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inconclusive

Listing: Single Or Alternative Buttons

Hypothesis

If we implement 'Single Or Alternative Buttons' on listing pages (In this experiment, an additional call to action (Whatsapp link) was added on a listing page of one of Brazil's largest real estate sites.In the variation the 3 calls to action inc), then key conversion metrics will improve.

Test Results

1,416,128
Sample size

Key Learning

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

What was tested: REAL-WORLD TEST: 'Single Or Alternative Buttons' was tested on a live listing page. The test involved 1,416,128 real visitors. Full statistical results require paid access. Test methodology: In this experiment, an additional call to action (Whatsapp link) was added on a listing page of one of Brazil's largest real estate sites.In the varia...

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 listing: single or alternative buttons 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 cta 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

In this experiment, an additional call to action (Whatsapp link) was added on a listing page of one of Brazil's largest real estate sites.In the variation the 3 calls to action include: a link that launched the phone interaction, a general contact lead form, and finally the Whatsapp link (added in the variant). Impact on total lead starts and completions was measured.

Methodology

Confidence Level
70%

Build On These Learnings

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