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winner+7.0% lift

Signup: Blurred Product Background

Hypothesis

If we blur the product background behind a modal signup flow, then sign ups will improve because visual focus reduction directs attention to the signup form.

LayoutSignupFintechdesktopbackground-blurvisual-focusmodal

Test Results

135,618
Sample size

Key Learning

Problem: Visual elements on the signup aren't doing enough to communicate value, build trust, or guide users toward the next step.

What worked: Blurring the product background during modal signup flows focuses attention on the signup form and improves sign ups. Visual de-emphasis of the surrounding UI helps users focus on the conversion action. Validated across 5 related tests. (+7.0% lift)

Takeaway: A meaningful improvement that compounds with other optimizations. 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 signup: blurred product background can produce a +7.0% improvement in conversions. The test was run on a signup page in the fintech industry. With 135,618 visitors in the sample, this is a robust result.

Before you test: Consider that layout 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.

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

In this experiment, as a multi-step sign up funnel launched as a modal, there was a different treatment of the background. In the A version the background was a flat color, whereas in the B version the background used a transparent opacity to show through the landing page underneath. Impact on sign ups was measured.

Methodology

Confidence Level
95%
Lift Range
2.0% to 12.0%

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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