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