Inconclusive
Low confidence
Pattern #107: Contrast Links & Buttons
[company] Pattern #107: Tests whether Contrast Links & Buttons improves conversion performance. This is a meta-pattern derived from multiple A/B tests across different companies. Applicable to content, listing, product page types.
Hypothesis
If we A/B test Contrast Links & Buttons on product pages, then we can measure its impact and determine if it suits our context — pattern data is directional.
Why This Works
Key Learnings
Viewed 6+ times
Related Entries
Ab Test
15.21% Increase In Conversion Rate By Implementing Accordion Layout For Product Information On PDP
Accordion Layout on Product Detail Page
pdp_optimizationproduct
Expected lift: 10%-25%
High confidence
Test Idea
Winner
Pattern #14: Exposed Menu Options
navigationproduct
Expected lift: 0%-5%
High confidence
Test Idea
Winner
Repeated Bottom CTA on Long Pages → +15.5% Signups
ctahomepage
Expected lift: 10%-25%
High confidence
Test Idea
Winner
Above-the-Fold CTA Placement → +255.8% Leads
ctahomepage
Expected lift: 50%-150%
High confidence
Ab Test
22% Increase In Conversion Rate By Testing Subscription Section Copy On PDP
Subscription Copy Test on Product Detail Page
pdp_optimizationproduct
Expected lift: 15%-30%
High confidence