Re:A/B testing mistakes I learned the hard way
by light_hue_1 on Friday August 30, 2024 @01:11PM
(#41402644)
That's Simpson's paradox!
You can take data where as a whole presses lead to more purchases. Then split it into two halves (like mobile vs desktop) and show that on both halves presses lead to fewer purchases.
The whole paradox is that the intuition we have for averages doesn't apply to correlations.
I suggest checking out the Wikipedia page.
How could more button presses lead to increased conversion rates while hiding this data when comparing desktop and mobile? Wouldn’t you see at least one device type demonstrating higher CVR to reflect aggregate CVR increase?