Stratify for subgroup representation

Stratification divides the frame into mutually exclusive, collectively exhaustive strata, then selects a probability sample from each. Strata are often chosen to be internally similar on relevant variables. Proportionate allocation is nh=nNh/N; disproportionate allocation may be used deliberately with appropriate analysis weights. Stratification can ensure representation of small important subgroups and improve precision.