In: Statistics and Probability
You work for a marketing firm that has a large client in the automobile industry. You have been asked to estimate the proportion of households in Chicago that have two or more vehicles. You have been assigned to gather a random sample that could be used to estimate this proportion to within a 0.04 margin of error at a 95% level of confidence.
a) With no prior research, what sample size should you gather in order to obtain a 0.04 margin of error? Round your answer up to the nearest whole number.
n = _____ households
b) Your firm has decided that your plan is too expensive, and they wish to reduce the sample size required. You conduct a small preliminary sample, and you obtain a sample proportion of ˆ p = 0.18 . Using this new information. what sample size should you gather in order to obtain a 0.04 margin of error? Round your answer up to the nearest whole number.
n = ____ households
a)
With no prior research , let sample proportion , p̂
= 0.5
sampling error , E =
0.04
Confidence Level , CL=
95%
alpha = 1-CL = 5%
Z value = Zα/2 = 1.9600
[excel formula =normsinv(α/2)]
Sample Size,n = (Z / E)² * p̂ * (1-p̂)=
600.2279
so,Sample Size required=
601
n=601 households
b)
sample proportion , p̂ =
0.18
sampling error , E =
0.04
Confidence Level , CL=
95%
alpha = 1-CL = 5%
Z value = Zα/2 = 1.9600
[excel formula =normsinv(α/2)]
Sample Size,n = (Z / E)² * p̂ * (1-p̂)=
354.3746
so,Sample Size required=
355
n=355 households