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Hypothesis

What you can detect

Smallest lift you can detect in 4 weeks
–relative lift

Test lengthVisitors per variantSmallest detectable lift As a rate

How to read this

Each row shows how long you would run the test and the smallest improvement you could reliably see in that time. If the real improvement is smaller than that number, the test will look like it did nothing. Before you build anything, check that the idea is big enough to clear the row you plan to run.

Two-proportion z-test. Multiple variants use a Bonferroni-adjusted alpha so adding arms never makes significance easier.