Product: Product Page
Hypothesis
If we test a similar change on our product pages as tested, then our conversion metric will likely improve based on their implementation decision.
Test Results
Key Learning
Problem: Users on the product don't feel confident enough to proceed — they need reassurance that their data and money are safe.
What worked: implemented this UI change (Jun 28, 2022). Implementation suggests positive internal results
Takeaway: Even small lifts compound — across thousands of sessions, this adds up. Use this win as a foundation for further iteration on adjacent elements.
How to Apply This to Your Site
This experiment demonstrated that product: product page can improve conversions. The test was run on a product page page in the e-commerce industry.
Before you test: Consider that layout tests typically require adequate traffic to reach statistical significance. Run your test for at least 2 full business cycles to account for weekly traffic patterns.
What Was Tested
was noticed running a product detail page experiment with an added "popular picks" badge. The badges were added to some products based on some undecipherable logic. Other products would also sometimes show "best seller" badges, including being shown together.
Methodology
Build On These Learnings
Save your own experiments, spot winning patterns across your test history, and stop repeating what's already been tried.
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