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Guide Truth about most split tests A/B

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Czaq

Active Member
Joined
Dec 15, 2025
Messages
57
Most split tests run in this industry are theatre. Someone rotates two landers, checks after 150 clicks, sees lander B "winning" 8 conversions to 5, declares victory, and moves all traffic to B. Then B performs exactly like A did, because the "win" was a coin flip wearing a lab coat.

Here's the thing nobody wants to hear: at small sample sizes, random noise routinely produces differences that look decisive. Flip a coin 20 times and you'll regularly get 13–7. Nobody concludes the coin is biased. But show a media buyer 13 conversions vs 7 and they'll rebuild their whole funnel around it.

This guide covers three things: how to set the split up correctly in your tracker, how much traffic you actually need before the numbers mean anything (with a table, not a lecture), and the specific self-deceptions that ruin tests even when the setup is right. Plus a real test of mine that flipped its result completely between 200 and 2,000 clicks, which cured me of early peeking forever.

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Part 1: setting up the split correctly​

The mechanics first, because a badly built split invalidates everything downstream.


Use the tracker's rotation, nothing else.
 
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