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winner+4.0% lift

Landing Page: Layout Optimization

LayoutLanding PageEnergy & UtilitiesClarityLayoutStylingundefinedFilter/SortundefinedTest ArchiveHeuristic/Best PracticeChoice ArchitectureUsabilityUsabilityChoice

Test Results

5.07%
Control CR
5.27%
Variant CR
7,923
Sample size
57
Days run
Control5.07%
Variant5.27%

Key Learning

Problem: The information hierarchy on the landing page may not match how users actually scan and process the content.

What worked: The variant addressed this conversion friction directly. (+4.0% lift)

Takeaway: Even small lifts compound — across thousands of sessions, this adds up. Layout wins often unlock further opportunities — isolate which specific element drove the lift for even larger gains.

How to Apply This to Your Site

This experiment demonstrated that landing page: layout optimization can produce a +4.0% improvement in conversions. The test was run on a landing page page in the energy & utilities industry. With 7,923 visitors in the sample, this is a robust result.

Before you test: Consider that layout tests typically require adequate traffic to reach statistical significance. This test ran for 57 days — plan for at least that long.

This result reached 95% statistical confidence, meaning there is a very low probability the observed effect was due to chance. Results at this confidence level are generally considered reliable for making business decisions.

What Was Tested

A/B test on landing page testing layout changes.

Methodology

Primary Metric
Transactions
Confidence Level
95%
Lift Range
2.0% to 6.0%

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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