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Variance reduction

Variance reduction techniques make experiments more sensitive, so they reach conclusions with less data.

Written by Reflective Data experts · updated Oct 5, 2026

CUPED uses pre-experiment behaviour to explain away noise; stratification balances groups on key attributes. The result is narrower confidence intervals and shorter tests.

They require good historical data and careful implementation.

related

CUPEDMinimum detectable effect (MDE)Statistical power

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