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CRO Glossary

Experiment Velocity

The rate at which a team designs, launches, and concludes experiments over a given period.

Experiment velocity is a program-level metric — often expressed as tests shipped per month or per quarter — used to measure how efficiently an organization is learning through experimentation. High velocity generally correlates with faster compounding gains, but only if quality is held constant; a team that rushes tests without adequate test duration or statistical power can post an impressive velocity number while generating unreliable, non-repeatable results.

Velocity is most useful as a leading indicator of program health and organizational buy-in (are there enough engineers, enough traffic, enough decision-makers signed off to keep tests moving), rather than as a proxy for impact. Many mature CRO teams track velocity alongside win rate and average lift per test, since a program can have high velocity and low win rate, or vice versa, and each combination suggests a different intervention — more ideation, better prioritization, or more rigorous QA.

Example: a team increases experiment velocity from 2 tests per month to 8 by building a self-serve experimentation platform, but discovers their win rate drops because many of the new tests are underpowered. They then set a minimum sample size policy to keep velocity high without sacrificing reliability.

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