Listing: Money Back Guarantee
Hypothesis
If we implement 'Money Back Guarantee' on listing pages, then conversion metrics will improve based on documented A/B testing evidence.
Test Results
Key Learning
Context: Users on the listing don't feel confident enough to proceed — they need reassurance that their data and money are safe.
What was tested: REAL-WORLD TEST: 'Money Back Guarantee' was tested on a live listing page. The test involved 21,096 real visitors. Full statistical results require paid access. Test methodology:
Result: No statistically significant difference was detected. Trust signals that don't help may not match the specific anxiety users feel at that stage. Survey users to understand their actual concerns.
How to Apply This to Your Site
This experiment tested listing: money back guarantee but produced no statistically significant change. The test was run on a category page page in the cross-industry industry. Inconclusive results suggest this particular change may not be a priority — focus testing effort on higher-impact areas.
Before you test: Consider that trust tests typically require large sample sizes to detect small effects. Run your test for at least 2 full business cycles to account for weekly traffic patterns.
What Was Tested
If we implement 'Money Back Guarantee' on listing pages, then conversion metrics will improve based on documented A/B testing evidence.
Methodology
Build On These Learnings
Save your own experiments, spot winning patterns across your test history, and stop repeating what's already been tried.
Related Experiments
Product: Product Page
Problem: Friction during the product process causes users to abandon right when they're closest to converting.
Checkout: Bulleted Reassurances
Context: Friction during the checkout process causes users to abandon right when they're closest to converting.
Checkout: Money Back Guarantee
Context: Friction during the checkout process causes users to abandon right when they're closest to converting.
Product: Product Page
Problem: The primary call-to-action on the product isn't converting at its potential — design, copy, or placement may be the bottleneck.