Evidence and reasoning

A/B test

  • Evidence and reasoning

Definition

An experiment that compares two versions of something to see which performs better.

Example

A product team randomly assigns visitors to two checkout versions, then compares the same purchase-completion measure.

See how it works

  1. Decide the hypothesis and success measure
  2. Randomly assign participants
  3. Collect comparable outcomes
  4. Assess effect, uncertainty and possible harms

Check your understanding

Common mistake: The variant with the higher observed rate has not necessarily demonstrated a reliable improvement.

Why randomly assign people to variants?

Show explanation

It helps reduce systematic differences between the groups so the outcome comparison is fairer.

For your role

Choose your role to see what this term means in your work.

Why it matters

It shows which option actually works better, instead of relying on opinion.

Where it is used

Website and app experiments, marketing campaigns and product launches.