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Sampling with and without replacement

Replacement changes possible samples and dependence between draws, even when the population values remain fixed.

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Identify the selection unit on each draw

With replacement, a chosen unit returns to the pool before another independent uniform draw. The same labelled unit can appear twice. Without replacement, it is removed from the eligible pool and cannot appear again in that sample.

Compare two draws from four units

Uniform synthetic designs
FeatureWith replacementWithout replacement
Ordered outcomes16 possible ordered pairs12 possible ordered pairs
Repeated unitAllowedExcluded
First draw A and second draw AProbability 1/16Probability 0

Carry the distinction into the mean variance

Repeated independent uniform draws use the variance of the finite value distribution divided by n. A simple random sample without replacement has a finite-population reduction under its stated variance convention. The formulas use different population-variance divisors, so retain their definitions.

Do not confuse duplicate values with repeated units

Two distinct units can both have value 10. Selecting both without replacement is still possible. The rule concerns unit identities, not whether a numerical value appears more than once in the recorded sample.

Further references