.326
Z/2 = 2.326
sample size = n = (Z / 2 / E )2 * * (1 - )
= (2.326/0.01)2 *0.293*0.707
= 11207
sample size = n = 11207