In: Statistics and Probability
In a preliminary study of 45 customers, we ask how much they would pay for an upgrade to their water filtration system; for this sample, the average price is 35 with a variance of 400. How many customers would we need to contact in order to be 80% confident that the estimated price will be within 2 euro of the true price?
Solution :
The sample size needed to estimate the population mean within E of the true mean with 80% confidence level is given as follows :
Where, is population standard deviation, E is margin of error and Z(0.20/2) is critical z-value to construct 80% confidence interval.
Since, we want to estimate the price such that it is within 2 euro ef the true mean price, therefore E = 2.
Since, is not known so we shall use it's estimate. In the previous study we have sample variance is 400.
Using Z-table we get, Z(0.20/2) = 1.282
Hence, required sample size is,
On rounding to nearest integer we get,
n = 164
Hence, we need to contact to contact 164 customers in order to be 80% confident that the estimated price will be within 2 euro of the true price.