Suppose i want to check smoking habit among physicians of certain country. There are 20 thousand (N) physician. We cannot include all.
One way is i can take representative sample from 20 thousand. here formula for sample size calculation follows binomial distribution.I dont have time, fund or feasibility to take on such extensive study.
There is alternate option. i can take 10 hospitals where 1000 physician works. I decide to take these 1000 as sample frame. Here population is fixed and finite and follows hypergeometric distribution (therefore hypergeometric population). In this situation separate formula exists for sample size calculation. This method of study using finite population is applicable in situations such as 1) small town population 2) office employee or 3) part of a large professional group such as physician (like the scenario i described here).
My question is if i select samples from 1000 physician then the inferred result is for those 10 hospitals and 1000 physician. Now can i generalize the inferred result for whole physicians (20 thousand) ?
i inferred result from a subset of total population (n) using a standard method. Can i generalize the inference for whole population (N) ?