Random probability samples require more work than non-random samples as the researcher must identify specific sampling elements to include. Random samples are most likely to represent the overall population accurately. There are different types of probability sampling such as simple random sampling, systematic random sampling, stratified sampling, cluster sampling, and multistage sampling.