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inconclusive+0.9% lift

Checkout: Step 4 - Authorization Clarity and Prominence

Hypothesis

Reduce the T&C for reduce perceived choice Reduce prominence of back CTA Increase visibility of authorization required still, addin inherent direction on page always

CTACheckoutEnergy & UtilitiesCTAInformation ArchitectureUser/Market ResearchTest ArchiveBusiness ContextWeb AnalyticsUsability

Test Results

83.53%
Control CR
84.28%
Variant CR
1,174
Sample size
62
Days run
Control83.53%
Variant84.28%

Key Learning

Context: The primary call-to-action on the checkout isn't converting at its potential — design, copy, or placement may be the bottleneck.

What was tested: Reduce the T&C for reduce perceived choice Reduce prominence of back CTA

Increase visibility of authorization required still, addin inherent direction on page always

Result: No statistically significant difference was detected. CTA changes that don't move the needle often mean the bottleneck is elsewhere — consider testing the surrounding context or the value proposition instead.

How to Apply This to Your Site

This experiment tested checkout: step 4 - authorization clarity and prominence but produced no statistically significant change. The test was run on a checkout page in the energy & utilities industry. Inconclusive results suggest this particular change may not be a priority — focus testing effort on higher-impact areas.

Before you test: Consider that cta tests typically require adequate traffic to reach statistical significance. This test ran for 62 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

Reduce the T&C for reduce perceived choice Reduce prominence of back CTA Increase visibility of authorization required still, addin inherent direction on page always

Methodology

Primary Metric
Adobe - sales:enroll:confirm
Confidence Level
95%
Lift Range
-1.1% to 2.9%

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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