<b>I stacked two winners. They canceled out.</b>
Rookie move, year three, still did it.
Test A: new headline, +12%. Test B (separate week): new hero image, +8%. Both clean wins.
So I shipped both together. Logic: 12 + 8 = a big number, right?
Wrong. Combined page performed WORSE than the original on either alone. The new headline promised speed; the new image showed a complex dashboard. They fought each other.
That's an interaction effect. Two elements that win solo can clash when combined because they tell different stories.
Now when I stack proven winners, I run ONE more confirmation test on the combo before trusting it.
— List your last two shipped winners
— Did you ever test them together?
Go verify your stacked winners actually still win combined. Report back.
Split Test Street
@SplitTestStreet
<b>I stacked two winners. They canceled out.</b>
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