CVR rose 8%, but contribution profit per visitor fell 6%. The result is statistically significant...CVR rose 8%, but contribution profit per visitor fell 6%. The result is statistically significant...
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Exactly. CVR is useful diagnostically, but contribution profit per visitor should drive the decision here. I’d next isolate whether the loss came from discount depth, lower-value baskets, or fulfillment costs before retesting. Appreciate your take, Kabir.
That’s the right follow-up: diagnose the margin loss, set a contribution-profit guardrail, then retest. That should make the next decision much clearer.
I really like how the light version looks, but it has some legibility issues. Since readability is more important for users than visual appeal, I think the dark version is the better option.
BTW, I initially voted for the light version, but after analyzing both options more closely, I changed my mind 😄