➤ How do you decide strata and allocate sample sizes?
Decide strata using characteristics linked to your outcome, such as age, income, region, or program enrollment. Define clear, non-overlapping categories, list members or frames, and choose allocation: proportional for representativeness or Neyman (optimal) to minimize variance. Adjust for cost, sample size limits, and analysis needs before drawing random samples within each stratum.
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